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2017 IEEE International Conference on Data Mining (ICDM)

Nov. 18 2017 to Nov. 21 2017

New Orleans, LA, USA

Table of Contents

[Title page i]Freely available from IEEE.pp. i-i
[Title page iii]Freely available from IEEE.pp. iii-iii
[Copyright notice]Freely available from IEEE.pp. iv-iv
Table of contentsFreely available from IEEE.pp. v-xv
Message from the Conference ChairsFreely available from IEEE.pp. xvi-xvii
Message from Program Co-ChairsFreely available from IEEE.pp. xviii-xix
Organizing CommitteeFreely available from IEEE.pp. xx-xxi
Program CommitteeFreely available from IEEE.pp. xxii-xxvii
Split Miner: Discovering Accurate and Simple Business Process Models from Event LogsFull-text access may be available. Sign in or learn about subscription options.pp. 1-10
by Adriano Augusto, Raffaele Conforti, Marlon Dumas, Marcello La Rosa
A Deep Transfer Learning Approach for Improved Post-Traumatic Stress Disorder DiagnosisFull-text access may be available. Sign in or learn about subscription options.pp. 11-20
by Debrup Banerjee, Kazi Islam, Gang Mei, Lemin Xiao, Guangfan Zhang, Roger Xu, Shuiwang Ji, Jiang Li
Many Heads are Better than One: Local Community Detection by the Multi-walker ChainFull-text access may be available. Sign in or learn about subscription options.pp. 21-30
by Yuchen Bian, Jingchao Ni, Wei Cheng, Xiang Zhang
Knowledge Guided Short-Text Classification for Healthcare ApplicationsFull-text access may be available. Sign in or learn about subscription options.pp. 31-40
by Shilei Cao, Buyue Qian, Changchang Yin, Xiaoyu Li, Jishang Wei, Qinghua Zheng, Ian Davidson
A Generic Framework for Interesting Subspace Cluster Detection in Multi-attributed NetworksFull-text access may be available. Sign in or learn about subscription options.pp. 41-50
by Feng Chen, Baojian Zhou, Adil Alim, Liang Zhao
Revisiting Spectral Graph Clustering with Generative Community ModelsFull-text access may be available. Sign in or learn about subscription options.pp. 51-60
by Pin-Yu Chen, Lingfei Wu
Improving I/O Complexity of Triangle EnumerationFull-text access may be available. Sign in or learn about subscription options.pp. 61-70
by Yi Cui, Di Xiao, Daren B.H. Cline, Dmitri Loguinov
TensorCast: Forecasting with Context Using Coupled Tensors (Best Paper Award)Full-text access may be available. Sign in or learn about subscription options.pp. 71-80
by Miguel Ramos de Araujo, Pedro Manuel Pinto Ribeiro, Christos Faloutsos
Situation Aware Multi-task Learning for Traffic PredictionFull-text access may be available. Sign in or learn about subscription options.pp. 81-90
by Dingxiong Deng, Cyrus Shahabi, Ugur Demiryurek, Linhong Zhu
Large Scale Kernel Methods for Online AUC MaximizationFull-text access may be available. Sign in or learn about subscription options.pp. 91-100
by Yi Ding, Chenghao Liu, Peilin Zhao, Steven C.H. Hoi
A Hyperplane-Based Algorithm for Semi-Supervised Dimension ReductionFull-text access may be available. Sign in or learn about subscription options.pp. 101-110
by Huang Fang, Minhao Cheng, Cho-Jui Hsieh
IterativE Grammar-Based Framework for Discovering Variable-Length Time Series MotifsFull-text access may be available. Sign in or learn about subscription options.pp. 111-116
by Yifeng Gao, Jessica Lin, Huzefa Rangwala
Matrix Profile VIII: Domain Agnostic Online Semantic Segmentation at Superhuman Performance LevelsFull-text access may be available. Sign in or learn about subscription options.pp. 117-126
by Shaghayegh Gharghabi, Yifei Ding, Chin-Chia Michael Yeh, Kaveh Kamgar, Liudmila Ulanova, Eamonn Keogh
Overlapping Community Detection via Constrained PARAFAC: A Divide and Conquer ApproachFull-text access may be available. Sign in or learn about subscription options.pp. 127-136
by Fatemeh Sheikholeslami, Georgios B. Giannakis
Scalable Algorithms for Locally Low-Rank Matrix ModelingFull-text access may be available. Sign in or learn about subscription options.pp. 137-146
by Qilong Gu, Joshua D. Trzasko, Arindam Banerjee
A Self-Adaptive Sliding Window Based Topic Model for Non-uniform TextsFull-text access may be available. Sign in or learn about subscription options.pp. 147-156
by Jin He, Lei Li, Xindong Wu
Kernel Conditional ClusteringFull-text access may be available. Sign in or learn about subscription options.pp. 157-166
by Xiao He, Thomas Gumbsch, Damian Roqueiro, Karsten Borgwardt
Data-Driven Utilization-Aware Trip Advisor for Bike-Sharing SystemsFull-text access may be available. Sign in or learn about subscription options.pp. 167-176
by Ji Hu, Zidong Yang, Yuanchao Shu, Peng Cheng, Jiming Chen
Multi-task Multi-modal Models for Collective Anomaly DetectionFull-text access may be available. Sign in or learn about subscription options.pp. 177-186
by Tsuyoshi Idé, Dzung T. Phan, Jayant Kalagnanam
Exploratory Analysis of Graph Data by Leveraging Domain KnowledgeFull-text access may be available. Sign in or learn about subscription options.pp. 187-196
by Di Jin, Danai Koutra
Efficiently Discovering Locally Exceptional Yet Globally Representative SubgroupsFull-text access may be available. Sign in or learn about subscription options.pp. 197-206
by Janis Kalofolias, Mario Boley, Jilles Vreeken
Visually-Aware Fashion Recommendation and Design with Generative Image ModelsFull-text access may be available. Sign in or learn about subscription options.pp. 207-216
by Wang-Cheng Kang, Chen Fang, Zhaowen Wang, Julian McAuley
AutoLearn — Automated Feature Generation and SelectionFull-text access may be available. Sign in or learn about subscription options.pp. 217-226
by Ambika Kaul, Saket Maheshwary, Vikram Pudi
Collective Entity Resolution in Familial NetworksFull-text access may be available. Sign in or learn about subscription options.pp. 227-236
by Pigi Kouki, Jay Pujara, Christopher Marcum, Laura Koehly, Lise Getoor
Scalable and Adaptive Algorithms for the Triangle Interdiction Problem on Billion-Scale NetworksFull-text access may be available. Sign in or learn about subscription options.pp. 237-246
by Alan Kuhnle, Victoria G. Crawford, My T. Thai
Online Learning of Acyclic Conditional Preference Networks from Noisy DataFull-text access may be available. Sign in or learn about subscription options.pp. 247-256
by Fabien Labernia, Bruno Zanuttini, Brice Mayag, Florian Yger, Jamal Atif
GoGP: Fast Online Regression with Gaussian ProcessesFull-text access may be available. Sign in or learn about subscription options.pp. 257-266
by Trung Le, Khanh Nguyen, Vu Nguyen, Tu Dinh Nguyen, Dinh Phung
HiMuV: Hierarchical Framework for Modeling Multi-modality Multi-resolution DataFull-text access may be available. Sign in or learn about subscription options.pp. 267-276
by Jianboi Li, Jingrui He, Yada Zhu
Linear Time Complexity Time Series Classification with Bag-of-Pattern-FeaturesFull-text access may be available. Sign in or learn about subscription options.pp. 277-286
by Xiaosheng Li, Jessica Lin
An Analysis of Boosted Linear Classifiers on Noisy Data with Applications to Multiple-Instance LearningFull-text access may be available. Sign in or learn about subscription options.pp. 287-296
by Rui Liu, Soumya Ray
BiCycle: Item Recommendation with Life CyclesFull-text access may be available. Sign in or learn about subscription options.pp. 297-306
by Xinyue Liu, Yuanfang Song, Charu Aggarwal, Yao Zhang, Xiangnan Kong
Telling Cause from Effect Using MDL-Based Local and Global RegressionFull-text access may be available. Sign in or learn about subscription options.pp. 307-316
by Alexander Marx, Jilles Vreeken
Distributing Frank-Wolfe via Map-ReduceFull-text access may be available. Sign in or learn about subscription options.pp. 317-326
by Armin Moharrer, Stratis Ioannidis
Glocalized Weisfeiler-Lehman Graph Kernels: Global-Local Feature Maps of GraphsFull-text access may be available. Sign in or learn about subscription options.pp. 327-336
by Christopher Morris, Kristian Kersting, Petra Mutzel
Importance Sketching of Influence Dynamics in Billion-Scale NetworksFull-text access may be available. Sign in or learn about subscription options.pp. 337-346
by Hung T. Nguyen, Tri P. Nguyen, NhatHai Phan, Thang N. Dinh
Bayesian Optimization in Weakly Specified Search SpaceFull-text access may be available. Sign in or learn about subscription options.pp. 347-356
by Vu Nguyen, Sunil Gupta, Santu Rane, Cheng Li, Svetha Venkatesh
Relational Mixture of Experts: Explainable Demographics Prediction with Behavioral DataFull-text access may be available. Sign in or learn about subscription options.pp. 357-366
by Masafumi Oyamada, Shinji Nakadai
Unsupervised Feature Learning with Discriminative EncoderFull-text access may be available. Sign in or learn about subscription options.pp. 367-376
by Gaurav Pandey, Ambedkar Dukkipati
Learning Doubly Stochastic Affinity Matrix via Davis-Kahan TheoremFull-text access may be available. Sign in or learn about subscription options.pp. 377-384
by Jiwoong Park, Taejeong Kim
Adaptive Laplace Mechanism: Differential Privacy Preservation in Deep LearningFull-text access may be available. Sign in or learn about subscription options.pp. 385-394
by NhatHai Phan, Xintao Wu, Han Hu, Dejing Dou
A Short-Term Rainfall Prediction Model Using Multi-task Convolutional Neural NetworksFull-text access may be available. Sign in or learn about subscription options.pp. 395-404
by Minghui Qiu, Peilin Zhao, Ke Zhang, Jun Huang, Xing Shi, Xiaoguang Wang, Wei Chu
Scalable Hashing-Based Network DiscoveryFull-text access may be available. Sign in or learn about subscription options.pp. 405-414
by Tara Safavi, Chandra Sripada, Danai Koutra
Benchmark Generator for Dynamic Overlapping Communities in NetworksFull-text access may be available. Sign in or learn about subscription options.pp. 415-424
by Neha Sengupta, Michael Hamann, Dorothea Wagner
Accurate Detection of Automatically Spun Content via Stylometric AnalysisFull-text access may be available. Sign in or learn about subscription options.pp. 425-434
by Usman Shahid, Shehroze Farooqi, Raza Ahmad, Zubair Shafiq, Padmini Srinivasan, Fareed Zaffar
STExNMF: Spatio-Temporally Exclusive Topic Discovery for Anomalous Event DetectionFull-text access may be available. Sign in or learn about subscription options.pp. 435-444
by Sungbok Shin, Minsuk Choi, Jinho Choi, Scott Langevin, Christopher Bethune, Philippe Horne, Nathan Kronenfeld, Ramakrishnan Kannan, Barry Drake, Haesun Park, Jaegul Choo
A Probabilistic Approach for Learning with Label Proportions Applied to the US Presidential ElectionFull-text access may be available. Sign in or learn about subscription options.pp. 445-454
by Tao Sun, Dan Sheldon, Brendan O’Connor
Edge-Based Wedge Sampling to Estimate Triangle Counts in Very Large GraphsFull-text access may be available. Sign in or learn about subscription options.pp. 455-464
by Duru Türkoglu, Ata Turk
GANG: Detecting Fraudulent Users in Online Social Networks via Guilt-by-Association on Directed GraphsFull-text access may be available. Sign in or learn about subscription options.pp. 465-474
by Binghui Wang, Neil Zhenqiang Gong, Hao Fu
Topological Recurrent Neural Network for Diffusion PredictionFull-text access may be available. Sign in or learn about subscription options.pp. 475-484
by Jia Wang, Vincent W. Zheng, Zemin Liu, Kevin Chen-Chuan Chang
Multi-task Survival AnalysisFull-text access may be available. Sign in or learn about subscription options.pp. 485-494
by Lu Wang, Yan Li, Jiayu Zhou, Dongxiao Zhu, Jieping Ye
Tracking Hit-and-Run Vehicle with Sparse Video Surveillance Cameras and Mobile TaxicabsFull-text access may be available. Sign in or learn about subscription options.pp. 495-504
by Yang Wang, Wuji Chen, Wei Zheng, He Huang, Wen Zhang, Hengchang Liu
Discovering Truths from Distributed DataFull-text access may be available. Sign in or learn about subscription options.pp. 505-514
by Yaqing Wang, Fenglong Ma, Lu Su, Jing Gao
Local Bayes Risk Minimization Based Stopping Strategy for Hierarchical ClassificationFull-text access may be available. Sign in or learn about subscription options.pp. 515-524
by Yu Wang, Qinghua Hu, Yucan Zhou, Hong Zhao, Yuhua Qian, Jiye Liang
AWDA: An Adaptive Wishart Discriminant AnalysisFull-text access may be available. Sign in or learn about subscription options.pp. 525-534
by Haoyi Xiong, Wei Cheng, Wenqing Hu, Jiang Bian, Zhishan Guo
Generating Medical Hypotheses Based on Evolutionary Medical ConceptsFull-text access may be available. Sign in or learn about subscription options.pp. 535-544
by Guangxu Xun, Kishlay Jha, Vishrawas Gopalakrishnan, Yaliang Li, Aidong Zhang
HistoSketch: Fast Similarity-Preserving Sketching of Streaming Histograms with Concept DriftFull-text access may be available. Sign in or learn about subscription options.pp. 545-554
by Dingqi Yang, Bin Li, Laura Rettig, Philippe Cudré-Mauroux
Mining Customer Valuations to Optimize Product Bundling StrategyFull-text access may be available. Sign in or learn about subscription options.pp. 555-564
by Li Ye, Hong Xie, Weijie Wu, John C.S. Lui
Matrix Profile VI: Meaningful Multidimensional Motif DiscoveryFull-text access may be available. Sign in or learn about subscription options.pp. 565-574
by Chin-Chia Michael Yeh, Nickolas Kavantzas, Eamonn Keogh
Deep Similarity-Based Batch Mode Active Learning with Exploration-ExploitationFull-text access may be available. Sign in or learn about subscription options.pp. 575-584
by Changchang Yin, Buyue Qian, Shilei Cao, Xiaoyu Li, Jishang Wei, Qinghua Zheng, Ian Davidson
SPTF: A Scalable Probabilistic Tensor Factorization Model for Semantic-Aware Behavior PredictionFull-text access may be available. Sign in or learn about subscription options.pp. 585-594
by Hongzhi Yin, Hongxu Chen, Xiaoshuai Sun, Hao Wang, Yang Wang, Quoc Viet Hung Nguyen
Supervised Belief Propagation: Scalable Supervised Inference on Attributed NetworksFull-text access may be available. Sign in or learn about subscription options.pp. 595-604
by Jaemin Yoo, Saehan Jo, U. Kang
BL-MNE: Emerging Heterogeneous Social Network Embedding Through Broad Learning with Aligned AutoencoderFull-text access may be available. Sign in or learn about subscription options.pp. 605-614
by Jiawei Zhang, Congying Xia, Chenwei Zhang, Limeng Cui, Yanjie Fu, Philip S. Yu
Data-Driven ImmunizationFull-text access may be available. Sign in or learn about subscription options.pp. 615-624
by Yao Zhang, Arvind Ramanathan, Anil Vullikanti, Laura Pullum, B. Aditya Prakash
Online and Distributed Robust Regressions Under Adversarial Data CorruptionFull-text access may be available. Sign in or learn about subscription options.pp. 625-634
by Xuchao Zhang, Liang Zhao, Arnold P. Boedihardjo, Chang-Tien Lu
MetaLDA: A Topic Model that Efficiently Incorporates Meta InformationFull-text access may be available. Sign in or learn about subscription options.pp. 635-644
by He Zhao, Lan Du, Wray Buntine, Gang Liu
Collaborative Filtering with Social Local ModelsFull-text access may be available. Sign in or learn about subscription options.pp. 645-654
by Huan Zhao, Quanming Yao, James T. Kwok, Dik Lun Lee
Exploiting Hierarchical Structures for POI RecommendationFull-text access may be available. Sign in or learn about subscription options.pp. 655-664
by Pengpeng Zhao, Xiefeng Xu, Yanchi Liu, Ziting Zhou, Kai Zheng, Victor S. Sheng, Hui Xiong
AnySCAN: An Efficient Anytime Framework with Active Learning for Large-Scale Network ClusteringFull-text access may be available. Sign in or learn about subscription options.pp. 665-674
by Weizhong Zhao, Gang Chen, Xiaowei Xu
SCED: A General Framework for Sparse Tensor Decomposition with Constraints and Elementwise Dynamic LearningFull-text access may be available. Sign in or learn about subscription options.pp. 675-684
by Shuo Zhou, Sarah M. Erfani, James Bailey
A Randomized Approach for Crowdsourcing in the Presence of Multiple ViewsFull-text access may be available. Sign in or learn about subscription options.pp. 685-694
by Yao Zhou, Jingrui He
Matrix Profile VII: Time Series Chains: A New Primitive for Time Series Data Mining (Best Student Paper Award)Full-text access may be available. Sign in or learn about subscription options.pp. 695-704
by Yan Zhu, Makoto Imamura, Daniel Nikovski, Eamonn Keogh
Spatio-Temporal Neural Networks for Space-Time Series Forecasting and Relations DiscoveryFull-text access may be available. Sign in or learn about subscription options.pp. 705-714
by Ali Ziat, Edouard Delasalles, Ludovic Denoyer, Patrick Gallinari
Differentially Private Mixture of Generative Neural NetworksFull-text access may be available. Sign in or learn about subscription options.pp. 715-720
by Gergely Acs, Luca Melis, Claude Castelluccia, Emiliano De Cristofaro
A Probabilistic Geographical Aspect-Opinion Model for Geo-Tagged MicroblogsFull-text access may be available. Sign in or learn about subscription options.pp. 721-726
by Aman Ahuja, Wei Wei, Wei Lu, Kathleen M. Carley, Chandan K. Reddy
Aspect Sentiment Model for Micro ReviewsFull-text access may be available. Sign in or learn about subscription options.pp. 727-732
by Reinald Kim Amplayo, Seung-won Hwang
Mining the Demographics of Political Sentiment from Twitter Using Learning from Label ProportionsFull-text access may be available. Sign in or learn about subscription options.pp. 733-738
by Ehsan Mohammady Ardehaly, Aron Culotta
Hierarchical Multinomial-Dirichlet Model for the Estimation of Conditional Probability TablesFull-text access may be available. Sign in or learn about subscription options.pp. 739-744
by Laura Azzimonti, Giorgio Corani, Marco Zaffalon
Multi-party Sparse Discriminant LearningFull-text access may be available. Sign in or learn about subscription options.pp. 745-750
by Jiang Bian, Haoyi Xiong, Wei Cheng, Wenqing Hu, Zhishan Guo, Yanjie Fu
MDL for Causal Inference on Discrete DataFull-text access may be available. Sign in or learn about subscription options.pp. 751-756
by Kailash Budhathoki, Jilles Vreeken
Efficient Mining of Subsample-Stable Graph PatternsFull-text access may be available. Sign in or learn about subscription options.pp. 757-762
by Aleksey Buzmakov, Sergei O. Kuznetsov, Amedeo Napoli
Multi-level Feedback Web Links Selection Problem: Learning and OptimizationFull-text access may be available. Sign in or learn about subscription options.pp. 763-768
by Kechao Cai, Kun Chen, Longbo Huang, John C.S. Lui
HitFraud: A Broad Learning Approach for Collective Fraud Detection in Heterogeneous Information NetworksFull-text access may be available. Sign in or learn about subscription options.pp. 769-774
by Bokai Cao, Mia Mao, Siim Viidu, Philip S. Yu
Domain Adaptation for Online ECG MonitoringFull-text access may be available. Sign in or learn about subscription options.pp. 775-780
by Diego Carrera, Beatrice Rossi, Pasqualina Fragneto, Giacomo Boracchi
EC3: Combining Clustering and Classification for Ensemble LearningFull-text access may be available. Sign in or learn about subscription options.pp. 781-786
by Tanmoy Chakraborty
Boosting Deep Learning Risk Prediction with Generative Adversarial Networks for Electronic Health RecordsFull-text access may be available. Sign in or learn about subscription options.pp. 787-792
by Zhengping Che, Yu Cheng, Shuangfei Zhai, Zhaonan Sun, Yan Liu
Clustering by ShiftFull-text access may be available. Sign in or learn about subscription options.pp. 793-798
by Morteza Haghir Chehreghani
Efficient Computation of Pairwise Minimax Distance MeasuresFull-text access may be available. Sign in or learn about subscription options.pp. 799-804
by Morteza Haghir Chehreghani
Warehouse Site Selection for Online Retailers in Inter-Connected Warehouse NetworksFull-text access may be available. Sign in or learn about subscription options.pp. 805-810
by Can Chen, Junming Liu, Qiao Li, Yijun Wang, Hui Xiong, Shanshan Wu
Learning Multiple Similarities of Users and Items in Recommender SystemsFull-text access may be available. Sign in or learn about subscription options.pp. 811-816
by Huiyuan Chen, Jing Li
Learning to Fuse Music Genres with Generative Adversarial Dual LearningFull-text access may be available. Sign in or learn about subscription options.pp. 817-822
by Zhiqian Chen, Chih-Wei Wu, Yen-Cheng Lu, Alexander Lerch, Chang-Tien Lu
Data Prefetching for Large Tiered Storage SystemsFull-text access may be available. Sign in or learn about subscription options.pp. 823-828
by Giovanni Cherubini, Yusik Kim, Mark Lantz, Vinodh Venkatesan
Audio-Visual Sentiment Analysis for Learning Emotional Arcs in MoviesFull-text access may be available. Sign in or learn about subscription options.pp. 829-834
by Eric Chu, Deb Roy
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