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2021 IEEE International Conference on Big Data (Big Data)

Dec. 15 2021 to Dec. 18 2021

Orlando, FL, USA

ISBN: 978-1-6654-3902-2

Table of Contents

Big Data 2021 Organization CommitteeFreely available from IEEE.pp. i-xvi
[Copyright notice]Freely available from IEEE.pp. c1-c3
Program CommitteeFreely available from IEEE.pp. i-xviii
Author IndexFreely available from IEEE.pp. i-lviii
Database Systems and Information Management – Trends and a VisionFull-text access may be available. Sign in or learn about subscription options.pp. 1-2
Towards Trustworthy Data ScienceFull-text access may be available. Sign in or learn about subscription options.pp. 3-4
Building towards a Responsible Data EconomyFull-text access may be available. Sign in or learn about subscription options.pp. 5-5
Machine learning for robot locomotion: Grounded simulation learning and adaptive planner parameter learningFull-text access may be available. Sign in or learn about subscription options.pp. 6-6
Context-Aware Graph Convolutional Network for Dynamic Origin-Destination PredictionFull-text access may be available. Sign in or learn about subscription options.pp. 1718-1724
by Juan Nathaniel, Baihua Zheng
Does Dataset Complexity Matters for Model Explainers?Full-text access may be available. Sign in or learn about subscription options.pp. 5257-5265
by José Ribeiro, Raíssa Silva, Lucas Cardoso, Ronnie Alves
Active Learning with Numerical Feature AnnotationFull-text access may be available. Sign in or learn about subscription options.pp. 5107-5115
by Zhiye Fu, Hsing-Kuo Pao, Jiabin He
Compliance with Stay-at-Home Orders During COVID-19Full-text access may be available. Sign in or learn about subscription options.pp. 4323-4326
by Colin Berry
Identifying Protection Motivation Theory Factors that Influence Smartphone Security MeasuresFull-text access may be available. Sign in or learn about subscription options.pp. 3353-3359
by Marvin Schneider, Shawon Rahman
Adversarial representation learning for synthetic replacement of private attributesFull-text access may be available. Sign in or learn about subscription options.pp. 1291-1299
by John Martinsson, Edvin Listo Zec, Daniel Gillblad, Olof Mogren
Mi YouTube es Su YouTube? Analyzing the Cultures using YouTube Thumbnails of Popular VideosFull-text access may be available. Sign in or learn about subscription options.pp. 4999-5006
by Songyang Zhang, Tolga Aktas, Jiebo Luo
Weather radar echo prediction method based on recurrent convolutional neural networkFull-text access may be available. Sign in or learn about subscription options.pp. 909-916
by Xiajiong Shen, Kunying Meng, Daojun Han, Kai Zhai, Lei Zhang
Graph Classification with Minimum DFS Code: Improving Graph Neural Network ExpressivityFull-text access may be available. Sign in or learn about subscription options.pp. 5133-5142
by Jhalak Gupta, Arijit Khan
cgSpan: Closed Graph-Based Substructure Pattern MiningFull-text access may be available. Sign in or learn about subscription options.pp. 4989-4998
by Zevin Shaul, Sheikh Naaz
Building Graphs at a Large Scale: Union Find ShuffleFull-text access may be available. Sign in or learn about subscription options.pp. 4146-4152
by Saigopal Thota, Mridul Jain, Nishad Kamat, Saikiran Malikireddy, Pruthvi Raj Eranti, Albin Kuruvilla
Keyword-based Topic Modeling and Keyword SelectionFull-text access may be available. Sign in or learn about subscription options.pp. 1148-1154
by Xingyu Wang, Lida Zhang, Diego Klabjan
Supporting Data Compression in PnetCDFFull-text access may be available. Sign in or learn about subscription options.pp. 86-97
by Kaiyuan Hou, Qiao Kang, Sunwoo Lee, Ankit Agrawal, Alok Choudhary, Wei-keng Liao
Knowledge Graph Representation via Hierarchical Hyperbolic Neural Graph EmbeddingFull-text access may be available. Sign in or learn about subscription options.pp. 540-549
by Shen Wang, Xiaokai Wei, Cicero Nogueira Dos Santos, Zhiguo Wang, Ramesh Nallapati, Andrew Arnold, Philip S. Yu
An efficient and flexible inference system for serving heterogeneous ensembles of deep neural networksFull-text access may be available. Sign in or learn about subscription options.pp. 5225-5232
by Pierrick Pochelu, Serge G. Petiton, Bruno Conche
Scaling the monitoring of approximate top-k queries in streaming windowsFull-text access may be available. Sign in or learn about subscription options.pp. 181-189
by Víctor Rampérez, Shima Zahmatkesh, Emanuele Della Valle
The Influence of Social Factors on Mental Health and Wellbeing during the COVID-19 PandemicFull-text access may be available. Sign in or learn about subscription options.pp. 2818-2827
by Alex Sartain, Mahmoud El-Haj
Temporal Pattern Recognition in Graph Data StructuresFull-text access may be available. Sign in or learn about subscription options.pp. 2753-2763
by Pietro Daverio, Hassan Nazeer Chaudhry, Alessandro Margara, Matteo Rossi
Unsupervised Learning for Identifying High Eigenvector Centrality Nodes: A Graph Neural Network ApproachFull-text access may be available. Sign in or learn about subscription options.pp. 4945-4954
by Appan Rakaraddi, Mahardhika Pratama
An Effective, Robust and Fairness-aware Hate Speech Detection FrameworkFull-text access may be available. Sign in or learn about subscription options.pp. 687-697
by Guanyi Mou, Kyumin Lee
Study on prediction model of stroke risk based on decision tree and regression modelFull-text access may be available. Sign in or learn about subscription options.pp. 4798-4801
by Yunfan Liu, Baoying Ma, Yan Wang
Multi-Source Domain Adaptation with Weak Supervision for Early Fake News DetectionFull-text access may be available. Sign in or learn about subscription options.pp. 668-676
by Yichuan Li, Kyumin Lee, Nima Kordzadeh, Brenton Faber, Cameron Fiddes, Elaine Chen, Kai Shu
Improving Brain Dysfunction Prediction by GAN: A Functional-Connectivity Generator ApproachFull-text access may be available. Sign in or learn about subscription options.pp. 1514-1522
by Da Yan, Shengbin Wu, Mirza Tanzim Sami, Abdullateef Almudaifer, Zhe Jiang, Haiquan Chen, D. Rangaprakash, Gopikrishna Deshpande, Yueen Ma
A Big Data Experiment to Evaluate the Effectiveness of Traditional Machine Learning Techniques Against LSTM Neural Networks in the Hotels Clients Opinion MiningFull-text access may be available. Sign in or learn about subscription options.pp. 5199-5208
by Thiago de Oliveira Lima, Methanias Colaço, Kleber H. de J. Prado, Israel Dias de J., Frederico Resende de Oliveira
Context Integrated Relational Spatio-Temporal Resource ForecastingFull-text access may be available. Sign in or learn about subscription options.pp. 1359-1368
by Hongjie Chen, Ryan A. Rossi, Kanak Mahadik, Hoda Eldardiry
Object Interaction Recommendation with Multi-Modal Attention-based Hierarchical Graph Neural NetworkFull-text access may be available. Sign in or learn about subscription options.pp. 295-305
by Huijuan Zhang, Lipeng Liang, Dongqing Wang
HAMLET: Hierarchical Attention-based Model with muLti-task sElf-Training for user profilingFull-text access may be available. Sign in or learn about subscription options.pp. 500-509
by Fuxin Ren, Zhongbao Zhang, Yang Yan, Zhi Wang, Sen Su, Philip S. Yu
Tarema: Adaptive Resource Allocation for Scalable Scientific Workflows in Heterogeneous ClustersFull-text access may be available. Sign in or learn about subscription options.pp. 65-75
by Jonathan Bader, Lauritz Thamsen, Svetlana Kulagina, Jonathan Will, Henning Meyerhenke, Odej Kao
c-Eval: A Unified Metric to Evaluate Feature-based Explanations via PerturbationFull-text access may be available. Sign in or learn about subscription options.pp. 927-937
by Minh N. Vu, Truc D. Nguyen, NhatHai Phan, Ralucca Gera, My T. Thai
Scalable Data Management on Hybrid Memory System for Deep Neural Network ApplicationsFull-text access may be available. Sign in or learn about subscription options.pp. 1470-1480
by Wei Rang, Donglin Yang, Zhimin Li, Dazhao Cheng
Drivable Area Detection Using Deep Learning Models for Autonomous DrivingFull-text access may be available. Sign in or learn about subscription options.pp. 5233-5238
by Donghao Qiao, Farhana Zulkernine
A Multi-Platform Analysis of Political News Discussion and Sharing on Web CommunitiesFull-text access may be available. Sign in or learn about subscription options.pp. 1481-1492
by Yuping Wang, Savvas Zannettou, Jeremy Blackburn, Barry Bradlyn, Emiliano De Cristofaro, Gianluca Stringhini
Rank over Class: The Untapped Potential of Ranking in Natural Language ProcessingFull-text access may be available. Sign in or learn about subscription options.pp. 3950-3959
by Amir Atapour-Abarghouei, Stephen Bonner, Andrew Stephen McGough
Latent Learning with pyroMind.2020Full-text access may be available. Sign in or learn about subscription options.pp. 4624-4627
by Vyacheslav Romanov
An Analysis of Relation Extraction within Sentences from Wet Lab ProtocolsFull-text access may be available. Sign in or learn about subscription options.pp. 562-570
by Xianjun Yang, Xinlu Zhang, Julia Zuo, Stephen Wilson, Linda Petzold
Is Systematic Data Sharding able to Stabilize Asynchronous Parameter Server Training?Full-text access may be available. Sign in or learn about subscription options.pp. 1092-1101
by Nikodimos Provatas, Ioannis Konstantinou, Nectarios Koziris
Multimodality Data Fusion for COVID-19 DiagnosisFull-text access may be available. Sign in or learn about subscription options.pp. 4659-4666
by Arun Chauhan, Jagadish D N, Lakshman Mahto
Model-Centric and Data-Centric Aspects of Active Learning for Deep Neural NetworksFull-text access may be available. Sign in or learn about subscription options.pp. 5053-5062
by John Daniel Bossér, Erik Sörstadius, Morteza Haghir Chehreghani
TTERCL: An onSite Real-time Alarm Root-Cause Location AlgorithmFull-text access may be available. Sign in or learn about subscription options.pp. 4852-4858
by Jianbing Ding, Xidong Wang, Xiaozhou Ye, Ye Ouyang, Yuanyuan Chai
Overcoming Rare-Language Discrimination in Multi-Lingual Sentiment AnalysisFull-text access may be available. Sign in or learn about subscription options.pp. 5185-5192
by Jasmin Lampert, Christoph H. Lampert
RStream: Simple and Efficient Batch and Stream Processing at ScaleFull-text access may be available. Sign in or learn about subscription options.pp. 2764-2774
by Alessio Fino, Alessandro Margara, Gianpaolo Cugola, Marco Donadoni, Edoardo Morassutto
Graph Compression NetworksFull-text access may be available. Sign in or learn about subscription options.pp. 1030-1036
by Ting Guo, Xingquan Zhu, Yang Wang, Fang Chen
A Simple Approach to Balance Task Loss in Multi-Task LearningFull-text access may be available. Sign in or learn about subscription options.pp. 812-823
by Sicong Liang, Chang Deng, Yu Zhang
Logit-based Uncertainty Measure in ClassificationFull-text access may be available. Sign in or learn about subscription options.pp. 948-956
by Huiyu Wu, Diego Klabjan
End-to-End Performance Optimization for Training Streaming Convolutional Neural Networks using Billion-Pixel Whole-Slide ImagesFull-text access may be available. Sign in or learn about subscription options.pp. 1127-1137
by Liang-Wei Tao, An-Fong Hwu, Yu-Jen Huang, Chi-Chung Chen, Chao-Yuan Yeh, Shih-Hao Hung
LCTL: Lightweight Compression Template LibraryFull-text access may be available. Sign in or learn about subscription options.pp. 2966-2975
by Juliana Hildebrandt, André Berthold, Dirk Habich, Wolfgang Lehner
Non-Parallel Text Style Transfer using Self-Attentional Discriminator as SupervisorFull-text access may be available. Sign in or learn about subscription options.pp. 416-426
by Kuan Feng, Yanmin Zhu, Jiadi Yu
Communication efficient distributed learning of neural networks in Big Data environments using SparkFull-text access may be available. Sign in or learn about subscription options.pp. 3871-3877
by Fouad Alkhoury, Dennis Wegener, Karl-Heinz Sylla, Michael Mock
Impact of Attention on Adversarial Robustness of Image Classification ModelsFull-text access may be available. Sign in or learn about subscription options.pp. 3013-3019
by Prachi Agrawal, Narinder Singh Punn, Sanjay Kumar Sonbhadra, Sonali Agarwal
Deep Neural Network to Tradeoff between Accuracy and Diversity in a News Recommender SystemFull-text access may be available. Sign in or learn about subscription options.pp. 5246-5256
by Shaina Raza, Chen Ding
Discovering Top-k Spatial High Utility Itemsets in Very Large Quantitative Spatiotemporal databasesFull-text access may be available. Sign in or learn about subscription options.pp. 4925-4935
by Pradeep Pallikila, P. Veena, R. Uday Kiran, Ram Avatar, Sadanori Ito, Koji Zettsu, P. Krishna Reddy
Clustered Hierarchical Anomaly and Outlier Detection AlgorithmsFull-text access may be available. Sign in or learn about subscription options.pp. 5163-5174
by Najib Ishaq, Thomas J. Howard, Noah M. Daniels
Automatic Identification of Teachers in Social Media using Positive Unlabeled LearningFull-text access may be available. Sign in or learn about subscription options.pp. 643-652
by Hamid Karimi, Jiliang Tang, Xochitl Weiss, Jiangtao Huang
Achieving Differential Privacy in Vertically Partitioned Multiparty LearningFull-text access may be available. Sign in or learn about subscription options.pp. 5474-5483
by Depeng Xu, Shuhan Yuan, Xintao Wu
FedLess: Secure and Scalable Federated Learning Using Serverless ComputingFull-text access may be available. Sign in or learn about subscription options.pp. 164-173
by Andreas Grafberger, Mohak Chadha, Anshul Jindal, Jianfeng Gu, Michael Gerndt
Continual Neural Network Model RetrainingFull-text access may be available. Sign in or learn about subscription options.pp. 1163-1171
by Xiaofeng Zhu, Diego Klabjan
Fairness-aware Bandit-based RecommendationFull-text access may be available. Sign in or learn about subscription options.pp. 1273-1278
by Wen Huang, Kevin Labille, Xintao Wu, Dongwon Lee, Neil Heffernan
Asynchronous Federated Learning for Sensor Data with Concept DriftFull-text access may be available. Sign in or learn about subscription options.pp. 4822-4831
by Yujing Chen, Zheng Chai, Yue Cheng, Huzefa Rangwala
Hidden Buyer Identification in Darknet Markets via Dirichlet Hawkes ProcessFull-text access may be available. Sign in or learn about subscription options.pp. 581-589
by Panpan Zheng, Shuhan Yuan, Xintao Wu, Yubao Wu
REFORM: Fast and Adaptive Solution for Subteam ReplacementFull-text access may be available. Sign in or learn about subscription options.pp. 350-358
by Zhaoheng Li, Xinyu Pi, Mingyuan Wu, Hanghang Tong
On Exploring Attention-based Explanation for Transformer Models in Text ClassificationFull-text access may be available. Sign in or learn about subscription options.pp. 1193-1203
by Shengzhong Liu, Franck Le, Supriyo Chakraborty, Tarek Abdelzaher
Modeling Influenza with a Forest Deep Neural Network Utilizing a Virtualized Clinical Semantic NetworkFull-text access may be available. Sign in or learn about subscription options.pp. 4753-4760
by Fuad Rahman, Abrar Rahman, AKM Shahariar Azad Rabby, Md Jamiur Rahman Rifat, Mridul Banik, Md. Majedul Islam, Aminul Islam, Nor Azriah Aziz, Rick Meyer, John Kriak, Sidney Goldblatt
Towards building a Bangla text recognition solution with a Multi-Headed CNN architectureFull-text access may be available. Sign in or learn about subscription options.pp. 1061-1067
by Md. Majedul Islam, Avishek Das, Ibna Kowsar, A K M Shahariar Azad Rabby, Nazmul Hasan, Fuad Rahman
MixNN: Combating Noisy Labels in Deep Learning by Mixing with Nearest NeighborsFull-text access may be available. Sign in or learn about subscription options.pp. 847-856
by Yangdi Lu, Wenbo He
On Minimal and Maximal High Utility Itemsets Mining using Propositional SatisfiabilityFull-text access may be available. Sign in or learn about subscription options.pp. 622-628
by Amel Hidouri, Said Jabbour, Imen Ouled Dlala, Badran Raddaoui
Point cloud indexing using Big Data technologiesFull-text access may be available. Sign in or learn about subscription options.pp. 109-119
by Kevin Kocon, Pascal Bormann
Detection of Newly Registered Malicious Domains through Passive DNSFull-text access may be available. Sign in or learn about subscription options.pp. 3360-3369
by Marcos Rogério Silveira, Leandro Marcos da Silva, Adriano Mauro Cansian, Hugo Koji Kobayashi
Node-Polysemy Aware Recommendation by Matrix Completion with Side InformationFull-text access may be available. Sign in or learn about subscription options.pp. 636-642
by Bo Hui, Da Yan, Wei-Shinn Ku
WikiContradiction: Detecting Self-Contradiction Articles on WikipediaFull-text access may be available. Sign in or learn about subscription options.pp. 427-436
by Cheng Hsu, Cheng-Te Li, Diego Saez-Trumper, Yi-Zhan Hsu
Analyzing Data Selection Techniques with Tools from the Theory of Information LossesFull-text access may be available. Sign in or learn about subscription options.pp. 7-16
by Brandon Foggo, Nanpeng Yu
Scalable Approaches to Selecting Key Entities in Large Networked Infrastructure SystemsFull-text access may be available. Sign in or learn about subscription options.pp. 1731-1738
by Arun V Sathanur, Arif Khan
Glance: A Generative Approach to Interactive Visualization of Voluminous Satellite ImageryFull-text access may be available. Sign in or learn about subscription options.pp. 359-367
by Saptashwa Mitra, Daniel Rammer, Shrideep Pallickara, Sangmi Lee Pallickara
Proposing an Interactive Audit Pipeline for Visual Privacy ResearchFull-text access may be available. Sign in or learn about subscription options.pp. 1249-1255
by Jasmine DeHart, Chenguang Xu, Christan Grant, Lisa Egede
Financial Forecasting with Clustering Guided ModelingFull-text access may be available. Sign in or learn about subscription options.pp. 3267-3273
by Urjitkumar Patel, Lisa Kim, Antony Papadimitriou
cSmartML: A Meta Learning-Based Framework for Automated Selection and Hyperparameter Tuning for ClusteringFull-text access may be available. Sign in or learn about subscription options.pp. 1119-1126
by Radwa ElShawi, Hudson Lekunze, Sherif Sakr
Analysis of Preprocessing Techniques, Keras Tuner, and Transfer Learning on Cloud Street image dataFull-text access may be available. Sign in or learn about subscription options.pp. 4165-4168
by Sharmad Joshi, Jessie Ann Owens, Shlok Shah, Thilanka Munasinghe
Joint time-series learning framework for maximizing purchase order renewalsFull-text access may be available. Sign in or learn about subscription options.pp. 4547-4550
by Shubhi Asthana, Pawan Chowdhary, Indervir Singh Banipal, Shikhar Kwatra, Taiga Nakamura
Pre-training Recommender Systems via Reinforced Attentive Multi-relational Graph Neural NetworkFull-text access may be available. Sign in or learn about subscription options.pp. 457-468
by Xiaohan Li, Zhiwei Liu, Stephen Guo, Zheng Liu, Hao Peng, Philip S. Yu, Kannan Achan
Machine Learning Assisted Troubleshooting FlowsFull-text access may be available. Sign in or learn about subscription options.pp. 5291-5300
by Heng-Ru May Tan, Lisa Pham
AI Tool with Active Learning for Detection of Rural Roadside Safety FeaturesFull-text access may be available. Sign in or learn about subscription options.pp. 5317-5326
by Hong Yi, Chris Bizon, David Borland, Matthew Watson, Matthew Satusky, Robert Rittmuller, Randa Radwan, Raghavan Srinivasan, Ashok Krishnamurthy
Hierarchical MultiClass AdaBoostFull-text access may be available. Sign in or learn about subscription options.pp. 5063-5070
by Charalampos Chelmis, Wenting Qi
Improving Algorithmic Decision–Making in the Presence of Untrustworthy Training DataFull-text access may be available. Sign in or learn about subscription options.pp. 1102-1108
by Wenting Qi, Charalampos Chelmis
Scalable Outlier Detection Using Distance ProjectionsFull-text access may be available. Sign in or learn about subscription options.pp. 4431-4440
by Jin Cao, Rui Hu
InterpretableSAD: Interpretable Anomaly Detection in Sequential Log DataFull-text access may be available. Sign in or learn about subscription options.pp. 1183-1192
by Xiao Han, He Cheng, Depeng Xu, Shuhan Yuan
Understanding User Topic Preferences across Multiple Social NetworksFull-text access may be available. Sign in or learn about subscription options.pp. 590-599
by Ziqing Zhu, Jiuxin Cao, Tao Zhou, Huiyu Min, Bo Liu
Optimizing Performance of Parallel I/O Accesses to Non-contiguous Blocks in Multiple Array VariablesFull-text access may be available. Sign in or learn about subscription options.pp. 98-108
by Qiao Kang, Scot Breitenfeld, Kaiyuan Hou, Wei-keng Liao, Robert Ross, Suren Byna
Target-dependent Event Detection: A New Task to Event Extraction from NewsFull-text access may be available. Sign in or learn about subscription options.pp. 571-580
by Tiantian Zhang, Xin Mao, Dejian Li, Meirong Ma, Hao Yuan, Jianchao Zhu, Man Lan
CONAN: Contrastive Fusion Networks for Multi-view ClusteringFull-text access may be available. Sign in or learn about subscription options.pp. 653-660
by Guanzhou Ke, Zhiyong Hong, Zhiqiang Zeng, Zeyi Liu, Yangjie Sun, Yannan Xie
An Explainable Person-Job Fit Model Incorporating Structured InformationFull-text access may be available. Sign in or learn about subscription options.pp. 3571-3579
by Yunchong Zhang, Baisong Liu, Jiangbo Qian, Jiangcheng Qin, Xueyuan Zhang, Xueyong Jiang
Co-Prediction of Multimodal Transportation Demands With Self-learned Spatial DependenceFull-text access may be available. Sign in or learn about subscription options.pp. 824-833
by Mingzhe Liu, Bowen Du, Leilei Sun
Optimal Branch Location for Cost-effective Inference on BranchynetFull-text access may be available. Sign in or learn about subscription options.pp. 5071-5080
by Chang-Han Chiang, Pangfeng Liu, Da-Wei Wang, Ding-Yong Hong, Jan-Jan Wu
TransJury: Towards Explainable Transfer Learning through Selection of Layers from Deep Neural NetworksFull-text access may be available. Sign in or learn about subscription options.pp. 978-984
by Md Adnan Arefeen, Sumaiya Tabassum Nimi, Md Yusuf Sarwar Uddin, Yugyung Lee
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