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

Description

This book constitutes the refereed proceedings of the 13th International Conference on Advanced Data Mining and Applications, ADMA 2017, held in Singapore in November 2017. The 20 full and 38 short papers presented in this volume were carefully reviewed and selected from 118 submissions. The papers were organized in topical sections named: database and distributed machine learning; recommender system; social network and social media; machine learning; classification and clustering methods; behavior modeling and user profiling; bioinformatics and medical data analysis; spatio-temporal data; natural language processing and text mining; data mining applications; applications; and demos. 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