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13th ADMA 2017: Singapore
- Gao Cong, Wen-Chih Peng, Wei Emma Zhang, Chengliang Li, Aixin Sun:
Advanced Data Mining and Applications - 13th International Conference, ADMA 2017, Singapore, November 5-6, 2017, Proceedings. Lecture Notes in Computer Science 10604, Springer 2017, ISBN 978-3-319-69178-7
Database and Distributed Machine Learning
- Majed Sahli, Essam Mansour, Panos Kalnis:
Querying and Mining Strings Made Easy. 3-17 - Shang-Xuan Zou, Chun-Yen Chen, Jui-Lin Wu, Chun-Nan Chou, Chia-Chin Tsao, Kuan-Chieh Tung, Ting-Wei Lin, Cheng-Lung Sung, Edward Y. Chang:
Distributed Training Large-Scale Deep Architectures. 18-32 - Guangyang Qi, Lina Yao, Anton V. Uzunov:
Fault Detection and Localization in Distributed Systems Using Recurrent Convolutional Neural Networks. 33-48 - Ming-Yen Lin, Yueh-Lin Lin, Sue-Chen Hsueh:
Discovering Group Skylines with Constraints by Early Candidate Pruning. 49-62 - Premysl Cech, Jakub Marousek, Jakub Lokoc, Yasin N. Silva, Jeremy Starks:
Comparing MapReduce-Based k-NN Similarity Joins on Hadoop for High-Dimensional Data. 63-75 - Anis Yazidi, Hugo Lewi Hammer, B. John Oommen:
A Higher-Fidelity Frugal Quantile Estimator. 76-86
Recommender System
- Pierre-René Lhérisson, Fabrice Muhlenbach, Pierre Maret:
Fair Recommendations Through Diversity Promotion. 89-103 - ThaiBinh Nguyen, Atsuhiro Takasu:
A Hierarchical Bayesian Factorization Model for Implicit and Explicit Feedback Data. 104-118 - Areej Alsini, Amitava Datta, Jianxin Li, Du Huynh:
Empirical Analysis of Factors Influencing Twitter Hashtag Recommendation on Detected Communities. 119-131 - Wei Zheng, Bohan Li, Yanan Wang, Hongzhi Yin, Xue Li, Donghai Guan, Xiaolin Qin:
Group Recommender Model Based on Preference Interaction. 132-147 - Yong Zheng, Mayur Agnani, Mili Singh:
Identification of Grey Sheep Users by Histogram Intersection in Recommender Systems. 148-161
Social Network and Social Media
- Xiaoming Li, Hui Fang, Jie Zhang:
A Feature-Based Approach for the Redefined Link Prediction Problem in Signed Networks. 165-179 - Xingyu Niu, Hongyi Zhang, Michael R. Lyu, Irwin King:
From Mutual Friends to Overlapping Community Detection: A Non-negative Matrix Factorization Approach. 180-194 - Xiaodong Ning, Lina Yao, Xianzhi Wang, Boualem Benatallah:
Calling for Response: Automatically Distinguishing Situation-Aware Tweets During Crises. 195-208 - Yuan Su, Xi Zhang, Sihong Xie, Philip S. Yu, Binxing Fang:
Efficient Revenue Maximization for Viral Marketing in Social Networks. 209-224 - Lin Wu, Michele Haynes, Andrew Smith, Tong Chen, Xue Li:
Generating Life Course Trajectory Sequences with Recurrent Neural Networks and Application to Early Detection of Social Disadvantage. 225-242 - Coriane Nana Jipmo, Gianluca Quercini, Nacéra Bennacer:
FRISK: A Multilingual Approach to Find twitteR InterestS via wiKipedia. 243-256 - Yongjun Li, Zhen Zhang, You Peng:
A Solution to Tweet-Based User Identification Across Online Social Networks. 257-269
Machine Learning
- Yue Fang, Jilian Zhang, Shichao Zhang, Cong Lei, Xiaoyi Hu:
Supervised Feature Selection Algorithm Based on Low-Rank and Manifold Learning. 273-286 - Jie Yang, Henry C. M. Leung, Siu-Ming Yiu, Francis Y. L. Chin:
Mixed Membership Sparse Gaussian Conditional Random Fields. 287-302 - Md. Nasim Adnan, Md Zahidul Islam:
Effects of Dynamic Subspacing in Random Forest. 303-312 - Bassma Al-Jubouri, Bogdan Gabrys:
Diversity and Locality in Multi-Component, Multi-Layer Predictive Systems: A Mutual Information Based Approach. 313-325 - Jenn-Bing Ong, Wee Keong Ng:
Hybrid Subspace Mixture Models for Prediction and Anomaly Detection in High Dimensions. 326-339
Classification and Clustering Methods
- Till Schäfer, Petra Mutzel:
StruClus: Scalable Structural Graph Set Clustering with Representative Sampling. 343-359 - Bin Liu, Li Yao, Junfeng Wu, Xiaosheng Feng:
Employing Hierarchical Clustering and Reinforcement Learning for Attribute-Based Zero-Shot Classification. 360-372 - Fady Medhat, David Chesmore, John Robinson:
Environmental Sound Recognition Using Masked Conditional Neural Networks. 373-385 - Mohammad Khubeb Siddiqui, Md Zahidul Islam, Muhammad Ashad Kabir:
Analyzing Performance of Classification Techniques in Detecting Epileptic Seizure. 386-398 - Ahmed Al-Shammari, Chengfei Liu, Mehdi Naseriparsa, Bao Quoc Vo, Tarique Anwar, Rui Zhou:
A Framework for Clustering and Dynamic Maintenance of XML Documents. 399-412 - Shiwei Zhang, Xiuzhen Zhang, Jeffrey Chan:
Language-Independent Twitter Classification Using Character-Based Convolutional Networks. 413-425
Behavior Modeling and User Profiling
- Thanh-Nam Doan, Ee-Peng Lim:
Modeling Check-In Behavior with Geographical Neighborhood Influence of Venues. 429-444 - Jung-Jae Kim, Yong Liu, Wee-Yong Lim, Vrizlynn L. L. Thing:
An Empirical Study on Collective Online Behaviors of Extremist Supporters. 445-459 - Eric Falk, Jérémy Charlier, Radu State:
Your Moves, Your Device: Establishing Behavior Profiles Using Tensors. 460-474 - Chunxia Zhang, Yu Guo, Jiayu Wu, Shuliang Wang, Zhendong Niu, Wen Cheng:
An Approach for Identifying Author Profiles of Blogs. 475-487 - Nagendra Kumar, Rahul Utkoor, Bharath K. R. Appareddy, Manish Singh:
Generating Topics of Interests for Research Communities. 488-501 - Mohammad Haqqani, Xiaodong Li:
An Evolutionary Approach for Learning Conditional Preference Networks from Inconsistent Examples. 502-515
Bioinformatic and Medical Data Analysis
- Xingjuan Li, Yu Li, Xue Li:
Predicting Clinical Outcomes of Alzheimer's Disease from Complex Brain Networks. 519-525 - Simon Razniewski, Vevake Balaraman, Werner Nutt:
Doctoral Advisor or Medical Condition: Towards Entity-Specific Rankings of Knowledge Base Properties. 526-540 - Hasseeb Azzawi, Jingyu Hou, Russul Alanni, Yong Xiang, Rana Abdu-Aljabar, Ali Azzawi:
Multiclass Lung Cancer Diagnosis by Gene Expression Programming and Microarray Datasets. 541-553 - Zibo Yi, Shasha Li, Jie Yu, Yusong Tan, Qingbo Wu, Hong Yuan, Ting Wang:
Drug-Drug Interaction Extraction via Recurrent Neural Network with Multiple Attention Layers. 554-566
Spatio-Temporal Data
- Shili Xiang, Lu Li, Si Min Lo, Xiaoli Li:
People-Centric Mobile Crowdsensing Platform for Urban Design. 569-581 - Mun Hou Wong, Vincent S. Tseng, Jerry C. C. Tseng, Sun-Wei Liu, Cheng-Hung Tsai:
Long-Term User Location Prediction Using Deep Learning and Periodic Pattern Mining. 582-594 - Ruixin Yang, Mingyang Xu, Junyi He, Stephen Ranshous, Nagiza F. Samatova:
An Intelligent Weighted Fuzzy Time Series Model Based on a Sine-Cosine Adaptive Human Learning Optimization Algorithm and Its Application to Financial Markets Forecasting. 595-607 - Shudong Liu, Huayu Wu, Shili Xiang, Xiaoli Li:
Mobile Robot Scheduling with Multiple Trips and Time Windows. 608-620
Natural Language Processing and Text Mining
- Wei Emma Zhang, Quan Z. Sheng, Yanjun Shu, Vanh Khuyen Nguyen:
Feature Analysis for Duplicate Detection in Programming QA Communities. 623-638 - Bradford Heap, Alfred Krzywicki, Susanne Schmeidl, Wayne Wobcke, Michael Bain:
A Joint Human/Machine Process for Coding Events and Conflict Drivers. 639-654 - Yuanhao Zheng, Bifan Wei, Jun Liu, Meng Wang, Weitong Chen, Bei Wu, Yihe Chen:
Quality Prediction of Newly Proposed Questions in CQA by Leveraging Weakly Supervised Learning. 655-667 - Yazhou Hao, Qinghua Zheng, YangYang Lan, Yufei Li, Meng Wang, Sen Wang, Chen Li:
Improving Chinese Sentiment Analysis via Segmentation-Based Representation Using Parallel CNN. 668-680 - Hongkui Tu, Zongyang Ma, Aixin Sun, Zhiqiang Xu, Xiaodong Wang:
Entity Recognition by Distant Supervision with Soft List Constraint. 681-694 - Abdulqader Almars, Xue Li, Xin Zhao, Ibrahim A. Ibrahim, Weiwei Yuan, Bohan Li:
Structured Sentiment Analysis. 695-707
Data Mining Applications
- Manxing Du, Redouane Sassioui, Georgios Varisteas, Radu State, Mats Brorsson, Omar Cherkaoui:
Improving Real-Time Bidding Using a Constrained Markov Decision Process. 711-726 - Yao Cheng, Chang Xu, Daisuke Mashima, Vrizlynn L. L. Thing, Yongdong Wu:
PowerLSTM: Power Demand Forecasting Using Long Short-Term Memory Neural Network. 727-740 - Anis Yazidi, B. John Oommen, Morten Goodwin:
Identifying Unreliable Sensors Without a Knowledge of the Ground Truth in Deceptive Environments. 741-753 - Jakub Lokoc, Phuong Anh Nguyen, Marta Vomlelová, Chong-Wah Ngo:
Color-Sketch Simulator: A Guide for Color-Based Visual Known-Item Search. 754-763
Applications
- Erlend Vollset, Eirik Folkestad, Marius Rise Gallala, Jon Atle Gulla:
Making Use of External Company Data to Improve the Classification of Bank Transactions. 767-780 - Vanh Khuyen Nguyen, Wei Emma Zhang, Quan Z. Sheng, Jason Merefield:
Mining Load Profile Patterns for Australian Electricity Consumers. 781-793 - Guizi Chen, Liang Yu, Wee Siong Ng, Huayu Wu, Usha Nanthani Kunasegaran:
STA: A Spatio-Temporal Thematic Analytics Framework for Urban Ground Sensing. 794-807 - Manoranjan Dash, Sin G. Teo:
Privacy and Utility Preservation for Location Data Using Stay Region Analysis. 808-820 - Tam T. Nguyen, Daniel Fernandez, Quy T. K. Nguyen, Ebrahim Bagheri:
Location-Aware Human Activity Recognition. 821-835
Demos
- Paul Tran-Van, Nicolas Anciaux, Philippe Pucheral:
SWYSWYK: A New Sharing Paradigm for the Personal Cloud. 839-845 - Sumit Bhatia, Nidhi Rajshree, Anshu N. Jain, Nitish Aggarwal:
Tools and Infrastructure for Supporting Enterprise Knowledge Graphs. 846-852 - Michael Stewart, Wei Liu, Rachel Cardell-Oliver, Mark Griffin:
An Interactive Web-Based Toolset for Knowledge Discovery from Short Text Log Data. 853-858 - Wei Kang, Jie Chen, Jiuyong Li, Jixue Liu, Lin Liu, Grant Osborne, Nick Lothian, Brenton Cooper, Terry Moschou, Grant Neale:
Carbon: Forecasting Civil Unrest Events by Monitoring News and Social Media. 859-865 - Wee Boon Koh, Xiaolei Li:
A System for Querying and Analyzing Urban Regions. 866-871 - Jianqiu Xu, Jiangang Zhou:
Detect Tracking Behavior Among Trajectory Data. 872-878
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