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2019 IEEE International Conference on Big Data (Big Data)

Dec. 9 2019 to Dec. 12 2019

Los Angeles, CA, USA

ISBN: 978-1-7281-0858-2

Table of Contents

Cover LetterFreely available from IEEE.pp. c1-c1
Big Data 2019 Program CommitteeFreely available from IEEE.pp. i-x
Big Data 2019 Organization CommitteeFreely available from IEEE.pp. i-iii
Big Data 2019 Author IndexFreely available from IEEE.pp. i-xliii
Responsible Data ScienceFull-text access may be available. Sign in or learn about subscription options.pp. 1-1
by Lise Getoor
DataCommonsFull-text access may be available. Sign in or learn about subscription options.pp. 1-1
by Ramanathan Guha
Deception, Robustness and Trust in Big Data Fueled Deep Learning SystemsFull-text access may be available. Sign in or learn about subscription options.pp. 3-3
by Ling Liu
The new science of cause and effect, with reflections on data science and artificial intelligenceFull-text access may be available. Sign in or learn about subscription options.pp. 4-4
by Judea Pearl
Federated Recommendation SystemsFull-text access may be available. Sign in or learn about subscription options.pp. 1-1
by Yang Qiang
Uncertainty-Aware Opinion Inference Under Adversarial AttacksFull-text access may be available. Sign in or learn about subscription options.pp. 6-15
by Adil Alim, Xujiang Zhao, Jin-Hee Cho, Feng Chen
MindTheStep-AsyncPSGD: Adaptive Asynchronous Parallel Stochastic Gradient DescentFull-text access may be available. Sign in or learn about subscription options.pp. 16-25
by Karl Bäckström, Marina Papatriantafilou, Philippas Tsigas
SketchyCoreSVD: SketchySVD from Random Subsampling of the Data MatrixFull-text access may be available. Sign in or learn about subscription options.pp. 26-35
by Chandrajit Bajaj, Yi Wang, Tianming Wang
Explainable Authorship Verification in Social Media via Attention-based Similarity LearningFull-text access may be available. Sign in or learn about subscription options.pp. 36-45
by Benedikt Boenninghoff, Steffen Hessler, Dorothea Kolossa, Robert M. Nickel
Finding Stable Clustering for Noisy Data via Structure-Aware RepresentationFull-text access may be available. Sign in or learn about subscription options.pp. 46-55
by Huiyuan Chen, Jing Li
Restricted Recurrent Neural NetworksFull-text access may be available. Sign in or learn about subscription options.pp. 56-63
by Enmao Diao, Jie Ding, Vahid Tarokh
Parsimonious Morpheme Segmentation with an Application to Enriching Word EmbeddingsFull-text access may be available. Sign in or learn about subscription options.pp. 64-73
by Ahmed El-Kishky, Frank Xu, Aston Zhang, Jiawei Han
A Streaming model for Generalized Rayleigh with extension to Minimum Noise FractionFull-text access may be available. Sign in or learn about subscription options.pp. 74-83
by Soumyajit Gupta, Chandrajit Bajaj
Detecting Model Changes and their Early Warning Signals Using MDL Change StatisticsFull-text access may be available. Sign in or learn about subscription options.pp. 84-93
by So Hirai, Kenji Yamanishi
On the Global Convergence of Continuous–Time Stochastic Heavy–Ball Method for Nonconvex OptimizationFull-text access may be available. Sign in or learn about subscription options.pp. 94-104
by Wenqing Hu, Chris Junchi Li, Xiang Zhou
Mining News Events from Comparable News Corpora: A Multi-Attribute Proximity Network Modeling ApproachFull-text access may be available. Sign in or learn about subscription options.pp. 105-114
by Hyungsul Kim, Ahmed El-Kishky, Xiang Ren, Jiawei Han
On Relaxing Failing Queries over RDF DatabasesFull-text access may be available. Sign in or learn about subscription options.pp. 115-124
by Wafaa Mebrek, Badran Raddaoui, Mohamad Albilani
Infinite Dropout for training Bayesian models from data streamsFull-text access may be available. Sign in or learn about subscription options.pp. 125-134
by Van-Son Nguyen, Duc-Tung Nguyen, Linh Ngo Van, Khoat Than
Subspace Clustering with Active LearningFull-text access may be available. Sign in or learn about subscription options.pp. 135-144
by Hankui Peng, Nicos G. Pavlidis
CTC-Attention based Non-Parametric Inference Modeling for Clinical State ProgressionFull-text access may be available. Sign in or learn about subscription options.pp. 145-154
by Riazat Ryan, Handong Zhao, Ming Shao
xSVM: Scalable Distributed Kernel Support Vector Machine TrainingFull-text access may be available. Sign in or learn about subscription options.pp. 155-164
by Ruchi Shah, Shaoshuai Zhang, Ying Lin, Panruo Wu
HDMF: Hierarchical Data Modeling Framework for Modern Science Data StandardsFull-text access may be available. Sign in or learn about subscription options.pp. 165-179
by Andrew J. Tritt, Oliver Rübel, Benjamin Dichter, Ryan Ly, Donghe Kang, Edward F. Chang, Loren M. Frank, Kristofer Bouchard
Ordalia: Deep Learning Hyperparameter Search via Generalization Error Bounds ExtrapolationFull-text access may be available. Sign in or learn about subscription options.pp. 180-187
by Benedetto J. Buratti, Eli Upfal
Hierarchical Demand Forecasting for Factory Production of Perishable GoodsFull-text access may be available. Sign in or learn about subscription options.pp. 188-193
by Can Chen, Yijun Wang, Guoan Huang, Hui Xiong
Subsampled Information Criteria for Bayesian Model Selection in the Big Data SettingFull-text access may be available. Sign in or learn about subscription options.pp. 194-199
by Lijiang Geng, Yishu Xue, Guanyu Hu
An Interactive Data Quality Test Approach for Constraint Discovery and Fault DetectionFull-text access may be available. Sign in or learn about subscription options.pp. 200-205
by Hajar Homayouni, Sudipto Ghosh, Indrakshi Ray, Michael G Kahn
Activation Ensembles for Deep Neural NetworksFull-text access may be available. Sign in or learn about subscription options.pp. 206-214
by Diego Klabjan, Mark Harmon
Online Federated Multitask LearningFull-text access may be available. Sign in or learn about subscription options.pp. 215-220
by Rui Li, Fenglong Ma, Wenjun Jiang, Jing Gao
Sparse Block Regression (SBR) for Big Data with Categorical VariablesFull-text access may be available. Sign in or learn about subscription options.pp. 221-226
by Xiang Liu, Huyunting Huang, Ziyang Tang, Tonglin Zhang, Baijian Yang
Algorithms on Compressed Time-Evolving GraphsFull-text access may be available. Sign in or learn about subscription options.pp. 227-232
by Michael Nelson, Sridhar Radhakrishnan, Chandra N. Sekharan
Discovering Partial Periodic Spatial Patterns in Spatiotemporal DatabasesFull-text access may be available. Sign in or learn about subscription options.pp. 233-238
by R. Uday Kiran, C. Saideep, Koji Zettsu, Masashi Toyoda, Masaru Kitsuregawa, P. Krishna Reddy
Co-Representation Learning Framework For the Open-Set Data ClassificationFull-text access may be available. Sign in or learn about subscription options.pp. 239-244
by Zhuoyi Wang, Bo Dong, Yu Lin, Yigong Wang, Md Shihabul Islam, Latifur Khan
Mixture-based Multiple Imputation Model for Clinical Data with a Temporal DimensionFull-text access may be available. Sign in or learn about subscription options.pp. 245-252
by Ye Xue, Diego Klabjan, Yuan Luo
A discrete mathematics approach for large scale improvement in classification training timeFull-text access may be available. Sign in or learn about subscription options.pp. 253-259
by Sumedh Yadav, Mathis Bode
Diagnosis of Neural Network via Backward DeductionFull-text access may be available. Sign in or learn about subscription options.pp. 260-267
by Peifeng Yin, Lei Huang, Sunhwan Lee, Mu Qiao, Shubhi Asthana, Tagiga Nakamura
WiSer: A Highly Available HTAP DBMS for IoT ApplicationsFull-text access may be available. Sign in or learn about subscription options.pp. 268-277
by Ronald Barber, Christian Garcia-Arellano, Ronen Grosman, Guy Lohman, C. Mohan, Rene Muller, Hamid Pirahesh, Vijayshankar Raman, Richard Sidle, Adam Storm, Yuanyuan Tian, Pinar Tozun, Yingjun Wu
Progress-based Container Scheduling for Short-lived Applications in a Kubernetes ClusterFull-text access may be available. Sign in or learn about subscription options.pp. 278-287
by Yuqi Fu, Shaolun Zhang, Jose Terrero, Ying Mao, Guangya Liu, Sheng Li, Dingwen Tao
Finding Mutual X at WeChat-Scale Social Network in Ten MinituesFull-text access may be available. Sign in or learn about subscription options.pp. 288-297
by Conghui He, Shijie Sun, Benli Li, Xiaogang Tu, Donghai Yu
A Bicameralism Voting Framework for Combining Knowledge from Clients into Better PredictionFull-text access may be available. Sign in or learn about subscription options.pp. 298-306
by Yu-Tung Hsieh, Chuan-Yu Lee, Ching-Chi Lin, Pangfeng Liu, Jan-Jan Wu
Rapid Prototyping of Hierarchical Agglomerative Clustering Algorithms for Distributed SystemsFull-text access may be available. Sign in or learn about subscription options.pp. 307-316
by Saiyedul Islam, Navneet Goyal, Sundar Balasubramaniam, Poonam Goyal, Achal Agarwal, Kirti Singh Rathore, Nischay Singh
General-Purpose vs. Specialized Data Analytics Systems: A Game of ML & SQL ThronesFull-text access may be available. Sign in or learn about subscription options.pp. 317-326
by Evdokia Kassela, Nikodimos Provatas, Ioannis Konstantinou, Avrilia Floratou, Nectarios Koziris
D3N: A multi-layer cache for the rest of usFull-text access may be available. Sign in or learn about subscription options.pp. 327-338
by Emine Ugur Kaynar, Mania Abdi, Mohammad Hossein Hajkazemi, Ata Turk, Raja R. Sambasivan, David Cohen, Larry Rudolph, Peter Desnoyers, Orran Krieger
Auptimizer - an Extensible, Open-Source Framework for Hyperparameter TuningFull-text access may be available. Sign in or learn about subscription options.pp. 339-348
by Jiayi Liu, Samarth Tripathi, Unmesh Kurup, Mohak Shah
MultiLyra: Scalable Distributed Evaluation of Batches of Iterative Graph QueriesFull-text access may be available. Sign in or learn about subscription options.pp. 349-358
by Abbas Mazloumi, Xiaolin Jiang, Rajiv Gupta
AFrame: Extending DataFrames for Large-Scale Modern Data AnalysisFull-text access may be available. Sign in or learn about subscription options.pp. 359-371
by Phanwadee Sinthong, Michael J. Carey
pSPICE: Partial Match Shedding for Complex Event ProcessingFull-text access may be available. Sign in or learn about subscription options.pp. 372-382
by Ahmad Slo, Sukanya Bhowmik, Albert Flaig, Kurt Rothermel
TAZeR: Hiding the Cost of Remote I/O in Distributed Scientific WorkflowsFull-text access may be available. Sign in or learn about subscription options.pp. 383-394
by Joshua Suetterlein, Ryan D. Friese, Nathan R. Tallent, Malachi Schram
Mechanism Design for An Incentive-aware Blockchain-enabled Federated Learning PlatformFull-text access may be available. Sign in or learn about subscription options.pp. 395-403
by Kentaroh Toyoda, Allan N. Zhang
Novel Online Algorithms for Nonparametric Correlations with Application to Analyze Sensor DataFull-text access may be available. Sign in or learn about subscription options.pp. 404-412
by Wei Xiao
Elastic Executor Provisioning for Iterative Workloads on Apache SparkFull-text access may be available. Sign in or learn about subscription options.pp. 413-422
by Donglin Yang, Wei Rang, Dazhao Cheng, Yu Wang, Jiannan Tian, Dingwen Tao
Eirene: Improving Short Job Latency Performance with Coordinated Cold Data Migration and Scheduler-Aware Task CloningFull-text access may be available. Sign in or learn about subscription options.pp. 423-432
by Wei Zhou, K. Preston White, Hongfeng Yu
The OTree: Multidimensional Indexing with efficient data Sampling for HPCFull-text access may be available. Sign in or learn about subscription options.pp. 433-440
by Cesare Cugnasco, Hadrien Calmet, Pol Santamaria, Raül Sirvent, Ane Beatriz Eguzkitza, Guillaume Houzeaux, Yolanda Becerra, Jordi Torres, Jesus Labarta
Aves: A Decision Engine for Energy-efficient Stream Analytics across Low-power DevicesFull-text access may be available. Sign in or learn about subscription options.pp. 441-448
by Roshan Bharath Das, Marc X. Makkes, Alexandru Uta, Lin Wang, Henri Bal
Scaling Out Multi-Way Stream Joins using Optimized, Iterative ProbingFull-text access may be available. Sign in or learn about subscription options.pp. 449-456
by Manuel Dossinger, Sebastian Michel
Data Services with Bindaas: RESTful Interfaces for Diverse Data SourcesFull-text access may be available. Sign in or learn about subscription options.pp. 457-462
by Pradeeban Kathiravelu, Yusuf Nadir Saghar, Tushar Aggarwal, Ashish Sharma
DataCalc: Ad-hoc Analyses on Heterogeneous Data SourcesFull-text access may be available. Sign in or learn about subscription options.pp. 463-468
by Johannes Luong, Dirk Habich, Wolfgang Lehner
Investigating Edge vs. Cloud Computing Trade-offs for Stream ProcessingFull-text access may be available. Sign in or learn about subscription options.pp. 469-474
by Pedro Silva, Alexandru Costan, Gabriel Antoniu
Effectively Unified optimization for Large-scale Graph Community DetectionFull-text access may be available. Sign in or learn about subscription options.pp. 475-482
by Jianping Zeng, Hongfeng Yu
SubGraph2Vec: Highly-Vectorized Tree-like Subgraph CountingFull-text access may be available. Sign in or learn about subscription options.pp. 483-492
by Langshi Chen, Jiayu Li, Cenk Sahinalp, Madhav Marathe, Anil Vullikanti, Andrey Nikolaev, Egor Smirnov, Ruslan Israfilov, Judy Qiu
NIOBE: An Intelligent I/O Bridging Engine for Complex and Distributed WorkflowsFull-text access may be available. Sign in or learn about subscription options.pp. 493-502
by Kun Feng, Hariharan Devarajan, Anthony Kougkas, Xian-He Sun
NetDyna: Mining Networked Coevolving Time Series with Missing ValuesFull-text access may be available. Sign in or learn about subscription options.pp. 503-512
by Hairi, Hanghang Tong, Lei Ying
G-Finder: Approximate Attributed Subgraph MatchingFull-text access may be available. Sign in or learn about subscription options.pp. 513-522
by Lihui Liu, Boxin Du, Jiejun xu, Hanghang Tong
Experimental Evaluation of Bounded-Depth LSM Merge PoliciesFull-text access may be available. Sign in or learn about subscription options.pp. 523-532
by Qizhong Mao, Steven Jacobs, Waleed Amjad, Vagelis Hristidis, Vassilis J. Tsotras, Neal E. Young
Generalizing Design of Support Measures for Counting Frequent Patterns in GraphsFull-text access may be available. Sign in or learn about subscription options.pp. 533-542
by Jinghan Meng, Napath Pitaksirianan, Yicheng Tu
Multivariate Long-Term State Forecasting in Cyber-Physical Systems: A Sequence to Sequence ApproachFull-text access may be available. Sign in or learn about subscription options.pp. 543-552
by Nikhil Muralidhar, Sathappan Muthiah, Kiyoshi Nakayama, Ratnesh Sharma, Naren Ramakrishnan
Semi-supervised Learning over Streaming Data using MOAFull-text access may be available. Sign in or learn about subscription options.pp. 553-562
by Minh Huong Le Nguyen, Heitor Murilo Gomes, Albert Bifet
Understanding Spatio-Temporal Urban ProcessesFull-text access may be available. Sign in or learn about subscription options.pp. 563-572
by Lais M. A. Rocha, Aline Bessa, Fernando Chirigati, Eugene OFriel, Mirella M. Moro, Juliana Freire
VulnerCheck: A Content-Agnostic Detector for Online Hatred-Vulnerable VideosFull-text access may be available. Sign in or learn about subscription options.pp. 573-582
by Lanyu Shang, Daniel Yue Zhang, Michael Wang, Dong Wang
CS*: Approximate Query Processing on Big Data using Scalable Join Correlated Sample SynopsisFull-text access may be available. Sign in or learn about subscription options.pp. 583-592
by Feng Yu, Wen-Chi Hou
Incremental and Adaptive Feature Exploration over Time Series StreamFull-text access may be available. Sign in or learn about subscription options.pp. 593-602
by Jingwei Zuo, Karine Zeitouni, Yehia Taher
Cluster-based Computation of Exact Betweenness Centrality in Large Undirected GraphsFull-text access may be available. Sign in or learn about subscription options.pp. 603-608
by Cecile Daniel, Angelo Furno, Eugenio Zimeo
Engineering a Parallel Δ-stepping AlgorithmFull-text access may be available. Sign in or learn about subscription options.pp. 609-616
by Erika Duriakova, Deepak Ajwani, Neil Hurley
Approximate Querying for the Property Graph Language CypherFull-text access may be available. Sign in or learn about subscription options.pp. 617-622
by George Fletcher, Alexandra Poulovassilis, Petra Selmer, Peter T. Wood
Fast Record Linkage for Company EntitiesFull-text access may be available. Sign in or learn about subscription options.pp. 623-630
by Thomas Gschwind, Christoph Miksovic, Julian Minder, Katsiaryna Mirylenka, Paolo Scotton
GRADI: Towards Group Recommendation Using Attentive Dual Top-Down and Bottom-Up InfluencesFull-text access may be available. Sign in or learn about subscription options.pp. 631-636
by Zhixiang He, Chi-Yin Chow, Jia-Dong Zhang, Ning Li
A Scalable Algorithm for Multi-class Support Vector Machine on Geo-Distributed DatasetsFull-text access may be available. Sign in or learn about subscription options.pp. 637-642
by Tasnim Kabir, Muhammad Abdullah Adnan
Analysis of Evolutionary Behavior in Self-Learning Media Search EnginesFull-text access may be available. Sign in or learn about subscription options.pp. 643-650
by Nikki Lijing Kuang, Leung Clement H.C.
Enhanced Alternate Action Recommender System Using Recurrent Patterns and Fault Detection System for Smart Home UsersFull-text access may be available. Sign in or learn about subscription options.pp. 651-656
by Prabhat Mishra, Suresh Kumar Gudla, Amogha D ShanBhag, Joy Bose
Learning Data Transformations with Minimal User EffortFull-text access may be available. Sign in or learn about subscription options.pp. 657-664
by Minh Pham, Craig A. Knoblock, Jay Pujara
SENSE: Semantically Enhanced Node Sequence EmbeddingFull-text access may be available. Sign in or learn about subscription options.pp. 665-670
by Swati Rallapalli, Liang Ma, Mudhakar Srivatsa, Ananthram Swami, Heesung Kwon, Graham Bent, Christopher Simpkin
Aggregate Query Prediction under Dynamic WorkloadsFull-text access may be available. Sign in or learn about subscription options.pp. 671-676
by Fotis Savva, Christos Anagnostopoulos, Peter Triantafillou
IProWA: A Novel Probabilistic Graphical Model for Crowdsourcing AggregationFull-text access may be available. Sign in or learn about subscription options.pp. 677-682
by Tianqi Wang, Houping Xiao, Fenglong Ma, Jing Gao
Online Feature Selection with Capricious Streaming Features: A General FrameworkFull-text access may be available. Sign in or learn about subscription options.pp. 683-688
by Di Wu, Yi He, Xin Luo, Mingsheng Shang, Xindong Wu
Performance Optimization of SpMV on SparkFull-text access may be available. Sign in or learn about subscription options.pp. 689-694
by Kun Xie, Che-Rung Lee, Feng-Yuan Liu
Deep Multi-Head Attention Network for Aspect-Based Sentiment AnalysisFull-text access may be available. Sign in or learn about subscription options.pp. 695-700
by Danfeng Yan, Jiyuan Chen, Jianfei Cui, Ao Shan, Wenting Shi
Index Based Efficient Algorithms For Closest Community SearchFull-text access may be available. Sign in or learn about subscription options.pp. 701-710
by Esra Akbas
Local Search for Group Closeness Maximization on Big GraphsFull-text access may be available. Sign in or learn about subscription options.pp. 711-720
by Eugenio Angriman, Alexander van der Grinten, Henning Meyerhenke
Collaborative Ranking Tags and Items via Cross-domain RecommendationFull-text access may be available. Sign in or learn about subscription options.pp. 721-730
by Huiyuan Chen, Jing Li
Collective Tensor Completion with Multiple Heterogeneous Side InformationFull-text access may be available. Sign in or learn about subscription options.pp. 731-740
by Huiyuan Chen, Jing Li
Adapted Tree Boosting for Transfer LearningFull-text access may be available. Sign in or learn about subscription options.pp. 741-750
by Wenjing Fang, Chaochao Chen, Bowen Song, Li Wang, Jun Zhou, Kenny Q. Zhu
SIM: Open-World Multi-Task Stream Classifier with Integral Similarity MetricsFull-text access may be available. Sign in or learn about subscription options.pp. 751-760
by Yang Gao, Yi-Fan Li, Bo Dong, Yu Lin, Latifur Khan
Feature Scoring using Tree-Based Ensembles for Evolving Data StreamsFull-text access may be available. Sign in or learn about subscription options.pp. 761-769
by Heitor Murilo Gomes, Rodrigo Fernandes de Mello, Bernhard Pfahringer, Albert Bifet
Towards Interpretable Graph Modeling with Vertex Replacement GrammarsFull-text access may be available. Sign in or learn about subscription options.pp. 770-779
by Justus Hibshman, Satyaki Sikdar, Tim Weninger
Clustered Hierarchical Entropy-Scaling Search of Astronomical and Biological DataFull-text access may be available. Sign in or learn about subscription options.pp. 780-789
by Najib Ishaq, George Student, Noah M. Daniels
Multi-step Forecasting via Multi-task LearningFull-text access may be available. Sign in or learn about subscription options.pp. 790-799
by Shayan Jawed, Ahmed Rashed, Lars Schmidt-Thieme
Data Context Adaptation for Accurate Recommendation with Additional InformationFull-text access may be available. Sign in or learn about subscription options.pp. 800-809
by Hyunsik Jeon, Bonhun Koo, U Kang
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