Advanced Data Mining and Applications: 13th International Conference, ADMA 2017, Singapore, November 5–6, 2017, Proceedings

Front Matter ....Pages I-XVII
Front Matter ....Pages 1-1
 Querying and Mining Strings Made Easy  (Majed Sahli, Essam Mansour, Panos Kalnis)....Pages 3-17
 Distributed Training Large-Scale Deep Architectures  (Shang-Xuan Zou, Chun-Yen Chen, Jui-Lin Wu, Chun-Nan Chou, Chia-Chin Tsao, Kuan-Chieh Tung et al.)....Pages 18-32
 Fault Detection and Localization in Distributed Systems Using Recurrent Convolutional Neural Networks  (Guangyang Qi, Lina Yao, Anton V. Uzunov)....Pages 33-48
 Discovering Group Skylines with Constraints by Early Candidate Pruning  (Ming-Yen Lin, Yueh-Lin Lin, Sue-Chen Hsueh)....Pages 49-62
 Comparing MapReduce-Based k-NN Similarity Joins on Hadoop for High-Dimensional Data  (Přemysl Čech, Jakub Maroušek, Jakub Lokoč, Yasin N. Silva, Jeremy Starks)....Pages 63-75
 A Higher-Fidelity Frugal Quantile Estimator  (Anis Yazidi, Hugo Lewi Hammer, B. John Oommen)....Pages 76-86
Front Matter ....Pages 87-87
 Fair Recommendations Through Diversity Promotion  (Pierre-René Lhérisson, Fabrice Muhlenbach, Pierre Maret)....Pages 89-103
 A Hierarchical Bayesian Factorization Model for Implicit and Explicit Feedback Data  (ThaiBinh Nguyen, Atsuhiro Takasu)....Pages 104-118
 Empirical Analysis of Factors Influencing Twitter Hashtag Recommendation on Detected Communities  (Areej Alsini, Amitava Datta, Jianxin Li, Du Huynh)....Pages 119-131
 Group Recommender Model Based on Preference Interaction  (Wei Zheng, Bohan Li, Yanan Wang, Hongzhi Yin, Xue Li, Donghai Guan et al.)....Pages 132-147
 Identification of Grey Sheep Users by Histogram Intersection in Recommender Systems  (Yong Zheng, Mayur Agnani, Mili Singh)....Pages 148-161
Front Matter ....Pages 163-163
 A Feature-Based Approach for the Redefined Link Prediction Problem in Signed Networks  (Xiaoming Li, Hui Fang, Jie Zhang)....Pages 165-179
 From Mutual Friends to Overlapping Community Detection: A Non-negative Matrix Factorization Approach  (Xingyu Niu, Hongyi Zhang, Micheal R. Lyu, Irwin King)....Pages 180-194
 Calling for Response: Automatically Distinguishing Situation-Aware Tweets During Crises  (Xiaodong Ning, Lina Yao, Xianzhi Wang, Boualem Benatallah)....Pages 195-208
 Efficient Revenue Maximization for Viral Marketing in Social Networks  (Yuan Su, Xi Zhang, Sihong Xie, Philip S. Yu, Binxing Fang)....Pages 209-224
 Generating Life Course Trajectory Sequences with Recurrent Neural Networks and Application to Early Detection of Social Disadvantage  (Lin Wu, Michele Haynes, Andrew Smith, Tong Chen, Xue Li)....Pages 225-242
 FRISK: A Multilingual Approach to Find twitteR InterestS via wiKipedia  (Coriane Nana Jipmo, Gianluca Quercini, Nacéra Bennacer)....Pages 243-256
 A Solution to Tweet-Based User Identification Across Online Social Networks  (Yongjun Li, Zhen Zhang, You Peng)....Pages 257-269
Front Matter ....Pages 271-271
 Supervised Feature Selection Algorithm Based on Low-Rank and Manifold Learning  (Yue Fang, Jilian Zhang, Shichao Zhang, Cong Lei, Xiaoyi Hu)....Pages 273-286
 Mixed Membership Sparse Gaussian Conditional Random Fields  (Jie Yang, Henry C. M. Leung, S. M. Yiu, Francis Y. L. Chin)....Pages 287-302
 Effects of Dynamic Subspacing in Random Forest  (Md Nasim Adnan, Md Zahidul Islam)....Pages 303-312
 Diversity and Locality in Multi-Component, Multi-Layer Predictive Systems: A Mutual Information Based Approach  (Bassma Al-Jubouri, Bogdan Gabrys)....Pages 313-325
 Hybrid Subspace Mixture Models for Prediction and Anomaly Detection in High Dimensions  (Jenn-Bing Ong, Wee-Keong Ng)....Pages 326-339
Front Matter ....Pages 341-341
 StruClus: Scalable Structural Graph Set Clustering with Representative Sampling  (Till Schäfer, Petra Mutzel)....Pages 343-359
 Employing Hierarchical Clustering and Reinforcement Learning for Attribute-Based Zero-Shot Classification  (Bin Liu, Li Yao, Junfeng Wu, Xiaosheng Feng)....Pages 360-372
 Environmental Sound Recognition Using Masked Conditional Neural Networks  (Fady Medhat, David Chesmore, John Robinson)....Pages 373-385
 Analyzing Performance of Classification Techniques in Detecting Epileptic Seizure  (Mohammad Khubeb Siddiqui, Md Zahidul Islam, Muhammad Ashad Kabir)....Pages 386-398
 A Framework for Clustering and Dynamic Maintenance of XML Documents  (Ahmed Al-Shammari, Chengfei Liu, Mehdi Naseriparsa, Bao Quoc Vo, Tarique Anwar, Rui Zhou)....Pages 399-412
 Language-Independent Twitter Classification Using Character-Based Convolutional Networks  (Shiwei Zhang, Xiuzhen Zhang, Jeffrey Chan)....Pages 413-425
Front Matter ....Pages 427-427
 Modeling Check-In Behavior with Geographical Neighborhood Influence of Venues  (Thanh-Nam Doan, Ee-Peng Lim)....Pages 429-444
 An Empirical Study on Collective Online Behaviors of Extremist Supporters  (Jung-jae Kim, Yong Liu, Wee Yong Lim, Vrizlynn L. L. Thing)....Pages 445-459
 Your Moves, Your Device: Establishing Behavior Profiles Using Tensors  (Eric Falk, Jérémy Charlier, Radu State)....Pages 460-474
 An Approach for Identifying Author Profiles of Blogs  (Chunxia Zhang, Yu Guo, Jiayu Wu, Shuliang Wang, Zhendong Niu, Wen Cheng)....Pages 475-487
 Generating Topics of Interests for Research Communities  (Nagendra Kumar, Rahul Utkoor, Bharath K. R. Appareddy, Manish Singh)....Pages 488-501
 An Evolutionary Approach for Learning Conditional Preference Networks from Inconsistent Examples  (Mohammad Haqqani, Xiaodong Li)....Pages 502-515
Front Matter ....Pages 517-517
 Predicting Clinical Outcomes of Alzheimer’s Disease from Complex Brain Networks  (Xingjuan Li, Yu Li, Xue Li)....Pages 519-525
 Doctoral Advisor or Medical Condition: Towards Entity-Specific Rankings of Knowledge Base Properties  (Simon Razniewski, Vevake Balaraman, Werner Nutt)....Pages 526-540
 Multiclass Lung Cancer Diagnosis by Gene Expression Programming and Microarray Datasets  (Hasseeb Azzawi, Jingyu Hou, Russul Alanni, Yong Xiang, Rana Abdu-Aljabar, Ali Azzawi)....Pages 541-553
 Drug-Drug Interaction Extraction via Recurrent Neural Network with Multiple Attention Layers  (Zibo Yi, Shasha Li, Jie Yu, Yusong Tan, Qingbo Wu, Hong Yuan et al.)....Pages 554-566
Front Matter ....Pages 567-567
 People-Centric Mobile Crowdsensing Platform for Urban Design  (Shili Xiang, Lu Li, Si Min Lo, Xiaoli Li)....Pages 569-581
 Long-Term User Location Prediction Using Deep Learning and Periodic Pattern Mining  (Mun Hou Wong, Vincent S. Tseng, Jerry C. C. Tseng, Sun-Wei Liu, Cheng-Hung Tsai)....Pages 582-594
 An Intelligent Weighted Fuzzy Time Series Model Based on a Sine-Cosine Adaptive Human Learning Optimization Algorithm and Its Application to Financial Markets Forecasting  (Ruixin Yang, Mingyang Xu, Junyi He, Stephen Ranshous, Nagiza F. Samatova)....Pages 595-607
 Mobile Robot Scheduling with Multiple Trips and Time Windows  (Shudong Liu, Huayu Wu, Shili Xiang, Xiaoli Li)....Pages 608-620
Front Matter ....Pages 621-621
 Feature Analysis for Duplicate Detection in Programming QA Communities  (Wei Emma Zhang, Quan Z. Sheng, Yanjun Shu, Vanh Khuyen Nguyen)....Pages 623-638
 A Joint Human/Machine Process for Coding Events and Conflict Drivers  (Bradford Heap, Alfred Krzywicki, Susanne Schmeidl, Wayne Wobcke, Michael Bain)....Pages 639-654
 Quality Prediction of Newly Proposed Questions in CQA by Leveraging Weakly Supervised Learning  (Yuanhao Zheng, Bifan Wei, Jun Liu, Meng Wang, Weitong Chen, Bei Wu et al.)....Pages 655-667
 Improving Chinese Sentiment Analysis via Segmentation-Based Representation Using Parallel CNN  (Yazhou Hao, Qinghua Zheng, Yangyang Lan, Yufei Li, Meng Wang, Sen Wang et al.)....Pages 668-680
 Entity Recognition by Distant Supervision with Soft List Constraint  (Hongkui Tu, Zongyang Ma, Aixin Sun, Zhiqiang Xu, Xiaodong Wang)....Pages 681-694
 Structured Sentiment Analysis  (Abdulqader Almars, Xue Li, Xin Zhao, Ibrahim A. Ibrahim, Weiwei Yuan, Bohan Li)....Pages 695-707
Front Matter ....Pages 709-709
 Improving Real-Time Bidding Using a Constrained Markov Decision Process  (Manxing Du, Redouane Sassioui, Georgios Varisteas, Radu State, Mats Brorsson, Omar Cherkaoui)....Pages 711-726
 PowerLSTM: Power Demand Forecasting Using Long Short-Term Memory Neural Network  (Yao Cheng, Chang Xu, Daisuke Mashima, Vrizlynn L. L. Thing, Yongdong Wu)....Pages 727-740
 Identifying Unreliable Sensors Without a Knowledge of the Ground Truth in Deceptive Environments  (Anis Yazidi, B. John Oommen, Morten Goodwin)....Pages 741-753
 Color-Sketch Simulator: A Guide for Color-Based Visual Known-Item Search  (Jakub Lokoč, Anh Nguyen Phuong, Marta Vomlelová, Chong-Wah Ngo)....Pages 754-763
Front Matter ....Pages 765-765
 Making Use of External Company Data to Improve the Classification of Bank Transactions  (Erlend Vollset, Eirik Folkestad, Marius Rise Gallala, Jon Atle Gulla)....Pages 767-780
 Mining Load Profile Patterns for Australian Electricity Consumers  (Vanh Khuyen Nguyen, Wei Emma Zhang, Quan Z. Sheng, Jason Merefield)....Pages 781-793
 STA: A Spatio-Temporal Thematic Analytics Framework for Urban Ground Sensing  (Guizi Chen, Liang Yu, Wee Siong Ng, Huayu Wu, Usha Nanthani Kunasegaran)....Pages 794-807
 Privacy and Utility Preservation for Location Data Using Stay Region Analysis  (Manoranjan Dash, Sin G. Teo)....Pages 808-820
 Location-Aware Human Activity Recognition  (Tam T. Nguyen, Daniel Fernandez, Quy T. K. Nguyen, Ebrahim Bagheri)....Pages 821-835
Front Matter ....Pages 837-837
 SWYSWYK: A New Sharing Paradigm for the Personal Cloud  (Paul Tran-Van, Nicolas Anciaux, Philippe Pucheral)....Pages 839-845
 Tools and Infrastructure for Supporting Enterprise Knowledge Graphs  (Sumit Bhatia, Nidhi Rajshree, Anshu Jain, Nitish Aggarwal)....Pages 846-852
 An Interactive Web-Based Toolset for Knowledge Discovery from Short Text Log Data  (Michael Stewart, Wei Liu, Rachell Cardell-Oliver, Mark Griffin)....Pages 853-858
 Carbon: Forecasting Civil Unrest Events by Monitoring News and Social Media  (Wei Kang, Jie Chen, Jiuyong Li, Jixue Liu, Lin Liu, Grant Osborne et al.)....Pages 859-865
 A System for Querying and Analyzing Urban Regions  (Wee Boon Koh, Xiaolei Li)....Pages 866-871
 Detect Tracking Behavior Among Trajectory Data  (Jianqiu Xu, Jiangang Zhou)....Pages 872-878
Back Matter ....Pages 879-881