Advances in Knowledge Discovery and Data Mining: 21st Pacific-Asia Conference, PAKDD 2017, Jeju, South Korea, May 23-26, 2017, Proceedings, Part II

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