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Stephen Crago Welcome to the \booktitleIEEE
Transactions on Big Data . . . . . . . . 1--1
Qiang Yang Introduction to the \booktitleIEEE
Transactions on Big Data . . . . . . . . 2--15
Yu Zheng Methodologies for Cross-Domain Data
Fusion: An Overview . . . . . . . . . . 16--34
Huan Liu Embracing Information Explosion without
Choking: Clustering and Labeling in
Microblogging . . . . . . . . . . . . . 35--46
Anonymous \booktitleIEEE Transactions on Big Data 47--47
Anonymous \booktitleIEEE Transactions on Big Data 48--48
Yaoliang Yu Petuum: A New Platform for Distributed
Machine Learning on Big Data . . . . . . 49--67
Lionel M. Ni SMC: A Practical Schema for
Privacy-Preserved Data Sharing over
Distributed Data Streams . . . . . . . . 68--81
Charu C. Aggarwal Guest Editorial: Big Media Data:
Understanding, Search, and Mining . . . 82--83
Zhenan Sun Code Consistent Hashing Based on
Information-Theoretic Criterion . . . . 84--94
Dacheng Tao Exploration of Image Search Results
Quality Assessment . . . . . . . . . . . 95--108
Yueting Zhuang Weakly Semi-Supervised Deep Learning for
Multi-Label Image Annotation . . . . . . 109--122
Lina Yao Guest Editorial: Big Data Analytics and
the Web . . . . . . . . . . . . . . . . 123--124
Laurence T. Yang LS-AMS: An Adaptive Indexing Structure
for Realtime Search on Microblogs . . . 125--137
Spyros Kotoulas Scale-Out Processing of Large RDF
Datasets . . . . . . . . . . . . . . . . 138--150
Charu C. Aggarwal Guest Editorial: Big Media Data:
Understanding, Search, and Mining (Part
2) . . . . . . . . . . . . . . . . . . . 151--151
Xian-Sheng Hua Learning Visual Semantic Relationships
for Efficient Visual Retrieval . . . . . 152--161
Xuelong Li Robust Discrete Spectral Hashing for
Large-Scale Image Semantic Indexing . . 162--171
K. Selcuk Candan Guest Editorial: Big Scholar Data
Discovery and Collaboration . . . . . . 1--2
C. Lee Giles AlgorithmSeer: A System for Extracting
and Searching for Algorithms in
Scholarly Big Data . . . . . . . . . . . 3--17
Nitesh V. Chawla Can Scientific Impact Be Predicted? . . 18--30
Charu C. Aggarwal Guest Editorial: Big Media Data:
Understanding, Search, and Mining . . . 31--31
Jiajun Wang Partial Copy Detection in Videos: A
Benchmark and an Evaluation of Popular
Methods . . . . . . . . . . . . . . . . 32--42
Yun Fu Personalized Travel Sequence
Recommendation on Multi-Source Big
Social Media . . . . . . . . . . . . . . 43--56
Satoshi Matsuoka GPU-Accelerated Large-Scale Distributed
Sorting Coping with Device Memory
Capacity . . . . . . . . . . . . . . . . 57--69
Wilfred Ng USTF: A Unified System of Team Formation 70--84
Masaru Kitsuregawa Visual Exploration of Changes in
Passenger Flows and Tweets on Mega-City
Metro Network . . . . . . . . . . . . . 85--99
Y. -R. Lin and
H. Tong and
J. Tang and
K. Selçuk Candan Guest Editorial: Special Issue on Big
Scholar Data Discovery and Collaboration
(Continued) . . . . . . . . . . . . . . 100--100
Feng Xia and
Haifeng Liu and
Ivan Lee and
Longbing Cao Scientific Article Recommendation:
Exploiting Common Author Relations and
Historical Preferences . . . . . . . . . 101--112
Jevin D. West and
Ian Wesley-Smith and
Carl T. Bergstrom A Recommendation System Based on
Hierarchical Clustering of an
Article-Level Citation Network . . . . . 113--123
Subhajit Datta and
Santonu Sarkar and
A. S. M. Sajeev How Long Will This Live? Discovering the
Lifespans of Software Engineering Ideas 124--137
Zheng Yan and
Wenxiu Ding and
Xixun Yu and
Haiqi Zhu and
Robert H. Deng Deduplication on Encrypted Big Data in
Cloud . . . . . . . . . . . . . . . . . 138--150
Dorit S. Hochbaum and
Philipp Baumann Sparse Computation for Large-Scale Data
Mining . . . . . . . . . . . . . . . . . 151--174
Farhan Khan and
Dariush Kari and
Ilyas Alper Karatepe and
Suleyman S. Kozat Universal Nonlinear Regression on High
Dimensional Data Using Adaptive
Hierarchical Trees . . . . . . . . . . . 175--188
M. Sheng and
A. V. Vasilakos and
Q. Yu and
L. You Guest Editorial: Big Data Analytics and
the Web . . . . . . . . . . . . . . . . 189--189
W. Shao and
F. D. Salim and
A. Song and
A. Bouguettaya Clustering Big Spatiotemporal-Interval
Data . . . . . . . . . . . . . . . . . . 190--203
Y. Zhao and
K. Yoshigoe and
J. Bian and
M. Xie and
Z. Xue and
Y. Feng A Distributed Graph-Parallel Computing
System with Lightweight Communication
Overhead . . . . . . . . . . . . . . . . 204--218
L. Wang and
S. Tasoulis and
T. Roos and
J. Kangasharju Kvasir: Scalable Provision of
Semantically Relevant Web Content on Big
Data Framework . . . . . . . . . . . . . 219--233
H. Chen and
R. Kazman and
S. Haziyev Agile Big Data Analytics for Web-Based
Systems: An Architecture-Centric
Approach . . . . . . . . . . . . . . . . 234--248
E. Pan and
D. Wang and
Z. Han Analyzing Big Smart Metering Data
Towards Differentiated User Services: A
Sublinear Approach . . . . . . . . . . . 249--261
L. Wu and
K. John Wu and
A. Sim and
M. Churchill and
J. Y. Choi and
A. Stathopoulos and
C. Chang and
S. Klasky Towards Real-Time Detection and Tracking
of Spatio-Temporal Features:
Blob-Filaments in Fusion Plasma . . . . 262--275
Y. Zheng and
W. Wu and
Y. Chen and
H. Qu and
L. M. Ni Visual Analytics in Urban Computing: An
Overview . . . . . . . . . . . . . . . . 276--296
L. Dong and
Z. Lin and
Y. Liang and
L. He and
N. Zhang and
Q. Chen and
X. Cao and
E. Izquierdo A Hierarchical Distributed Processing
Framework for Big Image Data . . . . . . 297--309
P. Basanta-Val and
N. C. Audsley and
A. J. Wellings and
I. Gray and
N. Fernández-García Architecting Time-Critical Big-Data
Systems . . . . . . . . . . . . . . . . 310--324
D. Kit and
Y. Kong and
Y. Fu Efficient Image Geotagging Using Large
Databases . . . . . . . . . . . . . . . 325--338
N. Bharill and
A. Tiwari and
A. Malviya Fuzzy Based Scalable Clustering
Algorithms for Handling Big Data Using
Apache Spark . . . . . . . . . . . . . . 339--352
T. Li and
J. Tang and
J. Xu Performance Modeling and Predictive
Scheduling for Distributed Stream Data
Processing . . . . . . . . . . . . . . . 353--364
M. Shao and
X. Wu and
Y. Fu Scalable Nearest Neighbor Sparse Graph
Approximation by Exploiting Graph
Structure . . . . . . . . . . . . . . . 365--380
S. M. Nabavinejad and
M. Goudarzi and
S. Mozaffari The Memory Challenge in Reduce Phase of
MapReduce Applications . . . . . . . . . 380--386
Q. Yang State of the Journal Editorial . . . . . 1--1
Y. Lin and
H. Tong and
J. Tang and
K. S. Candan Guest Editorial: Big Scholar Data
Discovery and Collaboration . . . . . . 2--2
S. Datta and
P. Basuchowdhuri and
S. Acharya and
S. Majumder The Habits of Highly Effective
Researchers: An Empirical Study . . . . 3--17
F. Xia and
W. Wang and
T. M. Bekele and
H. Liu Big Scholarly Data: A Survey . . . . . . 18--35
J. Wang and
G. Qi and
N. Sebe and
C. Aggarwal Guest Editorial: Big Media Data:
Understanding, Search, and Mining . . . 36--36
K. Chen and
Z. Zhang Learning to Classify Fine-Grained
Categories with Privileged
Visual-Semantic Misalignment . . . . . . 37--43
Z. Chen and
W. Zhang and
B. Hu and
X. Cao and
S. Liu and
D. Meng Retrieving Objects by Partitioning . . . 44--54
T. Hu and
E. Bigelow and
J. Luo and
H. Kautz Tales of Two Cities: Using Social Media
to Understand Idiosyncratic Lifestyles
in Distinctive Metropolitan Areas . . . 55--66
G. Zhao and
X. Qian and
C. Kang Service Rating Prediction by Exploring
Social Mobile Users Geographical
Locations . . . . . . . . . . . . . . . 67--78
D. Singh and
D. Roy and
C. K. Mohan DiP-SVM: Distribution Preserving Kernel
Support Vector Machine for Big Data . . 79--90
H. Shen and
G. Liu and
H. Wang and
N. Vithlani SocialQ&A: An Online Social Network Based
Question and Answer System . . . . . . . 91--106
D. Zhao and
K. Qiao and
Z. Zhou and
T. Li and
Z. Lu and
X. Xu Toward Efficient and Flexible Metadata
Indexing of Big Data Systems . . . . . . 107--117
Anonymous 2016 Reviewers List* . . . . . . . . . . 118--123
Anonymous 2016 Index \booktitleIEEE Transactions
on Big Data Vol. 2 . . . . . . . . . . . 1--6
Y. Zheng and
C. Mascolo and
C. T. Silva Guest Editorial: Urban Computing . . . . 124--125
Y. Ding and
Y. Li and
K. Deng and
H. Tan and
M. Yuan and
L. M. Ni Detecting and Analyzing Urban Regions
with High Impact of Weather Change on
Transport . . . . . . . . . . . . . . . 126--139
X. Tang and
E. Eftelioglu and
D. Oliver and
S. Shekhar Significant Linear Hotspot Discovery . . 140--153
P. Goel and
L. Kulik and
K. Ramamohanarao Optimal Pick up Point Selection for
Effective Ride Sharing . . . . . . . . . 154--168
H. Nguyen and
W. Liu and
F. Chen Discovering Congestion Propagation
Patterns in Spatio-Temporal Traffic Data 169--180
S. Sarkar and
S. Chawla and
S. Ahmad and
J. Srivastava and
H. Hammady and
F. Filali and
W. Znaidi and
J. Borge-Holthoefer Effective Urban Structure Inference from
Traffic Flow Dynamics . . . . . . . . . 181--193
T. V. Le and
R. Oentaryo and
S. Liu and
H. C. Lau Local Gaussian Processes for Efficient
Fine-Grained Traffic Speed Prediction 194--207
S. Jiang and
J. Ferreira and
M. C. Gonzalez Activity-Based Human Mobility Patterns
Inferred from Mobile Phone Data: A Case
Study of Singapore . . . . . . . . . . . 208--219
E. Çelikten and
G. Le Falher and
M. Mathioudakis Modeling Urban Behavior by Mining
Geotagged Social Data . . . . . . . . . 220--233
M. Lu and
C. Lai and
T. Ye and
J. Liang and
X. Yuan Visual Analysis of Multiple Route
Choices Based on General GPS
Trajectories . . . . . . . . . . . . . . 234--247
S. Sidhanta and
W. Golab and
S. Mukhopadhyay and
S. Basu Adaptable SLA-Aware Consistency Tuning
for Quorum-Replicated Datastores . . . . 248--261
Y. Chan and
A. Wellings and
I. Gray and
N. Audsley A Distributed Stream Library for Java 8 262--275
P. Chopade and
J. Zhan A Framework for Community Detection in
Large Networks Using Game-Theoretic
Modeling . . . . . . . . . . . . . . . . 276--288
S. Agreste and
P. De Meo and
G. Fiumara and
G. Piccione and
S. Piccolo and
D. Rosaci and
G. M. L. Sarné and
A. V. Vasilakos An Empirical Comparison of Algorithms to
Find Communities in Directed Graphs and
Their Application in Web Data Analytics 289--306
J. Y. Zhu and
C. Sun and
V. O. K. Li An Extended Spatio-Temporal Granger
Causality Model for Air Quality
Estimation with Heterogeneous Urban Big
Data . . . . . . . . . . . . . . . . . . 307--319
Y. Tian and
I. Alagiannis and
E. Liarou and
A. Ailamaki and
P. Michiardi and
M. Vukoli DiNoDB: An Interactive-Speed Query
Engine for Ad-Hoc Queries on Temporary
Data . . . . . . . . . . . . . . . . . . 320--333
B. Wu and
H. Shen Exploiting Efficient Densest Subgraph
Discovering Methods for Big Data . . . . 334--348
M. Ota and
H. Vo and
C. Silva and
J. Freire STaRS: Simulating Taxi Ride Sharing at
Scale . . . . . . . . . . . . . . . . . 349--361
D. Zhang and
T. He and
S. Lin and
S. Munir and
J. A. Stankovic Taxi-Passenger-Demand Modeling Based on
Big Data from a Roving Sensor Network 362--374
J. Zhu and
A. Liu and
M. Chen and
T. Tasdizen and
H. Su Special Issue on Biomedical Big Data:
Understanding, Learning and Applications 375--377
F. Liu and
J. Rosenberger and
Y. Lou and
R. Hosseini and
J. Su and
S. Wang Graph Regularized EEG Source Imaging
with In-Class Consistency and Out-Class
Discrimination . . . . . . . . . . . . . 378--391
M. Hosseini and
D. Pompili and
K. Elisevich and
H. Soltanian-Zadeh Optimized Deep Learning for EEG Big Data
and Seizure Prediction BCI via Internet
of Things . . . . . . . . . . . . . . . 392--404
X. Zhu and
H. Suk and
H. Huang and
D. Shen Low-Rank Graph-Regularized Structured
Sparse Regression for Identifying
Genetic Biomarkers . . . . . . . . . . . 405--414
A. Phinyomark and
E. Ibáñez-Marcelo and
G. Petri Resting-State fMRI Functional
Connectivity: Big Data Preprocessing
Pipelines and Topological Data Analysis 415--428
M. Li and
Z. Yin Debugging Object Tracking by a
Recommender System with Correction
Propagation . . . . . . . . . . . . . . 429--442
A. Liu and
Y. Lu and
M. Chen and
Y. Su Mitosis Detection in Phase Contrast
Microscopy Image Sequences of Stem Cell
Populations: A Critical Review . . . . . 443--457
W. Nie and
H. Cheng and
Y. Su Modeling Temporal Information of Mitotic
for Mitotic Event Detection . . . . . . 458--469
Q. Yang State of the Journal Editorial . . . . . 1--1
Z. Wan and
H. He and
B. Tang A Generative Model for Sparse
Hyperparameter Determination . . . . . . 2--10
T. Y. Win and
H. Tianfield and
Q. Mair Big Data Based Security Analytics for
Protecting Virtualized Infrastructures
in Cloud Computing . . . . . . . . . . . 11--25
S. Salinas and
C. Luo and
X. Chen and
W. Liao and
P. Li Efficient Secure Outsourcing of
Large-Scale Sparse Linear Systems of
Equations . . . . . . . . . . . . . . . 26--39
S. Antaris and
D. Rafailidis In-Memory Stream Indexing of Massive and
Fast Incoming Multimedia Content . . . . 40--54
L. Chu and
R. Qiu and
X. He and
Z. Ling and
Y. Liu Massive Streaming PMU Data Modelling and
Analytics in Smart Grid State Evaluation
based on Multiple High-Dimensional
Covariance Test . . . . . . . . . . . . 55--64
A. Iscen and
T. Furon and
V. Gripon and
M. Rabbat and
H. Jégou Memory Vectors for Similarity Search in
High-Dimensional Spaces . . . . . . . . 65--77
Y. Cong and
J. Liu and
B. Fan and
P. Zeng and
H. Yu and
J. Luo Online Similarity Learning for Big Data
with Overfitting . . . . . . . . . . . . 78--89
H. Shuai and
D. Yang and
C. Shen and
P. S. Yu and
M. Chen QMSampler: Joint Sampling of Multiple
Networks with Quality Guarantee . . . . 90--104
Z. Shao and
J. Cai and
Z. Wang Smart Monitoring Cameras Driven
Intelligent Processing to Big
Surveillance Video Data . . . . . . . . 105--116
P. Lee and
J. D. West and
B. Howe Viziometrics: Analyzing Visual
Information in the Scientific Literature 117--129
Y. Jiang and
Z. Huang and
D. H. K. Tsang Towards Max-Min Fair Resource Allocation
for Stream Big Data Analytics in Shared
Clouds . . . . . . . . . . . . . . . . . 130--137
Anonymous TBD 2017 Reviewers . . . . . . . . . . . 138--140
Anonymous 2017 Index \booktitleIEEE Transactions
on Big Data Vol. 3 . . . . . . . . . . . 1--7
J. Chen and
H. Wang Guest Editorial: Big Data Infrastructure
I . . . . . . . . . . . . . . . . . . . 148--149
D. Wu and
L. Zhu and
Q. Lu and
S. Sakr HDM: A Composable Framework for Big Data
Processing . . . . . . . . . . . . . . . 150--163
L. Zhao and
Z. Chen and
Y. Hu and
G. Min and
Z. Jiang Distributed Feature Selection for
Efficient Economic Big Data Analysis . . 164--176
H. Liu and
B. Liu and
L. T. Yang and
M. Lin and
Y. Deng and
K. Bilal and
S. U. Khan Thermal-Aware and DVFS-Enabled Big Data
Task Scheduling for Data Centers . . . . 177--190
Z. Chen and
J. Xu and
J. Tang and
K. A. Kwiat and
C. A. Kamhoua and
C. Wang GPU-Accelerated High-Throughput Online
Stream Data Processing . . . . . . . . . 191--202
P. Sun and
Y. Wen and
D. N. B. Ta and
H. Xie MetaFlow: A Scalable Metadata Lookup
Service for Distributed File Systems in
Data Centers . . . . . . . . . . . . . . 203--216
R. Sellami and
B. Defude Complex Queries Optimization and
Evaluation over Relational and NoSQL
Data Stores in Cloud Environments . . . 217--230
J. Wang and
X. Zhang and
J. Yin and
R. Wang and
H. Wu and
D. Han Speed Up Big Data Analytics by Unveiling
the Storage Distribution of Sub-Datasets 231--244
Z. Xu and
X. Luo and
Y. Liu and
K. R. Choo and
V. Sugumaran and
N. Yen and
L. Mei and
C. Hu From Latency, Through Outbreak, to
Decline: Detecting Different States of
Emergency Events Using Web Resources . . 245--257
Z. Niu and
B. He and
F. Liu JouleMR: Towards Cost-Effective and
Green-Aware Data Processing Frameworks 258--272
Y. Liu and
X. Sun CaL: Extending Data Locality to Consider
Concurrency for Performance Optimization 273--288
H. Fang and
Z. Zhang An Enhanced Visualization Method to Aid
Behavioral Trajectory Pattern
Recognition Infrastructure for Big
Longitudinal Data . . . . . . . . . . . 289--298
J. Chen and
H. Wang Guest Editorial: Big Data Infrastructure
II . . . . . . . . . . . . . . . . . . . 299--300
L. Qi and
X. Xu and
X. Zhang and
W. Dou and
C. Hu and
Y. Zhou and
J. Yu Structural Balance Theory-Based
E-Commerce Recommendation over Big
Rating Data . . . . . . . . . . . . . . 301--312
W. Dai and
L. Qiu and
A. Wu and
M. Qiu Cloud Infrastructure Resource Allocation
for Big Data Applications . . . . . . . 313--324
X. Wang and
L. T. Yang and
H. Liu and
M. J. Deen A Big Data-as-a-Service Framework:
State-of-the-Art and Perspectives . . . 325--340
C. Hu and
W. Li and
X. Cheng and
J. Yu and
S. Wang and
R. Bie A Secure and Verifiable Access Control
Scheme for Big Data Storage in Clouds 341--355
Y. Cui and
J. Song and
M. Li and
Q. Ren and
Y. Zhang and
X. Cai SDN-Based Big Data Caching in ISP
Networks . . . . . . . . . . . . . . . . 356--367
P. Zhang and
K. Yu and
J. J. Yu and
S. U. Khan QuantCloud: Big Data Infrastructure for
Quantitative Finance on the Cloud . . . 368--380
X. Huang and
C. Huang NGD: Filtering Graphs for Visual
Analysis . . . . . . . . . . . . . . . . 381--395
B. Wang and
J. Jiang and
Y. Wu and
G. Yang and
K. Li Accelerating MapReduce on Commodity
Clusters: An SSD-Empowered Approach . . 396--407
J. Wu and
K. Ota and
M. Dong and
J. Li and
H. Wang Big Data Analysis-Based Security
Situational Awareness for Smart Grid . . 408--417
Y. Wang and
Y. Shen and
H. Wang and
J. Cao and
X. Jiang MtMR: Ensuring MapReduce Computation
Integrity with Merkle Tree-Based
Verifications . . . . . . . . . . . . . 418--431
Z. Li and
H. Chandler and
H. Shen Analysis of Knowledge Sharing Activities
on a Social Network Incorporated
Discussion Forum: A Case Study of
DISboards . . . . . . . . . . . . . . . 432--446
M. Cheung and
J. She and
N. Wang Characterizing User Connections in
Social Media through User-Shared Images 447--458
D. Dong and
J. Herbert Content-Aware Partial Compression for
Textual Big Data Analysis in Hadoop . . 459--472
W. Shi and
Y. Zhu and
P. S. Yu and
J. Zhang and
T. Huang and
C. Wang and
Y. Chen Effective Prediction of Missing Data on
Apache Spark over Multivariable Time
Series . . . . . . . . . . . . . . . . . 473--486
K. Kuang and
M. Jiang and
P. Cui and
H. Luo and
S. Yang Effective Promotional Strategies
Selection in Social Media: A Data-Driven
Approach . . . . . . . . . . . . . . . . 487--501
J. Wu and
W. Zheng and
J. Lai and
C. Y. Suen Euler Clustering on Large-Scale Dataset 502--515
K. Kralevska and
D. Gligoroski and
R. E. Jensen and
H. Òverby HashTag Erasure Codes: From Theory to
Practice . . . . . . . . . . . . . . . . 516--529
Y. Yao and
Y. Liu and
Z. Liu and
H. Chen Human Activity Recognition with Posture
Tendency Descriptors on Action Snippets 530--541
X. Liu and
X. Wang LS-Decomposition for Robust Recovery of
Sensory Big Data . . . . . . . . . . . . 542--555
Y. Li and
J. Bao and
Y. Li and
Y. Wu and
Z. Gong and
Y. Zheng Mining the Most Influential $k$-Location
Set from Massive Trajectories . . . . . 556--570
J. Y. Zhu and
C. Zhang and
H. Zhang and
S. Zhi and
V. O. K. Li and
J. Han and
Y. Zheng pg-Causality: Identifying Spatiotemporal
Causal Pathways for Air Pollutants with
Urban Big Data . . . . . . . . . . . . . 571--585
W. Xue and
H. Li and
Y. Peng and
J. Cui and
Y. Shi Secure $k$ Nearest Neighbors Query for
High-Dimensional Vectors in Outsourced
Environments . . . . . . . . . . . . . . 586--599
Y. Lin and
H. Shen SmartQ: A Question and Answer System for
Supplying High-Quality and Trustworthy
Answers . . . . . . . . . . . . . . . . 600--613
P. D. Francesco and
F. Malandrino and
L. A. DaSilva Assembling and Using a Cellular Dataset
for Mobile Network Analysis and Planning 614--620
Q. Yang State of the Journal . . . . . . . . . . 1--1
B. He and
Y. Chen and
J. Zhou Guest Editors Introduction: Special
Issue on Big Data Systems on Emerging
Architectures . . . . . . . . . . . . . 2--3
Q. Cai and
H. Zhang and
W. Guo and
G. Chen and
B. C. Ooi and
K. Tan and
W. Wong MemepiC: Towards a Unified In-Memory Big
Data Management System . . . . . . . . . 4--17
M. Goudarzi Heterogeneous Architectures for Big Data
Batch Processing in MapReduce Paradigm 18--33
K. Wang and
C. Xu and
Y. Zhang and
S. Guo and
A. Y. Zomaya Robust Big Data Analytics for
Electricity Price Forecasting in the
Smart Grid . . . . . . . . . . . . . . . 34--45
X. Liu and
R. Buyya Performance-Oriented Deployment of
Streaming Applications on Cloud . . . . 46--59
S. Dolev and
P. Florissi and
E. Gudes and
S. Sharma and
I. Singer A Survey on Geographically Distributed
Big-Data Processing Using MapReduce . . 60--80
Z. Jia and
W. Gao and
Y. Shi and
S. A. McKee and
Z. Ji and
J. Zhan and
L. Wang and
L. Zhang Understanding Processors Design
Decisions for Data Analytics in
Homogeneous Data Centers . . . . . . . . 81--94
J. Edstrom and
D. Chen and
Y. Gong and
J. Wang and
N. Gong Data-Pattern Enabled Self-Recovery
Low-Power Storage System for Big Video
Data . . . . . . . . . . . . . . . . . . 95--105
Anonymous 2018 Reviewers List . . . . . . . . . . 106--118
Anonymous 2018 Index \booktitleIEEE Transactions
on Big Data Vol. 4 . . . . . . . . . . . 1--9
M. Makkie and
X. Li and
S. Quinn and
B. Lin and
J. Ye and
G. Mon and
T. Liu A Distributed Computing Platform for
fMRI Big Data Analytics . . . . . . . . 109--119
S. Jiang and
Y. Kong and
Y. Fu Deep Geo-Constrained Auto-Encoder for
Non-Landmark GPS Estimation . . . . . . 120--133
M. Hajeer and
D. Dasgupta Handling Big Data Using a Data-Aware
HDFS and Evolutionary Clustering
Technique . . . . . . . . . . . . . . . 134--147
Z. Zhang and
L. Jia and
M. Zhao and
G. Liu and
M. Wang and
S. Yan Kernel-Induced Label Propagation by
Mapping for Semi-Supervised
Classification . . . . . . . . . . . . . 148--165
S. Bruce and
Z. Li and
H. Yang and
S. Mukhopadhyay Nonparametric Distributed Learning
Architecture for Big Data: Algorithm and
Applications . . . . . . . . . . . . . . 166--179
H. Wang and
H. Yao and
D. Kifer and
C. Graif and
Z. Li Non-Stationary Model for Crime Rate
Inference Using Modern Urban Data . . . 180--194
D. Zhang and
D. Wang and
N. Vance and
Y. Zhang and
S. Mike On Scalable and Robust Truth Discovery
in Big Data Social Media Sensing
Applications . . . . . . . . . . . . . . 195--208
B. Lyu and
Y. Li and
J. Fu and
A. C. Trapp and
H. Xie and
Y. Liao Scalable User-Substation Assignment with
Big Data from Power Grids . . . . . . . 209--222
W. Li and
Q. Bai and
M. Zhang SIMiner: A Stigmergy-Based Model for
Mining Influential Nodes in Dynamic
Social Networks . . . . . . . . . . . . 223--237
C. Qiu and
H. Shen and
L. Chen Towards Green Cloud Computing: Demand
Allocation and Pricing Policies for
Cloud Service Brokerage . . . . . . . . 238--251
M. Malensek and
W. Budgaga and
R. Stern and
S. Pallickara and
S. L. Pallickara Trident: Distributed Storage, Analysis,
and Exploration of Multidimensional
Phenomena . . . . . . . . . . . . . . . 252--265
M. Zhang and
H. Fu and
Y. Li and
S. Chen Understanding Urban Dynamics From
Massive Mobile Traffic Data . . . . . . 266--278
K. R. Choo and
M. Conti and
A. Dehghantanha Special Issue on Big Data Applications
in Cyber Security and Threat
Intelligence: Part 1 . . . . . . . . . . 279--281
J. H. Abawajy and
A. Kelarev Iterative Classifier Fusion System for
the Detection of Android Malware . . . . 282--292
A. AlMahmoud and
E. Damiani and
H. Otrok and
Y. Al-Hammadi Spamdoop: a Privacy-Preserving Big Data
Platform for Collaborative Spam
Detection . . . . . . . . . . . . . . . 293--304
W. Haider and
J. Hu and
Y. Xie and
X. Yu and
Q. Wu Detecting Anomalous Behavior in Cloud
Servers by Nested-Arc Hidden Semi-Markov
Model with State Summarization . . . . . 305--316
M. Tang and
M. Alazab and
Y. Luo Big Data for Cybersecurity:
Vulnerability Disclosure Trends and
Dependencies . . . . . . . . . . . . . . 317--329
H. Cui and
R. H. Deng and
Y. Li and
G. Wu Attribute-Based Storage Supporting
Secure Deduplication of Encrypted Data
in Cloud . . . . . . . . . . . . . . . . 330--342
X. Ding and
L. Wang and
Z. Shao and
H. Jin Efficient Recommendation of
De-Identification Policies Using
MapReduce . . . . . . . . . . . . . . . 343--354
J. Feng and
L. T. Yang and
G. Dai and
W. Wang and
D. Zou A Secure High-Order Lanczos-Based
Orthogonal Tensor SVD for Big Data
Reduction in Cloud Environment . . . . . 355--367
W. Liao and
C. Luo and
S. Salinas and
P. Li Efficient Secure Outsourcing of
Large-Scale Convex Separable Programming
for Big Data . . . . . . . . . . . . . . 368--378
D. Puthal and
X. Wu and
N. Surya and
R. Ranjan and
J. Chen SEEN: A Selective Encryption Method to
Ensure Confidentiality for Big Sensing
Data Streams . . . . . . . . . . . . . . 379--392
Z. Yan and
L. Zhang and
W. DING and
Q. Zheng Heterogeneous Data Storage Management
with Deduplication in Cloud Computing 393--407
A. Soltani Panah and
A. Yavari and
R. van Schyndel and
D. Georgakopoulos and
X. Yi Context-Driven Granular Disclosure
Control for Internet of Things
Applications . . . . . . . . . . . . . . 408--422
Kim-Kwang Raymond Choo and
Mauro Conti and
Ali Dehghantanha Special Issue on Big Data Applications
in Cyber Security and Threat
Intelligence Part 2 . . . . . . . . . . 423--424
Aniello Castiglione and
Giuseppe Cattaneo and
Giancarlo De Maio and
Alfredo De Santis and
Gianluca Roscigno A Novel Methodology to Acquire Live Big
Data Evidence from the Cloud . . . . . . 425--438
Elias Bou-Harb and
Martin Husák and
Mourad Debbabi and
Chadi Assi Big Data Sanitization and Cyber
Situational Awareness: a Network
Telescope Perspective . . . . . . . . . 439--453
Binfeng Wang and
Jun Zhang and
Zili Zhang and
Lei Pan and
Yang Xiang and
Dawen Xia Noise-Resistant Statistical Traffic
Classification . . . . . . . . . . . . . 454--466
Félix Iglesias and
Tanja Zseby Pattern Discovery in Internet Background
Radiation . . . . . . . . . . . . . . . 467--480
Nour Moustafa and
Jill Slay and
Gideon Creech Novel Geometric Area Analysis Technique
for Anomaly Detection Using Trapezoidal
Area Estimation on Large-Scale Networks 481--494
Bin Cao and
Jianwei Zhao and
Zhihan Lv and
Xin Liu $3$D Terrain Multiobjective Deployment
Optimization of Heterogeneous
Directional Sensor Networks in Security
Monitoring . . . . . . . . . . . . . . . 495--505
Weiren Yu and
Jianxin Li and
Md Zakirul Alam Bhuiyan and
Richong Zhang and
Jinpeng Huai Ring: Real-Time Emerging Anomaly
Monitoring System Over Text Streams . . 506--519
Zhiyong Zhang and
Ranran Sun and
Xiaoxue Wang and
Changwei Zhao A Situational Analytic Method for User
Behavior Pattern in Multimedia Social
Networks . . . . . . . . . . . . . . . . 520--528
Zheng Xu and
Lin Mei and
Zhihan Lv and
Chuanping Hu and
Xiangfeng Luo and
Hui Zhang and
Yunhuai Liu Multi-Modal Description of Public Safety
Events Using Surveillance and Social
Media . . . . . . . . . . . . . . . . . 529--539
Zhiqiang Wan and
Haibo He AnswerNet: Learning to Answer Questions 540--549
Yichen Ding and
Yanhua Li and
Xun Zhou and
Zhuojie Huang and
Simin You and
Jun Luo Sampling Big Trajectory Data for
Traversal Trajectory Aggregate Query . . 550--563
Peng Zhang and
Xiang Shi and
Samee U. Khan QuantCloud: Enabling Big Data Complex
Event Processing for Quantitative
Finance Through a Data-Driven Execution 564--575
Yanhua Li and
Guanxiong Liu and
Zhi-Li Zhang and
Jun Luo and
Fan Zhang CityLines: Designing Hybrid
Hub-and-Spoke Transit System with Urban
Big Data . . . . . . . . . . . . . . . . 576--587
Shengkang Yu and
Xi Li and
Xueyi Zhao and
Zhongfei Zhang and
Fei Wu and
Jingdong Wang and
Yueting Zhuang and
Xuelong Li A Bilinear Ranking SVM for Knowledge
Based Relation Prediction and
Classification . . . . . . . . . . . . . 588--600
Qiang Yang Message From the Outgoing
Editor-in-Chief . . . . . . . . . . . . 1--1
Jie Tang Message from the Incoming
Editor-in-Chief . . . . . . . . . . . . 2--2
Daokun Zhang and
Jie Yin and
Xingquan Zhu and
Chengqi Zhang Network Representation Learning: a
Survey . . . . . . . . . . . . . . . . . 3--28
Guyue Han and
Harish Sethu Closed Walk Sampler: an Efficient Method
for Estimating Eigenvalues of Large
Graphs . . . . . . . . . . . . . . . . . 29--42
Francesco Malandrino and
Carla-Fabiana Chiasserini and
Giuseppe Avino and
Marco Malinverno and
Scott Kirkpatrick From Megabits to CPU Ticks: Enriching a
Demand Trace in the Age of MEC . . . . . 43--50
Mohsen Joneidi and
Alireza Zaeemzadeh and
Behzad Shahrasbi and
Guo-Jun Qi and
Nazanin Rahnavard E-Optimal Sensor Selection for
Compressive Sensing-Based Purposes . . . 51--65
Ruiyuan Li and
Sijie Ruan and
Jie Bao and
Yanhua Li and
Yingcai Wu and
Liang Hong and
Yu Zheng Efficient Path Query Processing Over
Massive Trajectories on the Cloud . . . 66--79
Alexandre Perrot and
David Auber Cornac: Tackling Huge Graph
Visualization with Big Data
Infrastructure . . . . . . . . . . . . . 80--92
Pengcheng Zhang and
Yangyang Jia and
Jerry Gao and
Wei Song and
Hareton Leung Short-Term Rainfall Forecasting Using
Multi-Layer Perceptron . . . . . . . . . 93--106
Arpan Man Sainju and
Danial Aghajarian and
Zhe Jiang and
Sushil Prasad Parallel Grid-Based Colocation Mining
Algorithms on GPUs for Big Spatial Event
Data . . . . . . . . . . . . . . . . . . 107--118
Jicong Fan and
Mingbo Zhao and
Tommy W. S. Chow Matrix Completion via Sparse
Factorization Solved by Accelerated
Proximal Alternating Linearized
Minimization . . . . . . . . . . . . . . 119--130
Huangke Chen and
Jinming Wen and
Witold Pedrycz and
Guohua Wu Big Data Processing Workflows Oriented
Real-Time Scheduling Algorithm using
Task-Duplication in Geo-Distributed
Clouds . . . . . . . . . . . . . . . . . 131--144
Xun Zhou and
Huigui Rong and
Chang Yang and
Qun Zhang and
Amin Vahedian Khezerlou and
Hui Zheng and
Zubair Shafiq and
Alex X. Liu Optimizing Taxi Driver Profit
Efficiency: a Spatial Network-Based
Markov Decision Process Approach . . . . 145--158
Brandon Lwowski and
Paul Rad and
Kim-Kwang Raymond Choo Geospatial Event Detection by Grouping
Emotion Contagion in Social Media . . . 159--170
Ran Xu and
Yong Li and
Sheng Chen On the Opportunistic Topology of Taxi
Networks in Urban Mobility Environment 171--188
Jiujun Cheng and
Minjun Chen and
MengChu Zhou and
Shangce Gao and
Chunmei Liu and
Cong Liu Overlapping Community Change-Point
Detection in an Evolving Network . . . . 189--200
Szu-Yu Chou and
Jyh-Shing Roger Jang and
Yi-Hsuan Yang Fast Tensor Factorization for
Large-Scale Context-Aware Recommendation
from Implicit Feedback . . . . . . . . . 201--208
Anonymous 2019 Index \booktitleIEEE Transactions
on Big Data Vol. 5 . . . . . . . . . . . 1--9
Yang Yang and
Jie Li and
Cheng-Xiang Wang and
Olav Tirkkonen and
Ming-Tuo Zhou Special Issue on Wireless Big Data . . . 209--210
Jie Huang and
Cheng-Xiang Wang and
Lu Bai and
Jian Sun and
Yang Yang and
Jie Li and
Olav Tirkkonen and
Ming-Tuo Zhou A Big Data Enabled Channel Model for 5G
Wireless Communication Systems . . . . . 211--222
Yupeng Li and
Jianhua Zhang and
Zhanyu Ma and
Yu Zhang Clustering Analysis in the Wireless
Propagation Channel with a Variational
Gaussian Mixture Model . . . . . . . . . 223--232
Ruidong Li and
Hitoshi Asaeda MWBS: an Efficient Many-to-Many Wireless
Big Data Delivery Scheme . . . . . . . . 233--247
Qingchen Zhang and
Laurence T. Yang and
Zhikui Chen and
Peng Li Incremental Deep Computation Model for
Wireless Big Data Feature Learning . . . 248--257
Yu Gu and
Yifan Zhang and
Jie Li and
Yusheng Ji and
Xin An and
Fuji Ren Sleepy: Wireless Channel Data Driven
Sleep Monitoring via Commodity WiFi
Devices . . . . . . . . . . . . . . . . 258--268
Weijia Jia and
Hongjian Peng and
Na Ruan and
Zhiqing Tang and
Wei Zhao WiFind: Driver Fatigue Detection with
Fine-Grained Wi-Fi Signal Features . . . 269--282
Miao Du and
Kun Wang and
Zhuoqun Xia and
Yan Zhang Differential Privacy Preserving of
Training Model in Wireless Big Data with
Edge Computing . . . . . . . . . . . . . 283--295
Shuang Wang and
Luca Bonomi and
Wenrui Dai and
Feng Chen and
Cynthia Cheung and
Cinnamon S. Bloss and
Samuel Cheng and
Xiaoqian Jiang Big Data Privacy in Biomedical Research 296--308
Yaliang Li and
Chaochun Liu and
Nan Du and
Wei Fan and
Qi Li and
Jing Gao and
Chenwei Zhang and
Hao Wu Extracting Medical Knowledge from
Crowdsourced Question Answering Website 309--321
Wenlu Zhang and
Rongjian Li and
Tao Zeng and
Qian Sun and
Sudhir Kumar and
Jieping Ye and
Shuiwang Ji Deep Model Based Transfer and Multi-Task
Learning for Biological Image Analysis 322--333
Jianqiang Li and
Lu Liu and
Jingchao Sun and
Haowen Mo and
Ji-Jiang Yang and
Shi Chen and
Huiting Liu and
Qing Wang and
Hui Pan Comparison of Different Machine Learning
Approaches to Predict Small for
Gestational Age Infants . . . . . . . . 334--346
Abdelmounaam Rezgui and
Nickolas Davis and
Zaki Malik and
Brahim Medjahed and
Hamdy S. Soliman CloudFinder: a System for Processing Big
Data Workloads on Volunteered Federated
Clouds . . . . . . . . . . . . . . . . . 347--358
Debopriya Ghosh and
Javier Cabrera and
Tarek N. Adam and
Petros Levounis and
Nabil R. Adam Comorbidity Patterns and Its Impact on
Health Outcomes: Two-Way Clustering
Analysis . . . . . . . . . . . . . . . . 359--368
Zhao Zhang and
Kyle Barbary and
Frank Austin Nothaft and
Evan R. Sparks and
Oliver Zahn and
Michael J. Franklin and
David A. Patterson and
Saul Perlmutter Kira: Processing Astronomy Imagery Using
Big Data Technology . . . . . . . . . . 369--381
Vasilis Efthymiou and
Kostas Stefanidis and
Vassilis Christophides Benchmarking Blocking Algorithms for Web
Entities . . . . . . . . . . . . . . . . 382--395
Kai Hildebrandt and
Fabian Panse and
Niklas Wilcke and
Norbert Ritter Large-Scale Data Pollution with Apache
Spark . . . . . . . . . . . . . . . . . 396--411
Yuxuan Jiang and
Zhe Huang and
Danny H. K. Tsang On Power-Peak-Aware Scheduling for
Large-Scale Shared Clusters . . . . . . 412--426
Mihai Datcu and
Jacqueline Le Moigne and
Sveinung Loekken and
Pierre Soille and
Gui-Song Xia Special Issue on Big Data From Space . . 427--429
Giulio Coluccia and
Cinzia Lastri and
Donatella Guzzi and
Enrico Magli and
Vanni Nardino and
Lorenzo Palombi and
Ivan Pippi and
Valentina Raimondi and
Chiara Ravazzi and
Florin Garoi and
Daniela Coltuc and
Raffaele Vitulli and
Alessandro Zuccaro Marchi Optical Compressive Imaging Technologies
for Space Big Data . . . . . . . . . . . 430--442
Clémentine Barreyre and
Béatrice Laurent and
Jean-Michel Loubes and
Loic Boussouf and
Bertrand Cabon Multiple Testing for Outlier Detection
in Space Telemetries . . . . . . . . . . 443--451
R. De March and
C. Leuzzi and
M. Deffacis and
F. Caronte and
A. F. Mulone and
R. Messineo Innovative Approach for PMM Data
Processing and Analytics . . . . . . . . 452--459
Radamanthys Stivaktakis and
Grigorios Tsagkatakis and
Bruno Moraes and
Filipe Abdalla and
Jean-Luc Starck and
Panagiotis Tsakalides Convolutional Neural Networks for
Spectroscopic Redshift Estimation on
Euclid Data . . . . . . . . . . . . . . 460--476
Mariem Brahem and
Karine Zeitouni and
Laurent Yeh ASTROIDE: a Unified Astronomical Big
Data Processing Engine over Spark . . . 477--491
Yonghao Xu and
Bo Du and
Liangpei Zhang Beyond the Patchwise Classification:
Spectral-Spatial Fully Convolutional
Networks for Hyperspectral Image
Classification . . . . . . . . . . . . . 492--506
Xin-Yi Tong and
Gui-Song Xia and
Fan Hu and
Yanfei Zhong and
Mihai Datcu and
Liangpei Zhang Exploiting Deep Features for Remote
Sensing Image Retrieval: a Systematic
Investigation . . . . . . . . . . . . . 507--521
Fan Hu and
Gui-Song Xia and
Wen Yang and
Liangpei Zhang Mining Deep Semantic Representations for
Scene Classification of High-Resolution
Remote Sensing Imagery . . . . . . . . . 522--536
João Paulo Da Silva and
Jurandir Zullo and
Luciana Alvim Santos Romani A Time Series Mining Approach for
Agricultural Area Detection . . . . . . 537--546
Vasileios Syrris and
Christina Corbane and
Martino Pesaresi and
Pierre Soille Mosaicking Copernicus Sentinel-1 Data at
Global Scale . . . . . . . . . . . . . . 547--557
I. Zinno and
M. Bonano and
S. Buonanno and
F. Casu and
C. De Luca and
M. Manunta and
M. Manzo and
R. Lanari National Scale Surface Deformation Time
Series Generation through Advanced
DInSAR Processing of Sentinel-1 Data
within a Cloud Computing Environment . . 558--571
Andrii Shelestov and
Mykola Lavreniuk and
Vladimir Vasiliev and
Leonid Shumilo and
Andrii Kolotii and
Bohdan Yailymov and
Nataliia Kussul and
Hanna Yailymova Cloud Approach to Automated Crop
Classification Using Sentinel-1 Imagery 572--582
Raul Zurita-Milla and
Romulo Goncalves and
Emma Izquierdo-Verdiguier and
Frank O. Ostermann Exploring Spring Onset at Continental
Scales: Mapping Phenoregions and
Correlating Temperature and
Satellite-Based Phenometrics . . . . . . 583--593
Zhanyu Ma and
Jiyang Xie and
Hailong Li and
Qie Sun and
Fredrik Wallin and
Zhongwei Si and
Jun Guo Deep Neural Network-Based Impacts
Analysis of Multimodal Factors on Heat
Demand Prediction . . . . . . . . . . . 594--605
Shiyan Hu and
Xin Li and
Haibo He and
Shuguang Cui and
Manish Parashar Big Data for Cyber-Physical Systems . . 606--608
Mohamed Ibrahim and
Krishnendu Chakrabarty and
Jun Zeng BioCyBig: a Cyberphysical System for
Integrative Microfluidics-Driven
Analysis of Genomic Association Studies 609--623
Zubair Shah and
Adnan Anwar and
Abdun Naser Mahmood and
Zahir Tari and
Albert Y. Zomaya A Spatiotemporal Data Summarization
Approach for Real-Time Operation of
Smart Grid . . . . . . . . . . . . . . . 624--637
R. Lily Hu and
Ryan Skorupski and
Robert Entriken and
Yinyu Ye A Mathematical Programming Formulation
for Optimal Load Shifting of Electricity
Demand for the Smart Grid . . . . . . . 638--651
Md Zakirul Alam Bhuiyan and
Jie Wu and
Gary M. Weiss and
Thaier Hayajneh and
Tian Wang and
Guojun Wang Event Detection Through Differential
Pattern Mining in Cyber-Physical Systems 652--665
Xiaokang Wang and
Laurence T. Yang and
Xingyu Chen and
Lizhe Wang and
Rajiv Ranjan and
Xiaodao Chen and
M. Jamal Deen A Multi-Order Distributed HOSVD with Its
Incremental Computing for Big Services
in Cyber-Physical-Social Systems . . . . 666--678
Chao Huang and
Dong Wang and
Jun Tao and
Brian Mann On Physical-Social-Aware Localness
Inference by Exploring Big Data from
Location-Based Services . . . . . . . . 679--690
Kazunori Sakurama Control of Large-Scale Cyber-Physical
Systems with Agents Having Various
Dynamics . . . . . . . . . . . . . . . . 691--701
Chao Huang and
Dong Wang and
Nitesh V. Chawla Scalable Uncertainty-Aware Truth
Discovery in Big Data Social Sensing
Applications for Cyber-Physical Systems 702--713
Dániel Kondor and
Behrooz Hashemian and
Yves-Alexandre de Montjoye and
Carlo Ratti Towards Matching User Mobility Traces in
Large-Scale Datasets . . . . . . . . . . 714--726
Antonia Gogoglou and
Yannis Manolopoulos A Data-Driven Unified Framework for
Predicting Citation Dynamics . . . . . . 727--740
Guifeng Wang and
Qi Liu and
Hongke Zhao and
Chuanren Liu and
Tong Xu and
Enhong Chen Product Supply Optimization for
Crowdfunding Campaigns . . . . . . . . . 741--756
Xiaoping Zhou and
Xun Liang and
Zhi Tang Scalable Triangle Discovery Algorithm
for Large Scale-Free Network with
Limited Internal Memory . . . . . . . . 757--769
Wei Dai and
Qing Zhang and
Weike Pan and
Zhong Ming Transfer to Rank for Top-$N$
Recommendation . . . . . . . . . . . . . 770--779
Ke Gu and
Xin Xu and
Junfei Qiao and
Qiuping Jiang and
Weisi Lin and
Daniel Thalmann Learning a Unified Blind Image Quality
Metric via On-Line and Off-Line Big
Training Instances . . . . . . . . . . . 780--791
Die Hu and
Dan Feng and
Yulai Xie and
Gongming Xu and
Xinrui Gu and
Darrell Long Efficient Provenance Management via
Clustering and Hybrid Storage in Big
Data Environments . . . . . . . . . . . 792--803
Ehab Zaghloul and
Kai Zhou and
Jian Ren P-MOD: Secure Privilege-Based Multilevel
Organizational Data-Sharing in Cloud
Computing . . . . . . . . . . . . . . . 804--815
Peng Sun and
Yonggang Wen and
Ta Nguyen Binh Duong and
Xiaokui Xiao GraphMP: I/O-Efficient Big Graph
Analytics on a Single Commodity Machine 816--829
Yuxiao Dong and
Marinka Zitnik Guest Editorial: AI for COVID-19 . . . . 1--2
Yifan Peng and
Yuxing Tang and
Sungwon Lee and
Yingying Zhu and
Ronald M. Summers and
Zhiyong Lu COVID-19-CT-CXR: a Freely Accessible and
Weakly Labeled Chest X-Ray and CT Image
Collection on COVID-19 From Biomedical
Literature . . . . . . . . . . . . . . . 3--12
Qingsen Yan and
Bo Wang and
Dong Gong and
Chuan Luo and
Wei Zhao and
Jianhu Shen and
Jingyang Ai and
Qinfeng Shi and
Yanning Zhang and
Shuo Jin and
Liang Zhang and
Zheng You COVID-19 Chest CT Image Segmentation
Network by Multi-Scale Fusion and
Enhancement Operations . . . . . . . . . 13--24
Jeremy Zucker and
Kaushal Paneri and
Sara Mohammad-Taheri and
Somya Bhargava and
Pallavi Kolambkar and
Craig Bakker and
Jeremy Teuton and
Charles Tapley Hoyt and
Kristie Oxford and
Robert Ness and
Olga Vitek Leveraging Structured Biological
Knowledge for Counterfactual Inference:
a Case Study of Viral Pathogenesis . . . 25--37
Tingyi Wanyan and
Akhil Vaid and
Jessica K. De Freitas and
Sulaiman Somani and
Riccardo Miotto and
Girish N. Nadkarni and
Ariful Azad and
Ying Ding and
Benjamin S. Glicksberg Relational Learning Improves Prediction
of Mortality in COVID-19 in the
Intensive Care Unit . . . . . . . . . . 38--44
Valerio La Gatta and
Vincenzo Moscato and
Marco Postiglione and
Giancarlo Sperlí An Epidemiological Neural Network
Exploiting Dynamic Graph Structured Data
Applied to the COVID-19 Outbreak . . . . 45--55
Rodrigo Minetto and
Maurício Pamplona Segundo and
Gilbert Rotich and
Sudeep Sarkar Measuring Human and Economic Activity
From Satellite Imagery to Support
City-Scale Decision-Making During
COVID-19 Pandemic . . . . . . . . . . . 56--68
Yan Leng and
Yujia Zhai and
Shaojing Sun and
Yifei Wu and
Jordan Selzer and
Sharon Strover and
Hezhao Zhang and
Anfan Chen and
Ying Ding Misinformation During the COVID-19
Outbreak in China: Cultural, Social and
Political Entanglements . . . . . . . . 69--80
Huimin Chen and
Zeyu Zhu and
Fanchao Qi and
Yining Ye and
Zhiyuan Liu and
Maosong Sun and
Jianbin Jin Country Image in COVID-19 Pandemic: a
Case Study of China . . . . . . . . . . 81--92
Junhong Xu and
Shangyue Zhu and
Hanqing Guo and
Shaoen Wu Automated Labeling for Robotic
Autonomous Navigation Through
Multi-Sensory Semi-Supervised Learning
on Big Data . . . . . . . . . . . . . . 93--101
Joelson Antônio dos Santos and
Talat Iqbal Syed and
Murilo C. Naldi and
Ricardo J. G. B. Campello and
Joerg Sander Hierarchical Density-Based Clustering
Using MapReduce . . . . . . . . . . . . 102--114
Subhajit Sidhanta and
Wojciech Golab and
Supratik Mukhopadhyay Deadline-Aware Cost Optimization for
Spark . . . . . . . . . . . . . . . . . 115--127
Nguyen Ho and
Huy Vo and
Mai Vu and
Torben Bach Pedersen AMIC: an Adaptive Information Theoretic
Method to Identify Multi-Scale Temporal
Correlations in Big Time Series Data . . 128--146
Donghui Yan and
Yingjie Wang and
Jin Wang and
Honggang Wang and
Zhenpeng Li $K$-Nearest Neighbor Search by Random
Projection Forests . . . . . . . . . . . 147--157
Donghui Yan and
Yingjie Wang and
Jin Wang and
Guodong Wu and
Honggang Wang Fast Communication-Efficient Spectral
Clustering over Distributed Data . . . . 158--168
Martin Koehler and
Edward Abel and
Alex Bogatu and
Cristina Civili and
Lacramioara Mazilu and
Nikolaos Konstantinou and
Alvaro A. A. Fernandes and
John Keane and
Leonid Libkin and
Norman W. Paton Incorporating Data Context to
Cost-Effectively Automate End-to-End
Data Wrangling . . . . . . . . . . . . . 169--186
Yixin Chen and
Dongsheng Li and
Yu Hua and
Wenbo He Effective and Efficient Content
Redundancy Detection of Web Videos . . . 187--198
Xiao Xue and
Shuai Huangfu and
Lejun Zhang and
Shufang Wang Research on Escaping the Big-Data Traps
in O2O Service Recommendation Strategy 199--213
Yao-Tung Tsou and
Hung-Li Chen and
Jia-Yang Chen RoD: Evaluating the Risk of Data
Disclosure Using Noise Estimation for
Differential Privacy . . . . . . . . . . 214--226
Xin Luo and
Mengchu Zhou and
Shuai Li and
Di Wu and
Zhigang Liu and
Mingsheng Shang Algorithms of Unconstrained Non-Negative
Latent Factor Analysis for Recommender
Systems . . . . . . . . . . . . . . . . 227--240
Anonymous 2020 Index \booktitleIEEE Transactions
on Big Data Vol. 6 . . . . . . . . . . . 1--13
Christian Böhm and
Martin Perdacher and
Claudia Plant A Novel Hilbert Curve for Cache-Locality
Preserving Loops . . . . . . . . . . . . 241--254
Heqing Huang and
Cong Zheng and
Junyuan Zeng and
Wu Zhou and
Sencun Zhu and
Peng Liu and
Ian Molloy and
Suresh Chari and
Ce Zhang and
Quanlong Guan A Large-Scale Study of Android Malware
Development Phenomenon on Public Malware
Submission and Scanning Platform . . . . 255--270
Mohammed Aledhari and
Marianne Di Pierro and
Mohamed Hefeida and
Fahad Saeed A Deep Learning-Based Data Minimization
Algorithm for Fast and Secure Transfer
of Big Genomic Datasets . . . . . . . . 271--284
Ruslan Mavlyutov and
Philippe Cudre-Mauroux Managing Big Interval Data with CINTIA:
The Checkpoint INTerval Array . . . . . 285--298
Vincenzo Gulisano and
Yiannis Nikolakopoulos and
Marina Papatriantafilou and
Philippas Tsigas ScaleJoin: A Deterministic,
Disjoint-Parallel and Skew-Resilient
Stream Join . . . . . . . . . . . . . . 299--312
Ruobing Jiang and
Zhenni Feng and
Desheng Zhang and
Shuai Wang and
Yanmin Zhu and
Fan Zhang and
Tian He Data-Driven Digital Advertising with
Uncertain Demand Model in Metro Networks 313--326
Wei Emma Zhang and
Ali Shemshadi and
Quan Z. Sheng and
Yongrui Qin and
Xiujuan Xu and
Jian Yang A User-Oriented Taxi Ridesharing System
with Large-Scale Urban GPS Sensor Data 327--340
Huazhong Liu and
Laurence T. Yang and
Yimu Guo and
Xia Xie and
Jianhua Ma An Incremental Tensor-Train
Decomposition for Cyber-Physical-Social
Big Data . . . . . . . . . . . . . . . . 341--354
Chaoqun Yue and
Shweta Ware and
Reynaldo Morillo and
Jin Lu and
Chao Shang and
Jinbo Bi and
Jayesh Kamath and
Alexander Russell and
Athanasios Bamis and
Bing Wang Fusing Location Data for Depression
Prediction . . . . . . . . . . . . . . . 355--370
Shunsuke Aoki and
Kaoru Sezaki and
Nicholas Jing Yuan and
Xing Xie BusBeat: Early Event Detection with
Real-Time Bus GPS Trajectories . . . . . 371--382
Sudip Vhaduri and
Christian Poellabauer Opportunistic Discovery of Personal
Places Using Multi-Source Sensor Data 383--396
Ghassan F. Bati and
Vivek K. Singh Altrumetrics: Inferring Altruism
Propensity Based on Mobile Phone Use
Patterns . . . . . . . . . . . . . . . . 397--406
Ning Wang and
Jie Wu Cost-Efficient Heterogeneous Worker
Recruitment under Coverage Requirement
in Spatial Crowdsourcing . . . . . . . . 407--420
Fei Chen and
Donghong Wang and
Qiuzhen Lin and
Jianyong Chen and
Zhong Ming and
Wei Yu and
Jing Qin Towards Dynamic Verifiable Pattern
Matching . . . . . . . . . . . . . . . . 421--435
Salima Benbernou and
Xin Huang and
Mourad Ouziri Semantic-Based and Entity-Resolution
Fusion to Enhance Quality of Big RDF
Data . . . . . . . . . . . . . . . . . . 436--450
Junhua Ding and
Xin-Hua Hu and
Venkat Gudivada A Machine Learning Based Framework for
Verification and Validation of Massive
Scale Image Data . . . . . . . . . . . . 451--467
Besma Khalfi and
Cyril de Runz and
Sami Faiz and
Herman Akdag A New Methodology for Storing Consistent
Fuzzy Geospatial Data in Big Data
Environment . . . . . . . . . . . . . . 468--482
Bruno Schneider and
Dominik Jäckle and
Florian Stoffel and
Alexandra Diehl and
Johannes Fuchs and
Daniel Keim Integrating Data and Model Space in
Ensemble Learning by Visual Analytics 483--496
Daniel Seebacher and
Johannes Häußler and
Michael Hundt and
Manuel Stein and
Hannes Müller and
Ulrich Engelke and
Daniel A. Keim Visual Analysis of Spatio-Temporal Event
Predictions: Investigating the Spread
Dynamics of Invasive Species . . . . . . 497--509
Mohammad Raji and
John Duggan and
Blaise DeCotes and
Jian Huang and
Bradley Vander Zanden Modeling and Visualizing Student Flow 510--523
Yan Zheng and
Yi Ou and
Alexander Lex and
Jeff M. Phillips Visualization of Big Spatial Data Using
Coresets for Kernel Density Estimates 524--534
Jeff Johnson and
Matthijs Douze and
Hervé Jégou Billion-Scale Similarity Search with
GPUs . . . . . . . . . . . . . . . . . . 535--547
Zenan Ling and
Robert C. Qiu and
Xing He and
Lei Chu A New Approach of Exploiting
Self-Adjoint Matrix Polynomials of Large
Random Matrices for Anomaly Detection
and Fault Location . . . . . . . . . . . 548--558
Zhili Zhou and
Q. M. Jonathan Wu and
Xingming Sun Multiple Distance-Based Coding: Toward
Scalable Feature Matching for
Large-Scale Web Image Search . . . . . . 559--573
Liangtian Wan and
Yuyuan Yuan and
Feng Xia and
Huan Liu To Your Surprise: Identifying
Serendipitous Collaborators . . . . . . 574--589
Long Zheng and
Xianliang Li and
Xi Ge and
Xiaofei Liao and
Zhiyuan Shao and
Hai Jin and
Qiang-Sheng Hua Efficient Graph Processing with Invalid
Update Filtration . . . . . . . . . . . 590--602
Fei Wen and
Lei Chu and
Rendong Ying and
Peilin Liu Fast and Positive Definite Estimation of
Large Covariance Matrix for
High-Dimensional Data Analysis . . . . . 603--609
Yucheng Dong and
Zhaogang Ding and
Francisco Chiclana and
Enrique Herrera-Viedma Dynamics of Public Opinions in an Online
and Offline Social Network . . . . . . . 610--618
Xiongwei Fei and
Kenli Li and
Wangdong Yang and
Keqin Li Velocity-Aware Parallel Encryption
Algorithm with Low Energy Consumption
for Streams . . . . . . . . . . . . . . 619--631
Zhou Su and
Qichao Xu Security-Aware Resource Allocation for
Mobile Social Big Data: A
Matching-Coalitional Game Solution . . . 632--642
Xiaotong Wu and
Taotao Wu and
Maqbool Khan and
Qiang Ni and
Wanchun Dou Game Theory Based Correlated Privacy
Preserving Analysis in Big Data . . . . 643--656
Kun Wang and
Jiahui Yu and
Xiulong Liu and
Song Guo A Pre-Authentication Approach to Proxy
Re-Encryption in Big Data Context . . . 657--667
Jian Shen and
Dengzhi Liu and
Qi Liu and
Xingming Sun and
Yan Zhang Secure Authentication in Cloud Big Data
with Hierarchical Attribute
Authorization Structure . . . . . . . . 668--677
Keke Gai and
Meikang Qiu and
Hui Zhao Privacy-Preserving Data Encryption
Strategy for Big Data in Mobile Cloud
Computing . . . . . . . . . . . . . . . 678--688
Ke Cheng and
Liangmin Wang and
Yulong Shen and
Hua Wang and
Yongzhi Wang and
Xiaohong Jiang and
Hong Zhong Secure $k$-NN Query on Encrypted Cloud
Data with Multiple Keys . . . . . . . . 689--702
Tran Phuong Thao and
Mohammad Shahriar Rahman and
Md Zakirul Alam Bhuiyan and
Ayumu Kubota and
Shinsaku Kiyomoto and
Kazumasa Omote Optimizing Share Size in Efficient and
Robust Secret Sharing Scheme for Big
Data . . . . . . . . . . . . . . . . . . 703--716
Yushu Zhang and
Jiantao Zhou and
Yong Xiang and
Leo Yu Zhang and
Fei Chen and
Shaoning Pang and
Xiaofeng Liao Computation Outsourcing Meets Lossy
Channel: Secure Sparse Robustness
Decoding Service in Multi-Clouds . . . . 717--728
Xinyu Yang and
Teng Wang and
Xuebin Ren and
Wei Yu Survey on Improving Data Utility in
Differentially Private Sequential Data
Publishing . . . . . . . . . . . . . . . 729--749
Min Chen and
Xiaobo Shi and
Yin Zhang and
Di Wu and
Mohsen Guizani Deep Feature Learning for Medical Image
Analysis with Convolutional Autoencoder
Neural Network . . . . . . . . . . . . . 750--758
Wei Zhou and
Jiankun Hu and
Song Wang Enhanced Locality-Sensitive Hashing for
Fingerprint Forensics Over Large
Multi-Sensor Databases . . . . . . . . . 759--769
Lei Xu and
Chunxiao Jiang and
Yi Qian and
Jianhua Li and
Youjian Zhao and
Yong Ren Privacy-Accuracy Trade-Off in
Differentially-Private Distributed
Classification: a Game Theoretical
Approach . . . . . . . . . . . . . . . . 770--783
Jianwei Chen and
Huadong Ma and
Dong Zhao and
Liang Liu Correlated Differential Privacy
Protection for Mobile Crowdsensing . . . 784--795
Changqing Luo and
Kaijin Zhang and
Sergio Salinas and
Pan Li SecFact: Secure Large-scale $ Q R $ and
$ L U $ Factorizations . . . . . . . . . 796--807
Jun Feng and
Laurence T. Yang and
Guohui Dai and
Jinjun Chen and
Zheng Yan An Improved Secure High-Order-Lanczos
Based Orthogonal Tensor SVD for
Outsourced Cyber-Physical-Social Big
Data Reduction . . . . . . . . . . . . . 808--818
Cao Xiao and
Shouyi Wang and
Leon Iasemidis and
Stephen Wong and
Wanpracha Art Chaovalitwongse An Adaptive Pattern Learning Framework
to Personalize Online Seizure Prediction 819--831
Chandresh Kumar Maurya and
Durga Toshniwal and
Gopalan Vijendran Venkoparao Distributed Sparse Class-Imbalance
Learning and Its Applications . . . . . 832--844
Zengpeng Li and
Chunguang Ma and
Ding Wang Leakage Resilient Leveled \sc FHE on
Multiple Bits Message . . . . . . . . . 845--858
Daniel Zhang and
Yang Zhang and
Qi Li and
Dong Wang Sparse User Check-in Venue Prediction By
Exploring Latent Decision Contexts From
Location-Based Social Networks . . . . . 859--872
Jiaqiang Liu and
Huan Yan and
Yong Li and
Dmytro Karamshuk and
Nishanth Sastry and
Di Wu and
Depeng Jin Discovering and Understanding
Geographical Video Viewing Patterns in
Urban Neighborhoods . . . . . . . . . . 873--884
Paolo Soda and
Rosa Sicilia and
Ludovica Acciai and
Giulio Iannello Grasping Inter-Attribute and Temporal
Variability in Multivariate Time Series 885--892
Farhad Farokhi Privacy-Preserving Public Release of
Datasets for Support Vector Machine
Classification . . . . . . . . . . . . . 893--899
Yanwei Yu and
Xianfeng Tang and
Huaxiu Yao and
Xiuwen Yi and
Zhenhui Li Citywide Traffic Volume Inference with
Surveillance Camera Records . . . . . . 900--912
Tao Shang and
Feng Zhang and
Xingyue Chen and
Jianwei Liu and
Xinxi Lu Identity-Based Dynamic Data Auditing for
Big Data Storage . . . . . . . . . . . . 913--921
Batsergelen Myagmar and
Jie Li and
Shigetomo Kimura Heterogeneous Daily Living Activity
Learning Through Domain Invariant
Feature Subspace . . . . . . . . . . . . 922--929
Manu Shukla and
Dinesh Dharme and
Pallavi Ramnarain and
Ray Dos Santos and
Chang-Tien Lu DIGDUG: Scalable Separable Dense Graph
Pruning and Join Operations in MapReduce 930--951
Hanjia Lyu and
Long Chen and
Yu Wang and
Jiebo Luo Sense and Sensibility: Characterizing
Social Media Users Regarding the Use of
Controversial Terms for COVID-19 . . . . 952--960
Sakineh Yazdanparast and
Mohsen Jamalabdollahi and
Timothy C. Havens Linear Time Community Detection by a
Novel Modularity Gain Acceleration in
Label Propagation . . . . . . . . . . . 961--966
Xiao Hu and
Hui Zhang and
ChunMing Yang and
XuJian Zhao and
Bo Li Regularized Spectral Clustering With
Entropy Perturbation . . . . . . . . . . 967--972
Zhengjun Cao and
Olivier Markowitch Comment on Efficient Secure Outsourcing
of Large-Scale Sparse Linear Systems of
Equations . . . . . . . . . . . . . . . 973--974
Xiong Li and
Shanpeng Liu and
Rongxing Lu and
Xiaosong Zhang On Security of an Identity-Based Dynamic
Data Auditing Protocol for Big Data
Storage . . . . . . . . . . . . . . . . 975--977
Hu Xiong and
Kim-Kwang Raymond Choo and
Athanasios V. Vasilakos Revocable Identity-Based Access Control
for Big Data with Verifiable Outsourced
Computing . . . . . . . . . . . . . . . 1--13
Anmin Fu and
Shui Yu and
Yuqing Zhang and
Huaqun Wang and
Chanying Huang NPP: a New Privacy-Aware Public Auditing
Scheme for Cloud Data Sharing with Group
Users . . . . . . . . . . . . . . . . . 14--24
Qingchen Zhang and
Laurence T. Yang and
Zhikui Chen and
Peng Li PPHOPCM: Privacy-Preserving High-Order
Possibilistic $c$-Means Algorithm for
Big Data Clustering with Cloud Computing 25--34
Ziyi Su and
Frédérique Biennier and
Zhihan Lv and
Yong Peng and
Houbing Song and
Jingwei Miao Toward Architectural and Protocol-Level
Foundation for End-to-End
Trustworthiness in Cloud/Fog Computing 35--47
Jian Shen and
Chen Wang and
Aniello Castiglione and
Dengzhi Liu and
Christian Esposito Trustworthiness Evaluation-Based Routing
Protocol for Incompletely Predictable
Vehicular Ad Hoc Networks . . . . . . . 48--59
Chengqiang Huang and
Geyong Min and
Yulei Wu and
Yiming Ying and
Ke Pei and
Zuochang Xiang Time Series Anomaly Detection for
Trustworthy Services in Cloud Computing
Systems . . . . . . . . . . . . . . . . 60--72
Xue Yang and
Rongxing Lu and
Kim Kwang Raymond Choo and
Fan Yin and
Xiaohu Tang Achieving Efficient and
Privacy-Preserving Cross-Domain Big Data
Deduplication in Cloud . . . . . . . . . 73--84
Bing Tang and
Gilles Fedak WukaStore: Scalable, Configurable and
Reliable Data Storage on Hybrid
Volunteered Cloud and Desktop Systems 85--98
Jiahui Yu and
Kun Wang and
Peng Li and
Rui Xia and
Song Guo and
Minyi Guo Efficient Trustworthiness Management for
Malicious User Detection in Big Data
Collection . . . . . . . . . . . . . . . 99--112
Qichao Xu and
Zhou Su and
Shui Yu and
Ying Wang Trust Based Incentive Scheme to Allocate
Big Data Tasks with Mobile Social Cloud 113--124
Xuyun Zhang and
Lianyong Qi and
Wanchun Dou and
Qiang He and
Christopher Leckie and
Ramamohanarao Kotagiri and
Zoran Salcic MRMondrian: Scalable Multidimensional
Anonymisation for Big Data Privacy
Preservation . . . . . . . . . . . . . . 125--139
Tian Wang and
Yang Li and
Weiwei Fang and
Wenzheng Xu and
Junbin Liang and
Yewang Chen and
Xuxun Liu A Comprehensive Trustworthy Data
Collection Approach in Sensor-Cloud
Systems . . . . . . . . . . . . . . . . 140--151
Hourieh Khalajzadeh and
Mohamed Abdelrazek and
John Grundy and
John Hosking and
Qiang He Survey and Analysis of Current End-User
Data Analytics Tool Support . . . . . . 152--165
Chuishi Meng and
Yu Cui and
Qing He and
Lu Su and
Jing Gao Towards the Inference of Travel Purpose
with Heterogeneous Urban Data . . . . . 166--177
Conor Fahy and
Shengxiang Yang Finding and Tracking Multi-Density
Clusters in Online Dynamic Data Streams 178--192
Ting Li and
Yiming Zhang and
Hao Liu and
Guangtao Xue and
Ling Liu Fast Compressive Spectral Clustering for
Large-Scale Sparse Graph . . . . . . . . 193--202
Hanieh Poostchi and
Massimo Piccardi BiLSTM-SSVM: Training the BiLSTM with a
Structured Hinge Loss for Named-Entity
Recognition . . . . . . . . . . . . . . 203--212
Daniel Rammer and
Thilina Buddhika and
Matthew Malensek and
Shrideep Pallickara and
Sangmi Lee Pallickara Enabling Fast Exploratory Analyses Over
Voluminous Spatiotemporal Data Using
Analytical Engines . . . . . . . . . . . 213--228
Long Nguyen and
Zhou Yang and
Jia Li and
Zhenhe Pan and
Guofeng Cao and
Fang Jin Forecasting People's Needs in Hurricane
Events from Social Network . . . . . . . 229--240
Haipeng Yao and
Chong Liu and
Peiying Zhang and
Sheng Wu and
Chunxiao Jiang and
Shui Yu Identification of Encrypted Traffic
Through Attention Mechanism Based Long
Short Term Memory . . . . . . . . . . . 241--252
Sijie Wu and
Hanhua Chen and
Hai Jin and
Shadi Ibrahim Shadow: Exploiting the Power of Choice
for Efficient Shuffling in MapReduce . . 253--267
Sethuraman Jayaraman and
Manikandan Ramachandran and
Rizwan Patan and
Mahmoud Daneshmand and
Amir H. Gandomi Fuzzy Deep Neural Learning Based on
Goodman and Kruskal's Gamma for Search
Engine Optimization . . . . . . . . . . 268--277
Qi Li and
Mingyu Cheng and
Junfeng Wang and
Bowen Sun LSTM Based Phishing Detection for Big
Email Data . . . . . . . . . . . . . . . 278--288
Anonymous 2021 Index \booktitleIEEE Transactions
on Big Data Vol. 7 . . . . . . . . . . . 1--16
Xiaofei Liao and
Zhan Zhang and
Haikun Liu and
Hai Jin Improving Bank-Level Parallelism for
In-Memory Checkpointing in Hybrid Memory
Systems . . . . . . . . . . . . . . . . 289--301
Sriram Srinivasan and
Samuel D. Pollard and
Boyana Norris and
Sajal K. Das and
Sanjukta Bhowmick A Shared-Memory Algorithm for Updating
Tree-Based Properties of Large Dynamic
Networks . . . . . . . . . . . . . . . . 302--317
Zhifei Pang and
Sai Wu and
Gang Chen and
Lidan Shou and
Ke Chen and
Bingsheng He A Stack-Centric Processing Model for
Iterative Processing . . . . . . . . . . 318--331
Zhengyu Yang and
Manu Awasthi and
Mrinmoy Ghosh and
Janki Bhimani and
Ningfang Mi I/O Workload Management for All-Flash
Datacenter Storage Systems Based on
Total Cost of Ownership . . . . . . . . 332--345
Changqing Luo and
Jinlong Ji and
Xuhui Chen and
Ming Li and
Laurence T. Yang and
Pan Li Parallel Secure Outsourcing of
Large-Scale Nonlinearly Constrained
Nonlinear Programming Problems . . . . . 346--355
Anis Alazzawe and
Amitangshu Pal and
Krishna Kant Efficient Big-Data Access: Taxonomy and
a Comprehensive Survey . . . . . . . . . 356--376
Yang Shi and
Yuyin Liu and
Hanghang Tong and
Jingrui He and
Gang Yan and
Nan Cao Visual Analytics of Anomalous User
Behaviors: a Survey . . . . . . . . . . 377--396
Xuan Song and
Haoran Zhang and
Rajendra Akerkar and
Huawei Huang and
Song Guo and
Lei Zhong and
Yusheng Ji and
Andreas L. Opdahl and
Hemant Purohit and
André Skupin and
Akshay Pottathil and
Aron Culotta Big Data and Emergency Management:
Concepts, Methodologies, and
Applications . . . . . . . . . . . . . . 397--419
Xiaoyu Shi and
Qiang He and
Xin Luo and
Yanan Bai and
Mingsheng Shang Large-Scale and Scalable Latent Factor
Analysis via Distributed Alternative
Stochastic Gradient Descent for
Recommender Systems . . . . . . . . . . 420--431
Panagiotis Liakos and
Alexandros Ntoulas and
Alex Delis Uncovering Local Hierarchical
Overlapping Communities at Scale . . . . 432--445
Dan Teng and
Xiaowei Zhang and
Li Cheng and
Delin Chu Least Squares Approximation via Sparse
Subsampled Randomized Hadamard Transform 446--457
Yuxing Chen and
Peter Goetsch and
Mohammad A. Hoque and
Jiaheng Lu and
Sasu Tarkoma $d$-Simplexed: Adaptive Delaunay
Triangulation for Performance Modeling
and Prediction on Big Data Analytics . . 458--469
Roohollah Etemadi and
Jianguo Lu PES: Priority Edge Sampling in Streaming
Triangle Estimation . . . . . . . . . . 470--481
Shengnan Wang and
Chunguang Li Discrete Double-Bit Hashing . . . . . . 482--494
Peng Sun and
Yonggang Wen and
Ruobing Han and
Wansen Feng and
Shengen Yan GradientFlow: Optimizing Network
Performance for Large-Scale Distributed
DNN Training . . . . . . . . . . . . . . 495--507
Zubair Shah and
Adam G. Dunn Event Detection on Twitter by Mapping
Unexpected Changes in Streaming Data
into a Spatiotemporal Lattice . . . . . 508--522
Lun Hu and
Shicheng Yang and
Xin Luo and
MengChu Zhou An Algorithm of Inductively Identifying
Clusters From Attributed Graphs . . . . 523--534
Guangyi Lv and
Kun Zhang and
Le Wu and
Enhong Chen and
Tong Xu and
Qi Liu and
Weidong He Understanding the Users and Videos by
Mining a Novel Danmu Dataset . . . . . . 535--551
Xuanwu Liu and
Guoxian Yu and
Carlotta Domeniconi and
Jun Wang and
Guoqiang Xiao and
Maozu Guo Weakly Supervised Cross-Modal Hashing 552--563
Ye Liu and
Yuxuan Liang and
Kun Ouyang and
Shuming Liu and
David S. Rosenblum and
Yu Zheng Predicting Urban Water Quality With
Ubiquitous Data --- a Data-Driven
Approach . . . . . . . . . . . . . . . . 564--578
Weijie Fu and
Meng Wang and
Shijie Hao and
Tingting Mu FLAG: Faster Learning on Anchor Graph
with Label Predictor Optimization . . . 579--591
Mayank Kejriwal and
Pedro Szekely Knowledge Graphs for Social Good: an
Entity-Centric Search Engine for the
Human Trafficking Domain . . . . . . . . 592--606
Liang He and
Bin Shao and
Yanghua Xiao and
Yatao Li and
Tie-Yan Liu and
Enhong Chen and
Huanhuan Xia Neurally-Guided Semantic Navigation in
Knowledge Graph . . . . . . . . . . . . 607--615
Yuyan Zheng and
Chuan Shi and
Xiaohuan Cao and
Xiaoli Li and
Bin Wu A Meta Path Based Method for Entity Set
Expansion in Knowledge Graph . . . . . . 616--629
Manling Li and
Yuanzhuo Wang and
Denghui Zhang and
Yantao Jia and
Xueqi Cheng Link Prediction in Knowledge Graphs: a
Hierarchy-Constrained Approach . . . . . 630--643
Zongpu Zhang and
Tao Song and
Liwei Lin and
Yang Hua and
Xufeng He and
Zhengui Xue and
Ruhui Ma and
Haibing Guan Towards Ubiquitous Intelligent
Computing: Heterogeneous Distributed
Deep Neural Networks . . . . . . . . . . 644--657
Meng Ma and
Ping Wang Efficient Event Inference and
Context-Awareness in Internet of Things
Edge Systems . . . . . . . . . . . . . . 658--670
Hongchao Qin and
Rong-Hua Li and
Guoren Wang and
Xin Huang and
Ye Yuan and
Jeffrey Xu Yu Mining Stable Communities in Temporal
Networks by Density-Based Clustering . . 671--684
Lianyong Qi and
Qiang He and
Feifei Chen and
Xuyun Zhang and
Wanchun Dou and
Qiang Ni Data-Driven Web APIs Recommendation for
Building Web Applications . . . . . . . 685--698
Chandan Misra and
Sourangshu Bhattacharya and
Soumya K. Ghosh Stark: Fast and Scalable Strassen's
Matrix Multiplication Using Apache Spark 699--710
Yangwen Yu and
Victor O. K. Li and
Jacqueline C. K. Lam Missing Air Pollution Data Recovery
Based on Long-Short Term Context Encoder 711--722
Nishaal Parmar and
Hazem H. Refai and
Thordur Runolfsson A Survey on the Methods and Results of
Data-Driven Koopman Analysis in the
Visualization of Dynamical Systems . . . 723--738
Gao Liu and
Huidong Dong and
Zheng Yan and
Xiaokang Zhou and
Shohei Shimizu B4SDC: a Blockchain System for Security
Data Collection in MANETs . . . . . . . 739--752
Rui Wang and
Xiao-Jun Wu and
Kai-Xuan Chen and
Josef Kittler Multiple Riemannian Manifold-Valued
Descriptors Based Image Set
Classification With Multi-Kernel Metric
Learning . . . . . . . . . . . . . . . . 753--769
Jia Wang and
Jiannong Cao and
Senzhang Wang and
Zhongyu Yao and
Wengen Li IRDA: Incremental Reinforcement Learning
for Dynamic Resource Allocation . . . . 770--783
Ye Yuan and
Qiang He and
Xin Luo and
Mingsheng Shang A Multilayered-and-Randomized Latent
Factor Model for High-Dimensional and
Sparse Matrices . . . . . . . . . . . . 784--794
Zhiqing Tang and
Weijia Jia and
Xiaojie Zhou and
Wenmian Yang and
Yongjian You Representation and Reinforcement
Learning for Task Scheduling in Edge
Computing . . . . . . . . . . . . . . . 795--808
Mingyang Zhang and
Tong Li and
Yue Yu and
Yong Li and
Pan Hui and
Yu Zheng Urban Anomaly Analytics: Description,
Detection, and Prediction . . . . . . . 809--826
Chao Chen and
Sen Yang and
Yasha Wang and
Bin Guo and
Daqing Zhang CrowdExpress: a Probabilistic Framework
for On-Time Crowdsourced Package
Deliveries . . . . . . . . . . . . . . . 827--842
Yang Liu and
Yingting Liu and
Zhijie Liu and
Yuxuan Liang and
Chuishi Meng and
Junbo Zhang and
Yu Zheng Federated Forest . . . . . . . . . . . . 843--854
Xiaofei Niu and
Guangchi Liu and
Qing Yang OpinionRank: Trustworthy Website
Detection Using Three Valued Subjective
Logic . . . . . . . . . . . . . . . . . 855--866
Di Jin and
Wenjun Wang and
Guojie Song and
Philip S. Yu and
Jiawei Han Guest Editorial: Special Issue on
Network Structural Modeling and Learning
in Big Data . . . . . . . . . . . . . . 867--868
Dongxiao He and
Yanli Wu and
Youyou Wang and
Zhizhi Yu and
Zhiyong Feng and
Xiaobao Wang and
Yuxiao Huang Identification of Communities With
Multi-Semantics via Bayesian Generative
Model . . . . . . . . . . . . . . . . . 869--881
Xiaowei Gao and
Xiaoke Ma and
Wensheng Zhang and
Jianbin Huang and
He Li and
Yanni Li and
Jiangtao Cui Multi-View Clustering With
Self-Representation and Structural
Constraint . . . . . . . . . . . . . . . 882--893
Dong Liu and
Guoliang Yang and
Yanwei Wang and
Hu Jin and
Enhong Chen How to Protect Ourselves From
Overlapping Community Detection in
Social Networks . . . . . . . . . . . . 894--904
Nan Jiang and
Fuxian Duan and
Honglong Chen and
Wei Huang and
Ximeng Liu MAFI: GNN-Based Multiple Aggregators and
Feature Interactions Network for Fraud
Detection Over Heterogeneous Graph . . . 905--919
Yu Xie and
Shengze Lv and
Yuhua Qian and
Chao Wen and
Jiye Liang Active and Semi-Supervised Graph Neural
Networks for Graph Classification . . . 920--932
Pengfei Jiao and
Xuan Guo and
Ting Pan and
Wang Zhang and
Yulong Pei and
Lin Pan A Survey on Role-Oriented Network
Embedding . . . . . . . . . . . . . . . 933--952
Guojie Song and
Chuan Shi and
Yizhou Sun and
Zhiyuan Liu Guest Editorial: Special Issue on Social
Media Computing . . . . . . . . . . . . 953--954
Ruobing Xie and
Qi Liu and
Shukai Liu and
Ziwei Zhang and
Peng Cui and
Bo Zhang and
Leyu Lin Improving Accuracy and Diversity in
Matching of Recommendation With
Diversified Preference Network . . . . . 955--967
Chaobo He and
Yulong Zheng and
Xiang Fei and
Hanchao Li and
Zeng Hu and
Yong Tang Boosting Nonnegative Matrix
Factorization Based Community Detection
With Graph Attention Auto-Encoder . . . 968--981
Hai Jin and
Zhaobo Zhang and
Pingpeng Yuan Improving Chinese Word Representation
Using Four Corners Features . . . . . . 982--993
Dongxiao He and
Huixin Liu and
Zhiyong Feng and
Xiaobao Wang and
Di Jin and
Wenze Song and
Yuxiao Huang A Joint Community Detection Model:
Integrating Directed and Undirected
Probabilistic Graphical Models via
Factor Graph With Attention Mechanism 994--1006
Jianian Li and
Peng Bao and
Huawei Shen and
Xuanya Li MiSTR: a Multiview Structural-Temporal
Learning Framework for Rumor Detection 1007--1019
Prajwol Sangat and
David Taniar and
Christopher Messom ATrie Group Join: a Parallel Star Group
Join and Aggregation for In-Memory
Column-Stores . . . . . . . . . . . . . 1020--1033
Yang Han and
Jacqueline C. K. Lam and
Victor O. K. Li and
Qi Zhang A Domain-Specific Bayesian Deep-Learning
Approach for Air Pollution Forecast . . 1034--1046
Dongdong Hou and
Yang Cong and
Gan Sun and
Jiahua Dong and
Jun Li and
Kai Li Fast Multi-View Outlier Detection via
Deep Encoder . . . . . . . . . . . . . . 1047--1058
Feng Zhao and
Xiangyu Gui and
Yafan Huang and
Hai Jin and
Laurence T. Yang Dynamic Entity-Based Named Entity
Recognition Under Unconstrained Tagging
Schemes . . . . . . . . . . . . . . . . 1059--1072
Li Wang and
Ren-Cang Li A Scalable Algorithm for Large-Scale
Unsupervised Multi-View Partial Least
Squares . . . . . . . . . . . . . . . . 1073--1083
Yingxue Zhang and
Yanhua Li and
Xun Zhou and
Xiangnan Kong and
Jun Luo Off-Deployment Traffic Estimation: a
Traffic Generative Adversarial Networks
Approach . . . . . . . . . . . . . . . . 1084--1095
Yurong Zhong and
Long Jin and
Mingsheng Shang and
Xin Luo Momentum-Incorporated Symmetric
Non-Negative Latent Factor Models . . . 1096--1106
Jiahao Ding and
Sai Mounika Errapotu and
Yuanxiong Guo and
Haixia Zhang and
Dongfeng Yuan and
Miao Pan Private Empirical Risk Minimization With
Analytic Gaussian Mechanism for
Healthcare System . . . . . . . . . . . 1107--1117
Xiangxi Xu and
Zhihui Lai and
Yudong Chen Relaxed Locality Preserving Supervised
Discrete Hashing . . . . . . . . . . . . 1118--1128
Aiping Huang and
Tiesong Zhao Weak Supervision Learning for Object
Co-Segmentation . . . . . . . . . . . . 1129--1140
Lei Zhang and
Xinpeng Wu and
Hongke Zhao and
Fan Cheng and
Qi Liu Personalized Recommendation in P2P
Lending Based on Risk-Return Management:
a Multi-Objective Perspective . . . . . 1141--1154
Jin Huang and
Ming Xiao Mobile Network Traffic Prediction Based
on Seasonal Adjacent Windows Sampling
and Conditional Probability Estimation 1155--1168
Min Shi and
Yufei Tang and
Xingquan Zhu and
Jianxun Liu Multi-Label Graph Convolutional Network
Representation Learning . . . . . . . . 1169--1181
Beibei Si and
Yuxuan Liang and
Jin Zhao and
Yu Zhang and
Xiaofei Liao and
Hai Jin and
Haikun Liu and
Lin Gu GGraph: an Efficient Structure-Aware
Approach for Iterative Graph Processing 1182--1194
Guojie Song and
Qingqing Long and
Yi Luo and
Yiming Wang and
Yilun Jin Deep Convolutional Neural Network Based
Medical Concept Normalization . . . . . 1195--1208
Mengyu Ma and
Luo Chen and
Xue Ouyang and
Xiaoran Liu and
Jun Li and
Ning Jing Efficient Interactive Global Cellular
Signal Strength Visualization . . . . . 1209--1219
Guojie Song and
Yizhou Zhang and
Lingjun Xu and
Haibing Lu Domain Adaptive Network Embedding . . . 1220--1232
Wei Wang and
Tao Tang and
Feng Xia and
Zhiguo Gong and
Zhikui Chen and
Huan Liu Collaborative Filtering With Network
Representation Learning for Citation
Recommendation . . . . . . . . . . . . . 1233--1246
Fan Zhang and
Long Zheng and
Xiaofei Liao and
Xinqiao Lv and
Hai Jin and
Jiang Xiao An Effective 2-Dimension Graph
Partitioning for Work Stealing Assisted
Graph Processing on Multi-FPGAs . . . . 1247--1258
Xinying Wang and
Cong Xu and
Ke Wang and
Feng Yan and
Dongfang Zhao Memory Scaling of Cloud-Based Big Data
Systems: a Hybrid Approach . . . . . . . 1259--1272
Sujit Biswas and
Kashif Sharif and
Fan Li and
Iqbal Alam and
Saraju P. Mohanty DAAC: Digital Asset Access Control in a
Unified Blockchain Based E-Health System 1273--1287
Xin Zhang and
Yanhua Li and
Xun Zhou and
Jun Luo cGAIL: Conditional Generative
Adversarial Imitation Learning An
Application in Taxi Drivers Strategy
Learning . . . . . . . . . . . . . . . . 1288--1300
Menghai Pan and
Yanhua Li and
Zhi-Li Zhang and
Jun Luo SCCS: Smart Cloud Commuting System With
Shared Autonomous Vehicles . . . . . . . 1301--1311
Zann Koh and
Yuren Zhou and
Billy Pik Lik Lau and
Chau Yuen and
Bige Tunçer and
Keng Hua Chong Multiple-Perspective Clustering of
Passive Wi-Fi Sensing Trajectory Data 1312--1325
Xiuwen Yi and
Zhewen Duan and
Ruiyuan Li and
Junbo Zhang and
Tianrui Li and
Yu Zheng Predicting Fine-Grained Air Quality
Based on Deep Neural Networks . . . . . 1326--1339
Ahmad Slo and
Sukanya Bhowmik and
Kurt Rothermel State-Aware Load Shedding From Input
Event Streams in Complex Event
Processing . . . . . . . . . . . . . . . 1340--1357
Nima Ebadi and
Mohsen Jozani and
Kim-Kwang Raymond Choo and
Paul Rad A Memory Network Information Retrieval
Model for Identification of News
Misinformation . . . . . . . . . . . . . 1358--1370
Weiyi Huang and
Peng Li and
Bo Li and
Tao Zhang DMP: Content Delivery With Dynamic
Movement Pattern in Vehicular Networks 1371--1386
Ying Shen and
Yilin Zhang and
Kaiqi Yuan and
Dagang Li and
Haitao Zheng A Knowledge-Enhanced Multi-View
Framework for Drug-Target Interaction
Prediction . . . . . . . . . . . . . . . 1387--1398
Philip Derbeko and
Shlomi Dolev and
Ehud Gudes and
Jeffrey D. Ullman Efficient and Privacy Preserving
Approximation of Distributed Statistical
Queries . . . . . . . . . . . . . . . . 1399--1413
Yaying Zhang and
Xinyuan Sui RCIVMM: a Route Choice-Based Interactive
Voting Map Matching Approach for Complex
Urban Road Networks . . . . . . . . . . 1414--1427
Angtai Li and
Yu Chen and
Zheng Yan and
Xiaokang Zhou and
Shohei Shimizu A Survey on Integrity Auditing for Data
Storage in the Cloud: From Single Copy
to Multiple Replicas . . . . . . . . . . 1428--1442
Ali Jazayeri and
Christopher C. Yang Frequent Subgraph Mining Algorithms in
Static and Temporal Graph-Transaction
Settings: a Survey . . . . . . . . . . . 1443--1462
Zhe Fei and
Yevgen Ryeznik and
Oleksandr Sverdlov and
Chee Wei Tan and
Weng Kee Wong An Overview of Healthcare Data Analytics
With Applications to the COVID-19
Pandemic . . . . . . . . . . . . . . . . 1463--1480
Xiexin Zou and
Shiyao Zhang and
Chenhan Zhang and
James J. Q. Yu and
Edward Chung Long-Term Origin-Destination Demand
Prediction With Graph Deep Learning . . 1481--1495
Wan-Lei Zhao and
Hui Wang and
Peng-Cheng Lin and
Chong-Wah Ngo On the Merge of $k$-NN Graph . . . . . . 1496--1510
Yanghua Zhang and
Jice Wang and
Hexiang Huang and
Yuqing Zhang and
Peng Liu Understanding and Conquering the
Difficulties in Identifying Third-Party
Libraries From Millions of Android Apps 1511--1523
Jia Chen and
Xin Luo and
MengChu Zhou Hierarchical Particle Swarm
Optimization-incorporated Latent Factor
Analysis for Large-Scale Incomplete
Matrices . . . . . . . . . . . . . . . . 1524--1536
Longlong Lin and
Pingpeng Yuan and
Rong-Hua Li and
Hai Jin Mining Diversified Top-$r$ Lasting
Cohesive Subgraphs on Temporal Networks 1537--1549
Chao Chen and
Qiang Liu and
Xingchen Wang and
Chengwu Liao and
Daqing Zhang semi-Traj2Graph Identifying Fine-Grained
Driving Style With GPS Trajectory Data
via Multi-Task Learning . . . . . . . . 1550--1565
Guodao Sun and
Sujia Zhu and
Qi Jiang and
Wang Xia and
Ronghua Liang EvoSets: Tracking the Sensitivity of
Dimensionality Reduction Results Across
Subspaces . . . . . . . . . . . . . . . 1566--1579
He Li and
Jianbin Huang and
Hang Yuan and
Jiangtao Cui and
Xiaoke Ma and
Shaojie Qiao and
Xindong Wu A Two-Phase Method to Balance the Result
of Distributed Graph Repartitioning . . 1580--1591
Shuai Yang and
Hao Wang and
Kui Yu and
Fuyuan Cao and
Xindong Wu Towards Efficient Local Causal Structure
Learning . . . . . . . . . . . . . . . . 1592--1609
Krishnan Raghavan and
Sarangapani Jagannathan and
V. A. Samaranayake A Game Theoretic Approach for Addressing
Domain-Shift in Big-Data . . . . . . . . 1610--1621
Prince Hamandawana and
Awais Khan and
Jongik Kim and
Tae-Sun Chung Accelerating ML/DL Applications With
Hierarchical Caching on Deduplication
Storage Clusters . . . . . . . . . . . . 1622--1636
Yang Zhang and
Hanqi Guo and
Lanyu Shang and
Dong Wang and
Tom Peterka A Multi-Branch Decoder Network Approach
to Adaptive Temporal Data Selection and
Reconstruction for Big Scientific
Simulation Data . . . . . . . . . . . . 1637--1649
Shih Yu Chang and
Hsiao-Chun Wu Multi-Relational Data Characterization
by Tensors: Tensor Inversion . . . . . . 1650--1663
Hok Shing Wong and
Li Wang and
Raymond Chan and
Tieyong Zeng Deep Tensor CCA for Multi-View Learning 1664--1677
Ram Mohan and
Santanu Chaudhury and
Brejesh Lall Temporal Causal Modelling on Large
Volume Enterprise Data . . . . . . . . . 1678--1689
Yiding Zhang and
Xiao Wang and
Chuan Shi and
Xunqiang Jiang and
Yanfang Ye Hyperbolic Graph Attention Network . . . 1690--1701
Songnian Zhang and
Suprio Ray and
Rongxing Lu SOREL: Efficient and Secure ORE-Based
Range Query Over Outsourced Data . . . . 1702--1715
Harry Cheng and
Lizi Liao and
Linmei Hu and
Liqiang Nie Multi-Relation Extraction via A
Global-Local Graph Convolutional Network 1716--1728
Amitangshu Pal and
Junbo Wang and
Yilang Wu and
Krishna Kant and
Zhi Liu and
Kento Sato Social Media Driven Big Data Analysis
for Disaster Situation Awareness: a
Tutorial . . . . . . . . . . . . . . . . 1--21
Tong Liu and
Jinzhen Wang and
Qing Liu and
Shakeel Alibhai and
Tao Lu and
Xubin He High-Ratio Lossy Compression: Exploring
the Autoencoder to Compress Scientific
Data . . . . . . . . . . . . . . . . . . 22--36
Lianpeng Qiao and
Rong-Hua Li and
Zhiwei Zhang and
Ye Yuan and
Guoren Wang and
Hongchao Qin Maximal Quasi-Cliques Mining in
Uncertain Graphs . . . . . . . . . . . . 37--50
Farhad Farokhi Noiseless Privacy: Definition,
Guarantees, and Applications . . . . . . 51--62
Gan Sun and
Yang Cong and
Changjun Gu and
Xu Tang and
Zhengming Ding and
Haibin Yu Hierarchical Lifelong Machine Learning
With ``Watchdog'' . . . . . . . . . . . 63--74
Ziheng Chen and
Tianyang Xu and
Xiao-Jun Wu and
Rui Wang and
Josef Kittler Hybrid Riemannian Graph-Embedding Metric
Learning for Image Set Classification 75--92
Yangwen Yu and
Victor O. K. Li and
Jacqueline C. K. Lam Hierarchical Recovery of Missing Air
Pollution Data via Improved Long-Short
Term Context Encoder Network . . . . . . 93--105
Wenqiang Cui and
Girts Strazdins and
Hao Wang Visual Analysis of Multidimensional Big
Data: a Scalable Lightweight Bundling
Method for Parallel Coordinates . . . . 106--117
Yupei Zhang and
Rui An and
Shuhui Liu and
Jiaqi Cui and
Xuequn Shang Predicting and Understanding Student
Learning Performance Using Multi-Source
Sparse Attention Convolutional Neural
Networks . . . . . . . . . . . . . . . . 118--132
Ziyi Kou and
Daniel Zhang and
Lanyu Shang and
Dong Wang What and Why? Towards Duo Explainable
Fauxtography Detection Under Constrained
Supervision . . . . . . . . . . . . . . 133--146
Hameeza Ahmed and
Muhammad Ali Ismail A Structured Approach Towards Big Data
Identification . . . . . . . . . . . . . 147--159
Hao Zhou and
Geng Yang and
Yang Xiang and
Yunlu Bai and
Weiya Wang A Lightweight Matrix Factorization for
Recommendation With Local Differential
Privacy in Big Data . . . . . . . . . . 160--173
Chao Wang and
Shuo Wang and
Xiaoman Cheng and
Yunhua He and
Ke Xiao and
Shujia Fan A Privacy and Efficiency-Oriented Data
Sharing Mechanism for IoTs . . . . . . . 174--185
Ziyue Qiao and
Yanjie Fu and
Pengyang Wang and
Meng Xiao and
Zhiyuan Ning and
Denghui Zhang and
Yi Du and
Yuanchun Zhou RPT: Toward Transferable Model on
Heterogeneous Researcher Data via
Pre-Training . . . . . . . . . . . . . . 186--199
Ye Yuan and
Yong Zhang and
Boyue Wang and
Yuan Peng and
Yongli Hu and
Baocai Yin STGAN: Spatio-Temporal Generative
Adversarial Network for Traffic Data
Imputation . . . . . . . . . . . . . . . 200--211
Zhu Wang and
Zilong Wang and
Xiaona Li and
Zhiwen Yu and
Bin Guo and
Liming Chen and
Xingshe Zhou Exploring Multi-Dimension User-Item
Interactions With Attentional Knowledge
Graph Neural Networks for Recommendation 212--226
Wenjing Li and
Haoran Zhang and
Jinyu Chen and
Peiran Li and
Yuhao Yao and
Xiaodan Shi and
Mariko Shibasaki and
Hill Hiroki Kobayashi and
Xuan Song and
Ryosuke Shibasaki Metagraph-Based Life Pattern Clustering
With Big Human Mobility Data . . . . . . 227--240
Qi Zheng and
Yaying Zhang DSTAGCN: Dynamic Spatial-Temporal
Adjacent Graph Convolutional Network for
Traffic Forecasting . . . . . . . . . . 241--253
Shunxin Xiao and
Shiping Wang and
Wenzhong Guo SGAE: Stacked Graph Autoencoder for Deep
Clustering . . . . . . . . . . . . . . . 254--266
Fabian Groh and
Lukas Ruppert and
Patrick Wieschollek and
Hendrik P. A. Lensch GGNN: Graph-Based GPU Nearest Neighbor
Search . . . . . . . . . . . . . . . . . 267--279
Zijun Yao and
Deguang Kong and
Miao Lu and
Xiao Bai and
Jian Yang and
Hui Xiong Multi-View Multi-Task Campaign Embedding
for Cold-Start Conversion Rate
Forecasting . . . . . . . . . . . . . . 280--293
Chen Yang and
Zhihui Du and
Xiaofeng Meng and
Xukang Zhang and
Xinli Hao and
David A. Bader Anomaly Detection in Catalog Streams . . 294--311
Xiushan Nie and
Xingbo Liu and
Jie Guo and
Letian Wang and
Yilong Yin Supervised Discrete Multiple-Length
Hashing for Image Retrieval . . . . . . 312--327
Dexian Wang and
Tianrui Li and
Ping Deng and
Jia Liu and
Wei Huang and
Fan Zhang A Generalized Deep Learning Algorithm
Based on NMF for Multi-View Clustering 328--340
Peipei Li and
Yingying Liu and
Yang Hu and
Yuhong Zhang and
Xuegang Hu and
Kui Yu A Drift-Sensitive Distributed LSTM
Method for Short Text Stream
Classification . . . . . . . . . . . . . 341--357
Peng Fang and
Fang Wang and
Zhan Shi and
Hong Jiang and
Dan Feng and
Xianghao Xu and
Wei Yin How to Realize Efficient and Scalable
Graph Embeddings via an Entropy-Driven
Mechanism . . . . . . . . . . . . . . . 358--371
Mykola Servetnyk and
Carrson C. Fung Distributed Dual Averaging Based Data
Clustering . . . . . . . . . . . . . . . 372--379
Heng Chang and
Jun Guo and
Wenwu Zhu Rethinking Embedded Unsupervised Feature
Selection: a Simple Joint Approach . . . 380--387
Naila Azam and
Lito Michala and
Shuja Ansari and
Nguyen Binh Truong Data Privacy Threat Modelling for
Autonomous Systems: a Survey From the
GDPR's Perspective . . . . . . . . . . . 388--414
Xiao Wang and
Deyu Bo and
Chuan Shi and
Shaohua Fan and
Yanfang Ye and
Philip S. Yu A Survey on Heterogeneous Graph
Embedding: Methods, Techniques,
Applications and Sources . . . . . . . . 415--436
Zhifeng Jiang and
Wei Wang and
Bo Li and
Qiang Yang Towards Efficient Synchronous Federated
Training: a Survey on System
Optimization Strategies . . . . . . . . 437--454
Xin Sun and
Zenghui Song and
Yongbo Yu and
Junyu Dong and
Claudia Plant and
Christian Böhm Network Embedding via Deep Prediction
Model . . . . . . . . . . . . . . . . . 455--470
Pengfei Zhang and
Xiang Cheng and
Sen Su and
Binyuan Zhu PrivTDSI: a Local Differentially Private
Approach for Truth Discovery via
Sampling and Inference . . . . . . . . . 471--484
Xin Liang and
Kai Zhao and
Sheng Di and
Sihuan Li and
Robert Underwood and
Ali M. Gok and
Jiannan Tian and
Junjing Deng and
Jon C. Calhoun and
Dingwen Tao and
Zizhong Chen and
Franck Cappello SZ3: a Modular Framework for Composing
Prediction-Based Error-Bounded Lossy
Compressors . . . . . . . . . . . . . . 485--498
Xue Chen and
Cheng Wang and
Jipeng Cui and
Qing Yang and
Teng Hu and
Changjun Jiang Incorporating Prior Knowledge in Local
Differentially Private Data Collection
for Frequency Estimation . . . . . . . . 499--511
Chunkai Zhang and
Quanjian Dai and
Zilin Du and
Wensheng Gan and
Jian Weng and
Philip S. Yu TUSQ: Targeted High-Utility Sequence
Querying . . . . . . . . . . . . . . . . 512--527
Yong Zhang and
Xiulan Wei and
Xinyu Zhang and
Yongli Hu and
Baocai Yin Self-Attention Graph Convolution
Residual Network for Traffic Data
Completion . . . . . . . . . . . . . . . 528--541
Kejie Xu and
Peifang Deng and
Hong Huang Mining Hierarchical Information of CNNs
for Scene Classification of VHR Remote
Sensing Images . . . . . . . . . . . . . 542--554
Zhaolong Ling and
Bo Li and
Yiwen Zhang and
Qingren Wang and
Kui Yu and
Xindong Wu Causal Feature Selection With Efficient
Spouses Discovery . . . . . . . . . . . 555--568
Kun Guo and
Zhanhong Chen and
Xu Lin and
Ling Wu and
Zhi-Hui Zhan and
Yuzhong Chen and
Wenzhong Guo Community Detection Based on
Multiobjective Particle Swarm
Optimization and Graph Attention
Variational Autoencoder . . . . . . . . 569--583
Yuanyi Chen and
Peng Yu and
Wenwang Chen and
Zengwei Zheng and
Minyi Guo Meta-Learning Based Classification for
Moving Object Trajectories in Mobile IoT 584--596
Guowei Yue and
Rui Xiao and
Zhongying Zhao and
Chao Li AF-GCN: Attribute-Fusing Graph
Convolution Network for Recommendation 597--607
Vinayak Gupta and
Srikanta Bedathur Modeling Spatial Trajectories Using
Coarse-Grained Smartphone Logs . . . . . 608--620
Yujing Sun and
Hao Xiong and
Siu Ming Yiu and
Kwok Yan Lam BitAnalysis: a Visualization System for
Bitcoin Wallet Investigation . . . . . . 621--636
Unho Choi and
Kyungyong Lee Dense or Sparse : Elastic SPMM
Implementation for Optimal Big-Data
Processing . . . . . . . . . . . . . . . 637--652
Jianxiong Guo and
Yapu Zhang and
Weili Wu An Overall Evaluation on Benefits of
Competitive Influence Diffusion . . . . 653--664
Ningchao Ge and
Zheng Qin and
Peng Peng and
Mingdao Li and
Lei Zou and
Keqin Li A Cost-Driven Top-$K$ Queries
Optimization Approach on Federated RDF
Systems . . . . . . . . . . . . . . . . 665--676
Zhigao Zheng and
Xuanhua Shi and
Hai Jin Parallel Overlapping Community Detection
Algorithm on GPU . . . . . . . . . . . . 677--687
Xiuli Bi and
Jinwu Hu and
Bin Xiao and
Weisheng Li and
Xinbo Gao IEMask R-CNN: Information-Enhanced Mask
R-CNN . . . . . . . . . . . . . . . . . 688--700
Tarique Anwar and
Surya Nepal and
Cecile Paris and
Jian Yang and
Jia Wu and
Quan Z. Sheng Tracking the Evolution of Clusters in
Social Media Streams . . . . . . . . . . 701--715
Haobing Liu and
Yanmin Zhu and
Chunyang Wang and
Jianyu Ding and
Jiadi Yu and
Feilong Tang Incorporating Heterogeneous User
Behaviors and Social Influences for
Predictive Analysis . . . . . . . . . . 716--732
Songnian Zhang and
Suprio Ray and
Rongxing Lu and
Yandong Zheng Efficient Learned Spatial Index With
Interpolation Function Based Learned
Model . . . . . . . . . . . . . . . . . 733--745
Shiqi Wang and
Chongming Gao and
Min Gao and
Junliang Yu and
Zongwei Wang and
Hongzhi Yin Who are the Best Adopters? User
Selection Model for Free Trial Item
Promotion . . . . . . . . . . . . . . . 746--757
Cheng Wang and
Hangyu Zhu and
Ruixin Hu and
Rui Li and
Changjun Jiang LongArms: Fraud Prediction in Online
Lending Services Using Sparse Knowledge
Graph . . . . . . . . . . . . . . . . . 758--772
Damian A. Tamburri and
Vincent R. van Mierlo and
Willem-Jan van den Heuvel Big Data for the Social Good: The
Drought Early-Warning Experience Report 773--791
Wei Huang and
Jia Liu and
Tianrui Li and
Shenggong Ji and
Dexian Wang and
Tianqiang Huang FedCKE: Cross-Domain Knowledge Graph
Embedding in Federated Learning . . . . 792--804
Chang Xu and
Ruijuan Wang and
Liehuang Zhu and
Chuan Zhang and
Rongxing Lu and
Kashif Sharif Efficient Strong Privacy-Preserving
Conjunctive Keyword Search Over
Encrypted Cloud Data . . . . . . . . . . 805--817
Sabrina De Capitani di Vimercati and
Dario Facchinetti and
Sara Foresti and
Giovanni Livraga and
Gianluca Oldani and
Stefano Paraboschi and
Matthew Rossi and
Pierangela Samarati Scalable Distributed Data Anonymization
for Large Datasets . . . . . . . . . . . 818--831
Dongjie Wang and
Kunpeng Liu and
Hui Xiong and
Yanjie Fu Online POI Recommendation: Learning
Dynamic Geo-Human Interactions in
Streams . . . . . . . . . . . . . . . . 832--844
Weihua Xu and
Yanzhou Pan and
Xiuwei Chen and
Weiping Ding and
Yuhua Qian A Novel Dynamic Fusion Approach Using
Information Entropy for Interval-Valued
Ordered Datasets . . . . . . . . . . . . 845--859
Pengfei Zhang and
Xiang Cheng and
Sen Su and
Ning Wang Task Allocation Under
Geo-Indistinguishability via Group-Based
Noise Addition . . . . . . . . . . . . . 860--877
Shuai Gao and
Zhongbao Zhang and
Sen Su DAWN: Domain Generalization Based
Network Alignment . . . . . . . . . . . 878--888
Minzhi Chen and
Chunlin He and
Xin Luo MNL: a Highly-Efficient Model for
Large-scale Dynamic Weighted Directed
Network Representation . . . . . . . . . 889--903
Yu-Xuan Qiu and
Dong Wen and
Rong-Hua Li and
Lu Qin and
Michael Yu and
Xuemin Lin Computing Significant Cliques in Large
Labeled Networks . . . . . . . . . . . . 904--917
Mingdao Li and
Peng Peng and
Zhen Tian and
Zheng Qin and
Zheng Huang and
Yi Liu Optimizing Keyword Search Over Federated
RDF Systems . . . . . . . . . . . . . . 918--935
Yushu Zhang and
Zhibin Fu and
Shuren Qi and
Mingfu Xue and
Zhongyun Hua and
Yong Xiang Localization of Inpainting Forgery With
Feature Enhancement Network . . . . . . 936--948
Huizhang Luo and
Junqi Wang and
Zhenlu Qin and
Dan Huang and
Qing Liu and
Mengchu Zhou and
Hong Jiang A Data-driven Approach to Harvesting
Latent Reduced Models to Precondition
Lossy Compression for Scientific Data 949--963
Wenbo Jiang and
Hongwei Li and
Guowen Xu and
Tianwei Zhang and
Rongxing Lu Physical Black-Box Adversarial Attacks
Through Transformations . . . . . . . . 964--974
Ioannis Mavroudopoulos and
Anastasios Gounaris SIESTA: a Scalable Infrastructure of
Sequential Pattern Analysis . . . . . . 975--990
Furong Zheng and
Juanjuan Zhao and
Jiexia Ye and
Xitong Gao and
Kejiang Ye and
Chengzhong Xu Metro OD Matrix Prediction Based on
Multi-View Passenger Flow Evolution
Trend Modeling . . . . . . . . . . . . . 991--1003
Jia-Quan Yang and
Qi-Te Yang and
Ke-Jing Du and
Chun-Hua Chen and
Hua Wang and
Sang-Woon Jeon and
Jun Zhang and
Zhi-Hui Zhan Bi-Directional Feature Fixation-Based
Particle Swarm Optimization for
Large-Scale Feature Selection . . . . . 1004--1017
Guodao Sun and
Zihao Zhu and
Gefei Zhang and
Chaoqing Xu and
Yunchao Wang and
Sujia Zhu and
Baofeng Chang and
Ronghua Liang Application of Mathematical Optimization
in Data Visualization and Visual
Analytics: a Survey . . . . . . . . . . 1018--1037
Mengxiao Zhang and
Fernando Beltrán and
Jiamou Liu A Survey of Data Pricing for Data
Marketplaces . . . . . . . . . . . . . . 1038--1056
Yujie Feng and
Jiangtao Wang and
Yasha Wang and
Xu Chu Spatial-Attention and
Demographic-Augmented Generative
Adversarial Imputation Network for
Population Health Data Reconstruction 1057--1070
Thomas Weripuo Gyeera and
Anthony J. H. Simons and
Mike Stannett Regression Analysis of Predictions and
Forecasts of Cloud Data Center KPIs
Using the Boosted Decision Tree
Algorithm . . . . . . . . . . . . . . . 1071--1085
Hongjian Li and
Jianglin Xia and
Wei Luo and
Hai Fang Cost-Efficient Scheduling of Streaming
Applications in Apache Flink on Cloud 1086--1101
Xing Tian and
Wing W. Y. Ng and
Huihui Xu Deep Incremental Hashing for Semantic
Image Retrieval With Concept Drift . . . 1102--1115
Pengbo Li and
Hang Yu and
Xiangfeng Luo and
Jia Wu LGM-GNN: a Local and Global Aware
Memory-Based Graph Neural Network for
Fraud Detection . . . . . . . . . . . . 1116--1127
Yimin Liu and
Xiangyang Luo and
Zhiyuan Tao and
Meng Zhang and
Shaoyong Du UGCC: Social Media User Geolocation via
Cyclic Coupling . . . . . . . . . . . . 1128--1141
Mohammad Sultan Mahmud and
Joshua Zhexue Huang and
Rukhsana Ruby and
Alladoumbaye Ngueilbaye and
Kaishun Wu Approximate Clustering Ensemble Method
for Big Data . . . . . . . . . . . . . . 1142--1155
Chenchu Xu and
Yuan Yang and
Zhiqiang Xia and
Boyan Wang and
Dong Zhang and
Yanping Zhang and
Shu Zhao Dual Uncertainty-Guided Mixing
Consistency for Semi-Supervised 3D
Medical Image Segmentation . . . . . . . 1156--1170
Kun Hao and
Junchang Xin and
Zhiqiong Wang and
Zhongming Yao and
Guoren Wang Efficient and Secure Data Sharing Scheme
on Interoperable Blockchain Database . . 1171--1185
Yanbei Liu and
Shichuan Zhao and
Xiao Wang and
Lei Geng and
Zhitao Xiao and
Jerry Chun-Wei Lin Self-Consistent Graph Neural Networks
for Semi-Supervised Node Classification 1186--1197
Jiachen Zhao and
Fang Deng and
Jiaqi Zhu and
Jie Chen Searching Density-Increasing Path to
Local Density Peaks for Unsupervised
Anomaly Detection . . . . . . . . . . . 1198--1209
Mengran Li and
Yong Zhang and
Wei Zhang and
Yi Chu and
Yongli Hu and
Baocai Yin Self-Supervised Nodes-Hyperedges
Embedding for Heterogeneous Information
Network Learning . . . . . . . . . . . . 1210--1224
Zhenya Wang and
Xiang Cheng and
Sen Su and
Jintao Liang and
Haocheng Yang ATLAS: GAN-Based Differentially Private
Multi-Party Data Sharing . . . . . . . . 1225--1237
Zhigang Kan and
Linhui Feng and
Zhangyue Yin and
Linbo Qiao and
Xipeng Qiu and
Dongsheng Li A Composable Generative Framework Based
on Prompt Learning for Various
Information Extraction Tasks . . . . . . 1238--1251
Hao Chen and
Yu Ye and
Ming Xiao and
Mikael Skoglund Asynchronous Parallel Incremental
Block-Coordinate Descent for
Decentralized Machine Learning . . . . . 1252--1259
Anna Schmedding and
Riccardo Pinciroli and
Lishan Yang and
Evgenia Smirni Epidemic Spread Modeling for COVID-19
Using Cross-Fertilization of Mobility
Data . . . . . . . . . . . . . . . . . . 1260--1275
Fulan Qian and
Bei Yuan and
Hai Chen and
Jie Chen and
Defu Lian and
Shu Zhao Enhancing the Transferability of
Adversarial Examples Based on Nesterov
Momentum for Recommendation Systems . . 1276--1287
Yao Li and
Duo Qiu and
Xiongjun Zhang Robust Low Transformed Multi-Rank Tensor
Completion With Deep Prior
Regularization for Multi-Dimensional
Image Recovery . . . . . . . . . . . . . 1288--1301
Huanyu Chen and
Weisheng Li and
Xinbo Gao and
Bin Xiao Novel Multi-Feature Fusion Facial
Aesthetic Analysis Framework . . . . . . 1302--1320
Shuai Wang and
Shijie Hu and
Baoshen Guo and
Guang Wang Cross-Region Courier Displacement for
On-Demand Delivery With Multi-Agent
Reinforcement Learning . . . . . . . . . 1321--1333
Qiming Yang and
Qi Zhu and
Mingming Wang and
Wei Shao and
Zheng Zhang and
Daoqiang Zhang Self-Supervised Federated Adaptation for
Multi-Site Brain Disease Diagnosis . . . 1334--1346
Yangwen Yu and
Victor O. K. Li and
Jacqueline C. K. Lam and
Kelvin Chan GCN-ST-MDIR: Graph Convolutional
Network-Based Spatial-Temporal Missing
Air Pollution Data Pattern
Identification and Recovery . . . . . . 1347--1364
Zijian Liu and
Yang Luo and
Xitong Pu and
Geyong Min and
Chunbo Luo A Multi-Modal Hypergraph Neural Network
via Parametric Filtering and Feature
Sampling . . . . . . . . . . . . . . . . 1365--1379
Zongshun Zhang and
Andrea Pinto and
Valeria Turina and
Flavio Esposito and
Ibrahim Matta Privacy and Efficiency of Communications
in Federated Split Learning . . . . . . 1380--1391
Weichao Liang and
Jie Cao and
Lei Chen and
Youquan Wang and
Jia Wu and
Amin Beheshti and
Jiangnan Tang Crime Prediction With Missing Data Via
Spatiotemporal Regularized Tensor
Decomposition . . . . . . . . . . . . . 1392--1407
Zhuzhu Wang and
Cui Hu and
Bin Xiao and
Yang Liu and
Teng Li and
Zhuo Ma and
Jianfeng Ma Outsourced Privacy-Preserving Data
Alignment on Vertically Partitioned
Database . . . . . . . . . . . . . . . . 1408--1419
Zhen Liu and
Wenbo Zuo and
Dongning Zhang and
Xiaodong Feng RGSE: Robust Graph Structure Embedding
for Anomalous Link Detection . . . . . . 1420--1429
Balázs Pejó and
Gergely Biczók Quality Inference in Federated Learning
With Secure Aggregation . . . . . . . . 1430--1437
Akila Siriweera and
Incheon Paik and
Huawei Huang Constraint-Driven Complexity-Aware Data
Science Workflow for AutoBDA . . . . . . 1438--1457
Dongpan Chen and
Dehui Kong and
Jinghua Li and
Shaofan Wang and
Baocai Yin A Survey of Visual Affordance
Recognition Based on Deep Learning . . . 1458--1476
Rui Song and
Bin Xiao and
Yubo Song and
Songtao Guo and
Yuanyuan Yang A Survey of Blockchain-Based Schemes for
Data Sharing and Exchange . . . . . . . 1477--1495
Jun Yang and
Yaoru Sun and
Maoyu Mao and
Lizhi Bai and
Siyu Zhang and
Fang Wang Model-Agnostic Method: Exposing Deepfake
Using Pixel-Wise Spatial and Temporal
Fingerprints . . . . . . . . . . . . . . 1496--1509
Jie Song and
Xingchen Zhao and
Chaopeng Guo and
Yu Gu and
Ge Yu Towards an Energy Complexity Model for
Distributed Data Processing Algorithms 1510--1524
Jianli Huang and
Xianjie Guo and
Kui Yu and
Fuyuan Cao and
Jiye Liang Towards Privacy-Aware Causal Structure
Learning in Federated Setting . . . . . 1525--1535
Qinpei Zhao and
Guangda Yang and
Kai Zhao and
Jiaming Yin and
Weixiong Rao and
Lei Chen Multivariate Time-Series Forecasting
Model: Predictability Analysis and
Empirical Study . . . . . . . . . . . . 1536--1548
Qian Li and
Shu Guo and
Jia Wu and
Jianxin Li and
Jiawei Sheng and
Hao Peng and
Lihong Wang Event Extraction by Associating Event
Types and Argument Roles . . . . . . . . 1549--1560
Ha Xuan Tran and
Thuc Duy Le and
Jiuyong Li and
Lin Liu and
Jixue Liu and
Yanchang Zhao and
Tony Waters Personalized Interventions to Increase
the Employment Success of People With
Disability . . . . . . . . . . . . . . . 1561--1574
Qi Zhu and
Qiming Yang and
Mingming Wang and
Xiangyu Xu and
Yuwu Lu and
Wei Shao and
Daoqiang Zhang Multi-Discriminator Active Adversarial
Network for Multi-Center Brain Disease
Diagnosis . . . . . . . . . . . . . . . 1575--1585
Shu Zhao and
Wenyu Wang and
Ziwei Du and
Jie Chen and
Zhen Duan A Black-Box Adversarial Attack Method
via Nesterov Accelerated Gradient and
Rewiring Towards Attacking Graph Neural
Networks . . . . . . . . . . . . . . . . 1586--1597
Zhuang Yang Adaptive Powerball Stochastic Conjugate
Gradient for Large-Scale Learning . . . 1598--1606
Chenxu Wang and
Fuli Feng and
Yang Zhang and
Qifan Wang and
Xunhan Hu and
Xiangnan He Rethinking Missing Data: Aleatoric
Uncertainty-Aware Recommendation . . . . 1607--1619
Feng Han and
Chengcai Leng and
Bing Li and
Anup Basu and
Licheng Jiao Cosine Multilinear Principal Component
Analysis for Recognition . . . . . . . . 1620--1630
Yixiu Qin and
Yizhao Wang and
Jiawei Li and
Shun Mao and
He Wang and
Yuncheng Jiang Improved Box Embeddings for Fine-Grained
Entity Typing . . . . . . . . . . . . . 1631--1642
Xiaosai Huang and
Jing Li and
Jia Wu and
Jun Chang and
Donghua Liu Transfer Learning With Document-Level
Data Augmentation for Aspect-Level
Sentiment Classification . . . . . . . . 1643--1657
Wenjing Li and
Xiaodan Shi and
Dou Huang and
Xudong Shen and
Jinyu Chen and
Hill Hiroki Kobayashi and
Haoran Zhang and
Xuan Song and
Ryosuke Shibasaki PredLife: Predicting Fine-Grained Future
Activity Patterns . . . . . . . . . . . 1658--1669
Chien-Tse Cheng and
Yu-Hsun Lin and
Chung-Shou Liao Seq2CASE: Weakly Supervised Sequence to
Commentary Aspect Score Estimation for
Recommendation . . . . . . . . . . . . . 1670--1682
Si-Yu Yi and
Zhengyang Mao and
Wei Ju and
Yong-Dao Zhou and
Luchen Liu and
Xiao Luo and
Ming Zhang Towards Long-Tailed Recognition for
Graph Classification via Collaborative
Experts . . . . . . . . . . . . . . . . 1683--1696
Junfu Wang and
Yuanfang Guo and
Liang Yang and
Yunhong Wang Enabling Homogeneous GNNs to Handle
Heterogeneous Graphs via Relation
Embedding . . . . . . . . . . . . . . . 1697--1710
Xovee Xu and
Zhiyuan Wang and
Qiang Gao and
Ting Zhong and
Bei Hui and
Fan Zhou and
Goce Trajcevski Spatial-Temporal Contrasting for
Fine-Grained Urban Flow Inference . . . 1711--1725
Zhifei Ding and
Jiahao Han and
Rongtao Qian and
Liming Shen and
Siru Chen and
Lingxin Yu and
Yu Zhu and
Richen Liu eBoF: Interactive Temporal Correlation
Analysis for Ensemble Data Based on
Bag-of-Features . . . . . . . . . . . . 1726--1737
Xingyu Cao and
Xiangtao Zhang and
Ce Zhu and
Jiani Liu and
Yipeng Liu TS-RTPM-Net: Data-Driven Tensor
Sketching for Efficient CP Decomposition 1--11
Meng Wang and
Yanhao Yang and
David Bindel and
Kun He Streaming Local Community Detection
Through Approximate Conductance . . . . 12--22
Zihao Wang and
Ming Jiang and
Junli Wang PHAED: a Speaker-Aware Parallel
Hierarchical Attentive Encoder-Decoder
Model for Multi-Turn Dialogue Generation 23--34
Han Wu and
Guanqi Zhu and
Qi Liu and
Hengshu Zhu and
Hao Wang and
Hongke Zhao and
Chuanren Liu and
Enhong Chen and
Hui Xiong A Multi-Aspect Neural Tensor
Factorization Framework for Patent
Litigation Prediction . . . . . . . . . 35--54
Naiyao Liang and
Zuyuan Yang and
Junhang Chen and
Zhenni Li and
Shengli Xie Label-Weighted Graph-Based Learning for
Semi-Supervised Classification Under
Label Noise . . . . . . . . . . . . . . 55--65
Qingtian Zeng and
Shuai Guo and
Rui Cao and
Ziqi Zhao and
Hua Duan Legal Transition Sequence Recognition of
a Bounded Petri Net Using a Gate
Recurrent Unit . . . . . . . . . . . . . 66--76
Jinghuan Lao and
Dong Huang and
Chang-Dong Wang and
Jian-Huang Lai Towards Scalable Multi-View Clustering
via Joint Learning of Many Bipartite
Graphs . . . . . . . . . . . . . . . . . 77--91
Wen Qin and
Xin Luo and
MengChu Zhou Adaptively-Accelerated Parallel
Stochastic Gradient Descent for
High-Dimensional and Incomplete Data
Representation Learning . . . . . . . . 92--107
Changyong Yu and
Tianmei Ren and
Wenyu Li and
Huimin Liu and
Haitao Ma and
Yuhai Zhao BL: an Efficient Index for Reachability
Queries on Large Graphs . . . . . . . . 108--121
Wenrui Li and
Xiaoyu Wang and
Yuetian Sun and
Snezana Milanovic and
Mark Kon and
Julio Enrique Castrillón-Candás Multilevel Stochastic Optimization for
Imputation in Massive Medical Data
Records . . . . . . . . . . . . . . . . 122--131
Li Li and
Chuanqi Tao and
Hongjing Guo and
Jingxuan Zhang and
Xiaobing Sun FATS: Feature Distribution
Analysis-Based Test Selection for Deep
Learning Enhancement . . . . . . . . . . 132--145
Yunguo Guan and
Rongxing Lu and
Songnian Zhang and
Yandong Zheng and
Jun Shao and
Guiyi Wei Efficient and Privacy-Preserving
Aggregate Query Over Public Property
Graphs . . . . . . . . . . . . . . . . . 146--157
Yongli Cheng and
Yan Ma and
Hong Jiang and
Lingfang Zeng and
Fang Wang and
Xianghao Xu and
Yuhang Wu TgStore: an Efficient Storage System for
Large Time-Evolving Graphs . . . . . . . 158--173
Huanghuang Liang and
Zheng Zhang and
Chuang Hu and
Yili Gong and
Dazhao Cheng A Survey on Spatio-Temporal Big Data
Analytics Ecosystem: Resource
Management, Processing Platform, and
Applications . . . . . . . . . . . . . . 174--193
Ehsan Hallaji and
Roozbeh Razavi-Far and
Mehrdad Saif and
Boyu Wang and
Qiang Yang Decentralized Federated Learning: a
Survey on Security and Privacy . . . . . 194--213
Youcef Djenouri and
Ahmed Nabil Belbachir and
Tomasz Michalak and
Gautam Srivastava A Federated Convolution Transformer for
Fake News Detection . . . . . . . . . . 214--225
Chaoyu Gong and
Jim Demmel and
Yang You Scalable Evidential $K$-Nearest Neighbor
Classification on Big Data . . . . . . . 226--237
Seungeun Oh and
Hyelin Nam and
Jihong Park and
Praneeth Vepakomma and
Ramesh Raskar and
Mehdi Bennis and
Seong-Lyun Kim Mix2SFL: Two-Way Mixup for Scalable,
Accurate, and Communication-Efficient
Split Federated Learning . . . . . . . . 238--248
Yu Shi and
Xi Zhang and
Yuming Shang and
Ning Yu Don't Be Misled by Emotion! Disentangle
Emotions and Semantics for
Cross-Language and Cross-Domain Rumor
Detection . . . . . . . . . . . . . . . 249--259
Rui Chen and
Yongqiang Tang and
Xiangrui Cai and
Xiaojie Yuan and
Wenlong Feng and
Wensheng Zhang Graph Structure Aware Contrastive
Multi-View Clustering . . . . . . . . . 260--274
Yaojin Lin and
Yulin Li and
Chenxi Wang and
Lei Guo and
Jinkun Chen Label Distribution Learning Based on
Horizontal and Vertical Mining of Label
Correlations . . . . . . . . . . . . . . 275--287
Xiaodong Li and
Pangjing Wu and
Chenxin Zou and
Qing Li Hierarchical Deep Reinforcement Learning
for VWAP Strategy Optimization . . . . . 288--300
Yanhui Zhu and
Fang Hu and
Lei Hsin Kuo and
Jia Liu SCOREH+: a High-Order Node Proximity
Spectral Clustering on
Ratios-of-Eigenvectors Algorithm for
Community Detection . . . . . . . . . . 301--312
Meiting Xue and
Zian Zhou and
Pengfei Jiao and
Huijun Tang Fine-Tuned Personality Federated
Learning for Graph Data . . . . . . . . 313--319
Lei Wang and
Leon Wong and
Zhu-Hong You and
De-Shuang Huang AMDECDA: Attention Mechanism Combined
With Data Ensemble Strategy for
Predicting CircRNA-Disease Association 320--329
Lu Guo and
Limin Wang and
Qilong Li and
Kuo Li Learning Balanced Bayesian Classifiers
From Labeled and Unlabeled Data . . . . 330--342
Ghulam Mujtaba and
Sunder Ali Khowaja and
Muhammad Aslam Jarwar and
Jaehyuk Choi and
Eun-Seok Ryu FRC-GIF: Frame Ranking-Based
Personalized Artistic Media Generation
Method for Resource Constrained Devices 343--355
Xin Liu and
Jiuluan Lv and
Feng Chen and
Qingjie Wei and
Hangxuan He and
Ying Qian Multi-Party Federated Recommendation
Based on Semi-Supervised Learning . . . 356--370
Yibing Bai and
Zhenqiu Shu and
Jun Yu and
Zhengtao Yu and
Xiao-Jun Wu Proxy-Based Graph Convolutional Hashing
for Cross-Modal Retrieval . . . . . . . 371--385
Zhi-Long Han and
Ting-Zhu Huang and
Xi-Le Zhao and
Hao Zhang and
Yun-Yang Liu Multi-Dimensional Data Recovery via
Feature-Based Fully-Connected Tensor
Network Decomposition . . . . . . . . . 386--399
Jianghe Cai and
Yuhui Deng and
Yi Zhou and
Jiande Huang and
Geyong Min FIG: Feature-Weighted Information
Granules With High Consistency Rate . . 400--414
Xiao Zhang and
Zhaoqian He and
Jinhai Li and
Changlin Mei and
Yanyan Yang Bi-Selection of Instances and Features
Based on Neighborhood Importance Degree 415--428
Yifei Yang and
Xiaoke Ma Graph Contrastive Learning for
Clustering of Multi-Layer Networks . . . 429--441
Shujing Yang and
Fuyuan Cao and
Kui Yu and
Jiye Liang Learning Causal Chain Graph Structure
via Alternate Learning and Double
Pruning . . . . . . . . . . . . . . . . 442--456
Wenjun Ma and
Yibing Zhao and
Xiaomao Fan Cascaded Knowledge-Level Fusion Network
for Online Course Recommendation System 457--469
Peng Zhou and
Yunyun Zhang and
Zhaolong Ling and
Yuanting Yan and
Shu Zhao and
Xindong Wu Online Heterogeneous Streaming Feature
Selection Without Feature Type
Information . . . . . . . . . . . . . . 470--485
Yuling Su and
Hong Zhao and
Yifeng Zheng and
Yu Wang Few-Shot Learning With Multi-Granularity
Knowledge Fusion and Decision-Making . . 486--497
Guoxiang Tong and
Quanquan Li and
Yan Song Enhanced Multi-Scale Features Mutual
Mapping Fusion Based on Reverse
Knowledge Distillation for Industrial
Anomaly Detection and Localization . . . 498--513
Xingbo Liu and
Jiamin Li and
Xiushan Nie and
Xuening Zhang and
Shaohua Wang and
Yilong Yin Scalable Unsupervised Hashing via
Exploiting Robust Cross-Modal
Consistency . . . . . . . . . . . . . . 514--527
Xinxin Hu and
Haotian Chen and
Junjie Zhang and
Hongchang Chen and
Shuxin Liu and
Xing Li and
Yahui Wang and
Xiangyang Xue GAT-COBO: Cost-Sensitive Graph Neural
Network for Telecom Fraud Detection . . 528--542
Dawei Dai and
Yingge Liu and
Yutang Li and
Shiyu Fu and
Shuyin Xia and
Guoyin Wang LGRL: Local-Global Representation
Learning for On-the-Fly FG-SBIR . . . . 543--555
Shun Wang and
Yong Zhang and
Xuanqi Lin and
Yongli Hu and
Qingming Huang and
Baocai Yin Dynamic Hypergraph Structure Learning
for Multivariate Time Series Forecasting 556--567
Charline Bour and
Abir Elbeji and
Luigi De Giovanni and
Adrian Ahne and
Guy Fagherazzi ALTRUIST: a Python Package to Emulate a
Virtual Digital Cohort Study Using
Social Media Data . . . . . . . . . . . 568--575