Advances in Knowledge Discovery and Data Mining: 21st Pacific-Asia Conference, PAKDD 2017, Jeju, South Korea, May 23-26, 2017, Proceedings, Part II (Lecture Notes in Computer Science (10235))

This two-volume set, LNAI 10234 and 10235, constitutes the thoroughly refereed proceedings of the 21st Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining, PAKDD 2017, held in Jeju, South Korea, in May 2017. The 129 full papers were carefully reviewed and selected from 458 submissions. They are organized in topical sections named: classification and deep learning; social network and graph mining; privacy-preserving mining and security/risk applications; spatio-temporal and sequential data mining; clustering and anomaly detection; recommender system; feature selection; text and opinion mining; clustering and matrix factorization; dynamic, stream data mining; novel models and algorithms; behavioral data mining; graph clustering and community detection; dimensionality reduction. Front Matter....Pages I-XXXII Front Matter....Pages 1-1 A Targeted Retraining Scheme of Unsupervised Word Embeddings for Specific Supervised Tasks....Pages 3-14 A Neural Joint Model for Extracting Bacteria and Their Locations....Pages 15-26 Advanced Computation of Sparse Precision Matrices for Big Data....Pages 27-38 Accurate Recognition of the Current Activity in the Presence of Multiple Activities....Pages 39-50 Modeling Information Sharing Behavior on Q&A Forums....Pages 51-63 Effective Multiclass Transfer for Hypothesis Transfer Learning....Pages 64-75 Clustering Based on Dominant Set and Cluster Expansion....Pages 76-87 Front Matter....Pages 89-89 Friend Recommendation Considering Preference Coverage in Location-Based Social Networks....Pages 91-105 Contrast Pattern Based Collaborative Behavior Recommendation for Life Improvement....Pages 106-118 Exploiting Location Significance and User Authority for Point-of-Interest Recommendation....Pages 119-130 Personalized Ranking Recommendation via Integrating Multiple Feedbacks....Pages 131-143 Fairness Aware Recommendations on Behance....Pages 144-155 A Performance Evaluation Model for Taxi Cruising Path Recommendation System....Pages 156-167 MaP2R: A Personalized Maximum Probability Route Recommendation Method Using GPS Trajectories....Pages 168-180 Front Matter....Pages 181-181 SNE: Signed Network Embedding....Pages 183-195 mHUIMiner: A Fast High Utility Itemset Mining Algorithm for Sparse Datasets....Pages 196-207 Partial Tree-Edit Distance: A Solution to the Default Class Problem in Pattern-Based Tree Classification....Pages 208-219 A Domain-Agnostic Approach to Spam-URL Detection via Redirects....Pages 220-232 Automatic and Effective Mining of Coevolving Online Activities....Pages 233-246 Keeping Priors in Streaming Bayesian Learning....Pages 247-258 Front Matter....Pages 259-259 Efficient Training of Adaptive Regularization of Weight Vectors for Semi-structured Text....Pages 261-272 Behavior-Based Location Recommendation on Location-Based Social Networks....Pages 273-285 Integer Linear Programming for Pattern Set Mining; with an Application to Tiling....Pages 286-299 Secured Privacy Preserving Data Aggregation with Semi-honest Servers....Pages 300-312 Efficient Pedestrian Detection in the Low Resolution via Sparse Representation with Sparse Support Regression....Pages 313-323 Multi-task Representation Learning for Enhanced Emotion Categorization in Short Text....Pages 324-336 Fine-Grained Emotion Detection in Contact Center Chat Utterances....Pages 337-349 Dependency-Tree Based Convolutional Neural Networks for Aspect Term Extraction....Pages 350-362 Topic Modeling over Short Texts by Incorporating Word Embeddings....Pages 363-374 Mining Drug Properties for Decision Support in Dental Clinics....Pages 375-387 PURE: A Novel Tripartite Model for Review Sentiment Analysis and Recommendation....Pages 388-400 Front Matter....Pages 401-401 Multi-View Matrix Completion for Clustering with Side Information....Pages 403-415 Weighted NMF-Based Multiple Sparse Views Clustering for Web Items....Pages 416-428 Parallel Visual Assessment of Cluster Tendency on GPU....Pages 429-440 Clustering Complex Data Represented as Propositional Formulas....Pages 441-452 Deep Bayesian Matrix Factorization....Pages 453-464 Front Matter....Pages 465-465 Mining Competitive Pairs Hidden in Co-location Patterns from Dynamic Spatial Databases....Pages 467-480 Utility Aware Clustering for Publishing Transactional Data....Pages 481-494 Self-tuning Filers — Overload Prediction and Preventive Tuning Using Pruned Random Forest....Pages 495-507 A Centrality-Based Local-First Approach for Analyzing Overlapping Communities in Dynamic Networks....Pages 508-520 Front Matter....Pages 465-465 Web-Scale Personalized Real-Time Recommender System on Suumo....Pages 521-538 Modeling Contextual Changes in User Behaviour in Fashion e-Commerce....Pages 539-550 Weighted Ensemble Classification of Multi-label Data Streams....Pages 551-562 Front Matter....Pages 563-563 Improving One-Class Collaborative Filtering with Manifold Regularization by Data-driven Feature Representation....Pages 565-577 Stable Bayesian Optimization....Pages 578-591 An Exponential Time-Aware Recommendation Model for Mobile Notification Services....Pages 592-603 Discovering Periodic Patterns in Non-uniform Temporal Databases....Pages 604-617 Discovering Both Explicit and Implicit Similarities for Cross-Domain Recommendation....Pages 618-630 Mining Recurrent Patterns in a Dynamic Attributed Graph....Pages 631-643 SS-FIM: Single Scan for Frequent Itemsets Mining in Transactional Databases....Pages 644-654 Multi-view Regularized Gaussian Processes....Pages 655-667 A Neural Network Model for Semi-supervised Review Aspect Identification....Pages 668-680 Front Matter....Pages 681-681 Unsupervised Embedding for Latent Similarity by Modeling Heterogeneous MOOC Data....Pages 683-695 Matrix-Based Method for Inferring Variable Labels Using Outlines of Data in Data Jackets....Pages 696-707 Integrating Reviews into Personalized Ranking for Cold Start Recommendation....Pages 708-720 Taste or Addiction?: Using Play Logs to Infer Song Selection Motivation....Pages 721-733 Understanding Drivers’ Safety by Fusing Large Scale Vehicle Recorder Dataset and Heterogeneous Circumstantial Data....Pages 734-746 Front Matter....Pages 747-747 Query-oriented Graph Clustering....Pages 749-761 CCCG: Clique Conversion Ratio Driven Clustering of Graphs....Pages 762-773 Mining Cohesive Clusters with Interpretations in Labeled Graphs....Pages 774-785 Front Matter....Pages 747-747 A SAT-Based Framework for Overlapping Community Detection in Networks....Pages 786-798 Front Matter....Pages 799-799 Denoising Autoencoder as an Effective Dimensionality Reduction and Clustering of Text Data....Pages 801-813 Gradable Adjective Embedding for Commonsense Knowledge....Pages 814-827 Combining Dimensionality Reduction with Random Forests for Multi-label Classification Under Interactivity Constraints....Pages 828-839 A Generalized Model for Multidimensional Intransitivity....Pages 840-852 Back Matter....Pages 853-857