Trends and applications in knowledge discovery and data mining : PAKDD 2014 International Workshops: DANTH, BDM, MobiSocial, BigEC, CloudSD, MSMV-MBI, SDA, DMDA-Health, ALSIP, SocNet, DMBIH, BigPMA, Tainan, Taiwan, May 13-16, 2014 : revised selected paper

This Book Constitutes The Refereed Proceedings At Pakdd Workshops 2014, Held In Conjunction With The 18th Pacific-asia Conference On Knowledge Discovery And Data Mining (pakdd) Held In Tainan, Taiwan, In May 2014. The 73 Revised Papers Presented Were Carefully Reviewed And Selected From 179 Submissions. The Workshops Affiliated With Pakdd 2014 Include: Data Analytics For Targeted Healthcare, Danth; Data Mining And Decision Analytics For Public Health And Wellness, Dmda-health; Biologically Inspired Data Mining Techniques, Bdm; Mobile Data Management, Mining, And Computing On Social Networks, Mobisocial; Big Data Science And Engineering On E-commerce, Bigec; Cloud Service Discovery, Cloudsd; Mobile Sensing, Mining And Visualization For Human Behavior Inferences, Msmv-hbi; Scalable Dats Analytics: Theory And Algorithms, Sda; Algorithms For Large-scale Information Processing In Knowledge Discovery, Alsip; Data Mining In Social Networks, Socnet; Data Mining In Biomedical Informatics And Healthcare, Dmbih; And Pattern Mining And Application Of Big Data, Bigpma. Edited By Wen-chih Peng, Haixun Wang, James Bailey, Vincent S. Tseng, Tu Bao Ho, Zhi-hua Zhou, Arbee L.p. Chen. Front Matter....Pages I-XXI Front Matter....Pages 1-1 Conversation Intention Perception Based on Knowledge Base....Pages 3-14 An Empirical Algorithm for Bias Correction Based on GC Estimation for Single Cell Sequencing....Pages 15-21 Joint Tree of Combinatorial Maps....Pages 22-28 An Optimization Method of Fusing Multiple Decisions in Object Detection....Pages 29-35 Front Matter....Pages 37-37 Mining Typical Order Sequences from EHR for Building Clinical Pathways....Pages 39-49 Aspect-Based Sentiment Analysis of Amazon Reviews for Fitness Tracking Devices....Pages 50-61 Front Matter....Pages 63-63 An Efficient Drug-Target Interaction Mining Algorithm in Heterogeneous Biological Networks....Pages 65-76 Comparison of Hemagglutinin and Neruaminidase of Influenza A Virus Subtype H1N1, H5N1, H5N2, and H7N9 Using Apriori Algorithm....Pages 77-86 Privacy Preserving Association Rule Mining Using Binary Encoded NSGA-II....Pages 87-99 Detecting the Data Group Most Prone to a Specific Disguise Value....Pages 100-111 rRNA of Alphaproteobacteria Rickettsiales and mtDNA Pattern Analyzing with Apriori & SVM....Pages 112-122 Front Matter....Pages 123-123 Team Formation with the Communication Load Constraint in Social Networks....Pages 125-136 Information Diffusion Pattern Mining over Online Social Media....Pages 137-148 Mining Frequent Progressive Usage Patterns Across Multiple Mobile Broadcasting Channels....Pages 149-155 Efficient Gossiping Dissemination in Mobile Peer-to-Peer Environment Based on Neighborhood Detection....Pages 156-167 Predicting Locations of Mobile Users Based on Behavior Semantic Mining....Pages 168-180 Query Prediction by Currently-Browsed Web Pages and Its Applications....Pages 181-193 An Emergency System in Mobile Devices....Pages 194-198 Study of Mobile Value-Added Services with Augmented Reality....Pages 199-203 Mining Uncertain Sequence Data on Hadoop Platform....Pages 204-215 Front Matter....Pages 217-217 Two Algorithms Under Stochastic Gradient Descent Framework for Recommender Systems....Pages 219-230 Scalable Textual Similarity Search on Large Document Collections Through Random Indexing and K-means Clustering....Pages 231-238 Complementary Product Selection in E-Commerce....Pages 239-246 A Short-Term Bookmarking System for Collecting User-Interest Data....Pages 247-254 Front Matter....Pages 255-255 Automatic Self-Suspended Task for a MapReduce System on Cloud Computing....Pages 257-268 Tag Completion and Refinement for Web Service via Low-Rank Matrix Completion....Pages 269-278 Front Matter....Pages 279-279 A Differential Approach for Identifying Important Student Learning Behavior Patterns with Evolving Usage over Time....Pages 281-292 Mining Top-K Relevant Stay Regions from Historical Trajectories....Pages 293-304 Associative Classification for Human Activity Inference on Smart Phones....Pages 305-317 Personalized Smartphone Wearing Behavior Analysis....Pages 318-328 Activity Recognition Using Discriminant Sequence Patterns in Smart Environments....Pages 329-341 Front Matter....Pages 343-343 Using Knowledge Graph to Handle Label Imperfection....Pages 345-356 Learning to Display in Sponsored Search....Pages 357-368 Models for Distributed, Large Scale Data Cleaning....Pages 369-380 A Study of Rumor Spreading with Epidemic Model Based on Network Topology....Pages 381-392 GS4: Generating Synthetic Samples for Semi-Supervised Nearest Neighbor Classification....Pages 393-403 A Scalable Data Analytics Algorithm for Mining Frequent Patterns from Uncertain Data....Pages 404-416 Parallel Time Series Modeling - A Case Study of In-Database Big Data Analytics....Pages 417-428 A Biclustering-Based Classification Framework for Microarray Analysis....Pages 429-440 Parallel Implementation of a Density-Based Stream Clustering Algorithm Over a GPU Scheduling System....Pages 441-453 Front Matter....Pages 455-455 Three-way Indexing ZDDs for Large-Scale Sparse Datasets....Pages 457-469 Local Feature Selection by Formal Concept Analysis for Multi-class Classification....Pages 470-482 Ensemble Clustering of High Dimensional Data with FastMap Projection....Pages 483-493 A General Framework for Parallel Unary Operations on ZDDs....Pages 494-503 On the Size of the Zero-Suppressed Binary Decision Diagram that Represents All the Subtrees in a Tree....Pages 504-510 Front Matter....Pages 511-511 A Unified Fusion Framework for Time-Related Rank in Threaded Discussion Communities....Pages 513-524 Multi-group-based User Perceptions for Friend Recommendation in Social Networks....Pages 525-534 STC: A Joint Sentiment-Topic Model for Community Identification....Pages 535-548 Considerations About Multistep Community Detection....Pages 549-561 An Edge-Centric Approach for Change Point Detection in Dynamic Networks....Pages 562-571 Toward Automatic Censorship Detection in Microblogs....Pages 572-583 Competition Component Identification on Twitter....Pages 584-595 Social Network Community Detection Using Strongly Connected Components....Pages 596-604 Front Matter....Pages 605-605 Automatic Segmentation and Quantitative Analysis of Gray Matter on MR Images of Patients with Epilepsy Based on Unsupervised Learning Methods....Pages 607-615 An Author Topic Analysis of Tobacco Regulation Investigators....Pages 616-627 Mining Severe Drug-Drug Interaction Adverse Events Using Semantic Web Technologies: A Case Study....Pages 628-638 Cancer Based Pharmacogenomics Network for Drug Repurposing....Pages 639-651 Linked Vaccine Adverse Event Data Representation from VAERS for Biomedical Informatics Research....Pages 652-661 Front Matter....Pages 663-663 QRM: A Probabilistic Model for Search Engine Query Recommendation....Pages 665-676 Toward Mining User Traversal Patterns in the Indoor Environment....Pages 677-688 Front Matter....Pages 663-663 Myocardial Infarction Classification by Morphological Feature Extraction from Big 12-Lead ECG Data....Pages 689-699 Automatic Restaurant Information and Keyword Extraction by Mining Blog Data for Chinese Restaurant Search....Pages 700-711 The Application of Association Rules in Clinical Disease: The Relationship Between Recovery After Operation of Endovascular Aneurysm Repairing and Chronic....Pages 712-721 Human Action Recognition in Video Under Clutter and Moving Background....Pages 722-734 Big Data Generation: Application of Mobile Healthcare....Pages 735-743 A Comparison of Feature-Combination for Example-Based Super Resolution....Pages 744-753 Comparative Analysis of 3D-Culture System for Murine Neonatal Heart Regeneration: A Systematic Approach for Big Gene Expression Data....Pages 754-764 Data Collection and Analysis from Social Network – Profile Analyzer System (PAS)....Pages 765-772 Analyzing Personality Traits Based on User Behavoirs of Using Microblog....Pages 773-779 BigSAM: Mining Interesting Patterns from Probabilistic Databases of Uncertain Big Data....Pages 780-792 MBPD: Motif-Based Period Detection....Pages 793-804 A Model-Based Multivariate Time Series Clustering Algorithm....Pages 805-817 Mining Time-Aware Transit Patterns for Route Recommendation in Big Check-in Data....Pages 818-830 Back Matter....Pages 831-833