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2017 IEEE International Conference on Big Data (Big Data)

Dec. 11 2017 to Dec. 14 2017

Boston, MA, USA

Table of Contents

IEEE Big Data 2017 welcome message from the organizersFreely available from IEEE.pp. 1-2
Committee membersFreely available from IEEE.pp. 1-2
Program committeeFreely available from IEEE.pp. 1-14
[Copyright notice]Freely available from IEEE.pp. 1-1
Author indexFreely available from IEEE.pp. 1-32
Human-in-the-loop applied machine learningFull-text access may be available. Sign in or learn about subscription options.pp. 1-1
by Carla E. Brodley
A more open efficient future for AI development and data science with an introduction to JuliaFull-text access may be available. Sign in or learn about subscription options.pp. 2-2
by Alan Edelman
Contextual reinforcement learningFull-text access may be available. Sign in or learn about subscription options.pp. 3-3
by John Langford
Large-scale graph representation learningFull-text access may be available. Sign in or learn about subscription options.pp. 4-4
by Jure Leskovec
Being “BYTES-oriented” in HPC leads to an open big data/AI ecosystem and further advances into the post-moore eraFull-text access may be available. Sign in or learn about subscription options.pp. 5-5
by Satoshi Matsuoka
TextScope: Enhance human perception via text miningFull-text access may be available. Sign in or learn about subscription options.pp. 6-6
by ChengXiang Zhai
Collective subjective logic: Scalable uncertainty-based opinion inferenceFull-text access may be available. Sign in or learn about subscription options.pp. 7-16
by Feng Chen, Chunpai Wang, Jin-Hee Cho
Quality-aware aggregation & predictive analytics at the edgeFull-text access may be available. Sign in or learn about subscription options.pp. 17-26
by Natascha Harth, Christos Anagnostopoulos
Robust multi-label semi-supervised classificationFull-text access may be available. Sign in or learn about subscription options.pp. 27-36
by Sheng Li, Yun Fu
Lifelong multi-task multi-view learning using latent spacesFull-text access may be available. Sign in or learn about subscription options.pp. 37-46
by Xiaoli Li, Sai Nivedita Chandrasekaran, Jun Huan
Compact multi-class boosted treesFull-text access may be available. Sign in or learn about subscription options.pp. 47-56
by Natalia Ponomareva, Thomas Colthurst, Gilbert Hendry, Salem Haykal, Soroush Radpour
Constraint-aware dynamic truth discovery in big data social media sensingFull-text access may be available. Sign in or learn about subscription options.pp. 57-66
by Daniel Yue Zhang, Dong Wang, Yang Zhang
Standardizing big earth datacubesFull-text access may be available. Sign in or learn about subscription options.pp. 67-73
by Peter Baumann
Enhancing data quality by cleaning inconsistent big RDF dataFull-text access may be available. Sign in or learn about subscription options.pp. 74-79
by Salima Benbernou, Mourad Ouziri
Iterative matrix correlation for bisection clusteringFull-text access may be available. Sign in or learn about subscription options.pp. 80-87
by Byron J. Gao, Robert Tung, Yong Yang
Entropic determinants of massive matricesFull-text access may be available. Sign in or learn about subscription options.pp. 88-93
by Diego Granziol, Stephen Roberts
Big active learningFull-text access may be available. Sign in or learn about subscription options.pp. 94-101
by Er-Chen Huang, Hsing-Kuo Pao, Yuh-Jye Lee
A novel approach to optimization of iterative machine learning algorithms: Over heap structureFull-text access may be available. Sign in or learn about subscription options.pp. 102-109
by Hasan Kurban, Mehmet M. Dalkilic
Multi-view graph learning with adaptive label propagationFull-text access may be available. Sign in or learn about subscription options.pp. 110-115
by Sheng Li, Hongfu Liu, Zhiqiang Tao, Yun Fu
Exponential random graph models with big networks: Maximum pseudolikelihood estimation and the parametric bootstrapFull-text access may be available. Sign in or learn about subscription options.pp. 116-121
by Christian S. Schmid, Bruce A. Desmarais
Automated industry classification with deep learningFull-text access may be available. Sign in or learn about subscription options.pp. 122-129
by Sam Wood, Rohit Muthyala, Yi Jin, Yixing Qin, Nilaj Rukadikar, Amit Rai, Hua Gao
Jointly optimizing task granularity and concurrency for in-memory mapreduce frameworksFull-text access may be available. Sign in or learn about subscription options.pp. 130-140
by Jonghyun Bae, Hakbeom Jang, Wenjing Jin, Jun Heo, Jaeyoung Jang, Joo-Young Hwang, Sangyeun Cho, Jae W. Lee
How fast can one scale down a distributed file system?Full-text access may be available. Sign in or learn about subscription options.pp. 141-150
by Nathanaël Cheriere, Gabriel Antoniu
ATM: A distributed, collaborative, scalable system for automated machine learningFull-text access may be available. Sign in or learn about subscription options.pp. 151-162
by Thomas Swearingen, Will Drevo, Bennett Cyphers, Alfredo Cuesta-Infante, Arun Ross, Kalyan Veeramachaneni
A decision tree based approach towards adaptive modeling of big data applicationsFull-text access may be available. Sign in or learn about subscription options.pp. 163-172
by Ioannis Giannakopoulos, Dimitrios Tsoumakos, Nectarios Koziris
Characterizing and accelerating indexing techniques on distributed ordered tablesFull-text access may be available. Sign in or learn about subscription options.pp. 173-182
by Shashank Gugnani, Xiaoyi Lu, Houliang Qi, Li Zha, Dhabaleswar K. D K Panda
ooc_cuDNN: Accommodating convolutional neural networks over GPU memory capacityFull-text access may be available. Sign in or learn about subscription options.pp. 183-192
by Yuki Ito, Ryo Matsumiya, Toshio Endo
A semantics-aware storage framework for scalable processing of knowledge graphs on HadoopFull-text access may be available. Sign in or learn about subscription options.pp. 193-202
by HyeongSik Kim, Padmashree Ravindra, Kemafor Anyanwu
Elastic management of cloud applications using adaptive reinforcement learningFull-text access may be available. Sign in or learn about subscription options.pp. 203-212
by Konstantinos Lolos, Ioannis Konstantinou, Verena Kantere, Nectarios Koziris
Performance characterization and acceleration of big data workloads on OpenPOWER systemFull-text access may be available. Sign in or learn about subscription options.pp. 213-222
by Xiaoyi Lu, Haiyang Shi, Dipti Shankar, Dhabaleswar K. D K Panda
Low-latency multi-threaded ensemble learning for dynamic big data streamsFull-text access may be available. Sign in or learn about subscription options.pp. 223-232
by Diego Marrón, Eduard Ayguadé, José R. Herrero, Jesse Read, Albert Bifet
I/O load balancing for big data HPC applicationsFull-text access may be available. Sign in or learn about subscription options.pp. 233-242
by Arnab K. Paul, Arpit Goyal, Feiyi Wang, Sarp Oral, Ali R. Butt, Michael J. Brim, Sangeetha B. Srinivasa
HarpLDA+: Optimizing latent dirichlet allocation for parallel efficiencyFull-text access may be available. Sign in or learn about subscription options.pp. 243-252
by Bo Peng, Bingjing Zhang, Langshi Chen, Mihai Avram, Robert Henschel, Craig Stewart, Shaojuan Zhu, Emily Mccallum, Lisa Smith, Tom Zahniser, Jon Omer, Judy Qiu
Fast access to columnar, hierarchically nested data via code transformationFull-text access may be available. Sign in or learn about subscription options.pp. 253-262
by Jim Pivarski, Peter Elmer, Brian Bockelman, Zhe Zhang
Sanzu: A data science benchmarkFull-text access may be available. Sign in or learn about subscription options.pp. 263-272
by Alex Watson, Deepigha Shree Vittal Babu, Suprio Ray
Scaling up data-parallel analytics platforms: Linear algebraic operation casesFull-text access may be available. Sign in or learn about subscription options.pp. 273-282
by Luna Xu, Seung-Hwan Lim, Min Li, Ali R. Butt, Ramakrishnan Kannan
Robotomata: A framework for approximate pattern matching of big data on an automata processorFull-text access may be available. Sign in or learn about subscription options.pp. 283-292
by Xiaodong Yu, Kaixi Hou, Hao Wang, Wu-chun Feng
Making caches work for graph analyticsFull-text access may be available. Sign in or learn about subscription options.pp. 293-302
by Yunming Zhang, Vladimir Kiriansky, Charith Mendis, Saman Amarasinghe, Matei Zaharia
On the usability of Hadoop MapReduce, Apache Spark & Apache flink for data scienceFull-text access may be available. Sign in or learn about subscription options.pp. 303-310
by Bilal Akil, Ying Zhou, Uwe Röhm
Energy efficient stochastic-based deep spiking neural networks for sparse datasetsFull-text access may be available. Sign in or learn about subscription options.pp. 311-318
by Mohammed Alawad, Hong-Jun Yoon, Georgia Tourassi
External memory pipelining made easy with TPIEFull-text access may be available. Sign in or learn about subscription options.pp. 319-324
by Lars Arge, Mathias Rav, Svend C. Svendsen, Jakob Truelsen
Compressed domain-specific data processing and analysisFull-text access may be available. Sign in or learn about subscription options.pp. 325-330
by Dapeng Dong, John Herbert
Understanding and optimizing the performance of distributed machine learning applications on apache sparkFull-text access may be available. Sign in or learn about subscription options.pp. 331-338
by Celestine Dünner, Thomas Parnell, Kubilay Atasu, Manolis Sifalakis, Haralampos Pozidis
Optimal reducer placement to minimize data transfer in MapReduce-style processingFull-text access may be available. Sign in or learn about subscription options.pp. 339-346
by Xiao Meng, Lukasz Golab
Big data and HPC collocation: Using HPC idle resources for Big Data analyticsFull-text access may be available. Sign in or learn about subscription options.pp. 347-352
by Michael Mercier, David Glesser, Yiannis Georgiou, Olivier Richard
eTRIKS analytical environment: A modular high performance framework for medical data analysisFull-text access may be available. Sign in or learn about subscription options.pp. 353-360
by Axel Oehmichen, Florian Guitton, Kai Sun, Jean Grizet, Thomas Heinis, Yike Guo
Multi-objective optimization of scheduling dataflows on heterogeneous cloud resourcesFull-text access may be available. Sign in or learn about subscription options.pp. 361-368
by Ilia Pietri, Yannis Chronis, Yannis Ioannidis
NVMD: Non-volatile memory assisted design for accelerating MapReduce and DAG execution frameworks on HPC systemsFull-text access may be available. Sign in or learn about subscription options.pp. 369-374
by Md. Wasi-ur- Rahman, Nusrat Sharmin Islam, Xiaoyi Lu, Dhabaleswar K. D K Panda
Towards memory and computation efficient graph processing on sparkFull-text access may be available. Sign in or learn about subscription options.pp. 375-382
by Xinhui Tian, Yuanqing Guo, Jianfeng Zhan, Lei Wang
Sandpiper: Scaling probabilistic inferencing to large scale graphical modelsFull-text access may be available. Sign in or learn about subscription options.pp. 383-388
by Alexander Ulanov, Manish Marwah, Mijung Kim, Roshan Dathathri, Carlos Zubieta, Jun Li
Dione: Profiling spark applications exploiting graph similarityFull-text access may be available. Sign in or learn about subscription options.pp. 389-394
by Nikos Zacheilas, Stathis Maroulis, Vana Kalogeraki
On on-line task assignment in spatial crowdsourcingFull-text access may be available. Sign in or learn about subscription options.pp. 395-404
by Mohammad Asghari, Cyrus Shahabi
QuAD: A quorum protocol for adaptive data management in the cloudFull-text access may be available. Sign in or learn about subscription options.pp. 405-414
by Ilir Fetai, Alexander Stiemer, Heiko Schuldt
Sequential algorithms to split and merge ultra-high resolution 3D imagesFull-text access may be available. Sign in or learn about subscription options.pp. 415-424
by Valérie Hayot-Sasson, Yongping Gao, Yuhong Yan, Tristan Glatard
Spatiotemporal range pattern queries on large-scale co-movement pattern datasetsFull-text access may be available. Sign in or learn about subscription options.pp. 425-434
by Shahab Helmi, Farnoush Banaei-Kashani
Towards robust models of food flows and their role in invasive species spreadFull-text access may be available. Sign in or learn about subscription options.pp. 435-444
by Srinivasan Venkatramanan, Sichao Wu, Bowen Shi, Achla Marathe, Madhav Marathe, Stephen Eubank, Lalit P. Sah, A. P. Giri, Luke A. Colavito, K. S. Nitin, V. Sridhar, R. Asokan, Rangaswamy Muniappan, G. Norton, Abhijin Adiga
A single-node datastore for high-velocity multidimensional sensor dataFull-text access may be available. Sign in or learn about subscription options.pp. 445-452
by Juan A. Colmenares, Reza Dorrigiv, Daniel G. Waddington
Model driven reverse engineering of NoSQL property graph databases: The case of Neo4jFull-text access may be available. Sign in or learn about subscription options.pp. 453-458
by Isabelle Comyn-Wattiau, Jacky Akoka
Universal distant reading through metadata proxies with archivesparkFull-text access may be available. Sign in or learn about subscription options.pp. 459-464
by Helge Holzmann, Vinay Goel, Emily Novak Gustainis
Big data transfer optimization based on offline knowledge discovery and adaptive samplingFull-text access may be available. Sign in or learn about subscription options.pp. 465-472
by Md S.Q. Zulkar Nine, Kemal Guner, Ziyun Huang, Xiangyu Wang, Jinhui Xu, Tevfik Kosar
A closed-loop deep learning architecture for robust activity recognition using wearable sensorsFull-text access may be available. Sign in or learn about subscription options.pp. 473-479
by Ramyar Saeedi, Skyler Norgaard, Assefaw H. Gebremedhin
CStorage: An efficient classification-based image storage system in cloud datacentersFull-text access may be available. Sign in or learn about subscription options.pp. 480-485
by Haiying Shen, Heng Zhou
In-depth exploration of single-snapshot lossy compression techniques for N-body simulationsFull-text access may be available. Sign in or learn about subscription options.pp. 486-493
by Dingwen Tao, Sheng Di, Zizhong Chen, Franck Cappello
Reliable fake review detection via modeling temporal and behavioral patternsFull-text access may be available. Sign in or learn about subscription options.pp. 494-499
by Xian Wu, Yuxiao Dong, Jun Tao, Chao Huang, Nitesh V. Chawla
Efficient diversified set monitoring for mobile sensor stream environmentsFull-text access may be available. Sign in or learn about subscription options.pp. 500-507
by Masahiro Yokoyama, Takahiro Hara, Sanjay K. Madria
Low-rank singular value thresholding for recovering missing air quality dataFull-text access may be available. Sign in or learn about subscription options.pp. 508-513
by Yangwen Yu, James J.Q. Yu, Victor O. K. Li, Jacqueline C. K. Lam
Visual analytics with unparalleled variety scaling for big earth dataFull-text access may be available. Sign in or learn about subscription options.pp. 514-521
by Lina Yu, Michael L. Rilee, Yu Pan, Feiyu Zhu, Kwo-Sen Kuo, Hongfeng Yu
Semi-supervised convolutional neural networks for human activity recognitionFull-text access may be available. Sign in or learn about subscription options.pp. 522-529
by Ming Zeng, Tong Yu, Xiao Wang, Le T. Nguyen, Ole J. Mengshoel, Ian Lane
Detecting unmetered taxi rides from trajectory dataFull-text access may be available. Sign in or learn about subscription options.pp. 530-535
by Xibo Zhou, Ye Ding, Fengchao Peng, Qiong Luo, Lionel M. Ni
Estimation of distance-based metrics for very large graphs with MinHash SignaturesFull-text access may be available. Sign in or learn about subscription options.pp. 536-545
by Giambattista Amati, Simone Angelini, Giorgio Gambosi, Gianluca Rossi, Paola Vocca
High-performance geometric algorithms for sparse computation in big data analyticsFull-text access may be available. Sign in or learn about subscription options.pp. 546-555
by Philipp Baumann, Dorit S. Hochbaum, Quico Spaen
Active learning based news veracity detection with feature weighting and deep-shallow fusionFull-text access may be available. Sign in or learn about subscription options.pp. 556-565
by Sreyasee Das Bhattacharjee, Ashit Talukder, Bala Venkatram Balantrapu
Exploiting visual and textual neighborhood information to improve image-tag relevanceFull-text access may be available. Sign in or learn about subscription options.pp. 566-575
by Chandramani Chaudhary, Poonam Goyal, Yi-Ping Phoebe Chen
Inverse extreme learning machine for learning with label proportionsFull-text access may be available. Sign in or learn about subscription options.pp. 576-585
by Limeng Cui, Jiawei Zhang, Zhensong Chen, Yong Shi, Philip S. Yu
E-CLoG: Counting edge-centric local graphletsFull-text access may be available. Sign in or learn about subscription options.pp. 586-595
by Vachik S. Dave, Nesreen K. Ahmed, Mohammad Al Hasan
Multistream regression with asynchronous concept drift detectionFull-text access may be available. Sign in or learn about subscription options.pp. 596-605
by Bo Dong, Yifan Li, Yang Gao, Ahsanul Haque, Latifur Khan, Mohammad M. Masud
Bias correction in clustering coefficient estimationFull-text access may be available. Sign in or learn about subscription options.pp. 606-615
by Roohollah Etemadi, Jianguo Lu
Closed walk sampler: An efficient method for estimating the spectral radius of large graphsFull-text access may be available. Sign in or learn about subscription options.pp. 616-625
by Guyue Han, Harish Sethu
Online city-scale hyper-local event detection via analysis of social media and human mobilityFull-text access may be available. Sign in or learn about subscription options.pp. 626-635
by Jun Hu, Yuxin Wang, Ping Li
Drum: A rhythmic approach to interactive analytics on large dataFull-text access may be available. Sign in or learn about subscription options.pp. 636-645
by Jianfeng Jia, Chen Li, Michael J. Carey
Detecting changes in streaming data with information-theoretic windowingFull-text access may be available. Sign in or learn about subscription options.pp. 646-655
by Ryoya Kaneko, Kohei Miyaguchi, Kenji Yamanishi
Hybrid algorithms for subgraph pattern queries in graph databasesFull-text access may be available. Sign in or learn about subscription options.pp. 656-665
by Foteini Katsarou, Nikos Ntarmos, Peter Triantafillou
Domain-specific hierarchical subgraph extraction: A recommendation use caseFull-text access may be available. Sign in or learn about subscription options.pp. 666-675
by Sarasi Lalithsena, Sujan Perera, Pavan Kapanipathi, Amit Sheth
COEUS: Community detection via seed-set expansion on graph streamsFull-text access may be available. Sign in or learn about subscription options.pp. 676-685
by Panagiotis Liakos, Alexandros Ntoulas, Alex Delis
Rhea: Adaptively sampling authoritative content from social activity streamsFull-text access may be available. Sign in or learn about subscription options.pp. 686-695
by Panagiotis Liakos, Alexandrosb Ntoulas, Alex Delis
Text-based geolocation prediction of social media users with neural networksFull-text access may be available. Sign in or learn about subscription options.pp. 696-705
by Ismini Lourentzou, Alex Morales, ChengXiang Zhai
Crack random forest for arbitrary large datasetsFull-text access may be available. Sign in or learn about subscription options.pp. 706-715
by Alessandro Lulli, Luca Oneto, Davide Anguita
S-Isomap++: Multi manifold learning from streaming dataFull-text access may be available. Sign in or learn about subscription options.pp. 716-725
by Suchismit Mahapatra, Varun Chandola
A scalable model for tracking topical evolution in large document collectionsFull-text access may be available. Sign in or learn about subscription options.pp. 726-735
by Sheikh Motahar Naim, Arnold P. Boedihardjo, M. Shahriar Hossain
Error-robust multi-view clusteringFull-text access may be available. Sign in or learn about subscription options.pp. 736-745
by Mehrnaz Najafi, Lifang He, Philip S. Yu
Holistic and scalable ranking of RDF dataFull-text access may be available. Sign in or learn about subscription options.pp. 746-755
by Axel-Cyrille, Ngonga Ngomo, Michael Hoffmann, Ricardo Usbeck, Kunal Jha
A comparative study of matrix factorization and random walk with restart in recommender systemsFull-text access may be available. Sign in or learn about subscription options.pp. 756-765
by Haekyu Park, Jinhong Jung, U. Kang
VIGAN: Missing view imputation with generative adversarial networksFull-text access may be available. Sign in or learn about subscription options.pp. 766-775
by Chao Shang, Aaron Palmer, Jiangwen Sun, Ko-Shin Chen, Jin Lu, Jinbo Bi
Tiered sampling: An efficient method for approximate counting sparse motifs in massive graph streamsFull-text access may be available. Sign in or learn about subscription options.pp. 776-786
by Lorenzo De Stefani, Erisa Terolli, Eli Upfal
A fast non-volatile memory aware algorithm for generating random scale-free networksFull-text access may be available. Sign in or learn about subscription options.pp. 787-796
by Cheng-Chin Tu, Mi-Yen Yeh, Tei-Wei Kuo
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