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

Front Matter....Pages I-XXXII
Front Matter....Pages 1-1
Convolutional Bi-directional LSTM for Detecting Inappropriate Query Suggestions in Web Search....Pages 3-16
A Fast and Easy Regression Technique for k-NN Classification Without Using Negative Pairs....Pages 17-29
Deep Network Regularization via Bayesian Inference of Synaptic Connectivity....Pages 30-41
Adaptive One-Class Support Vector Machine for Damage Detection in Structural Health Monitoring....Pages 42-57
A Classification Model for Diverse and Noisy Labelers....Pages 58-69
Automatic Discovery of Common and Idiosyncratic Latent Effects in Multilevel Regression....Pages 70-82
A Deep Neural Network for Pairwise Classification: Enabling Feature Conjunctions and Ensuring Symmetry....Pages 83-95
Feature Ranking of Large, Robust, and Weighted Clustering Result....Pages 96-109
Purchase Signatures of Retail Customers....Pages 110-121
Volatility Adaptive Classifier System....Pages 122-134
Distributed Representations for Words on Tables....Pages 135-146
Link Prediction for Isolated Nodes in Heterogeneous Network by Topic-Based Co-clustering....Pages 147-159
Predicting Destinations from Partial Trajectories Using Recurrent Neural Network....Pages 160-172
Preventing Inadvertent Information Disclosures via Automatic Security Policies....Pages 173-185
Personalized Deep Learning for Tag Recommendation....Pages 186-197
Information-Theoretic Non-redundant Subspace Clustering....Pages 198-209
Cost Matters: A New Example-Dependent Cost-Sensitive Logistic Regression Model....Pages 210-222
Front Matter....Pages 223-223
Beyond Assortativity: Proclivity Index for Attributed Networks (ProNe)....Pages 225-237
Hierarchical Mixed Neural Network for Joint Representation Learning of Social-Attribute Network....Pages 238-250
Cost-Effective Viral Marketing in the Latency Aware Independent Cascade Model....Pages 251-265
Front Matter....Pages 223-223
DSBPR: Dual Similarity Bayesian Personalized Ranking....Pages 266-277
Usage Based Tag Enhancement of Images....Pages 278-290
Edge Role Discovery via Higher-Order Structures....Pages 291-303
Efficient Bi-level Variable Selection and Application to Estimation of Multiple Covariance Matrices....Pages 304-316
Entity Set Expansion with Meta Path in Knowledge Graph....Pages 317-329
Using Network Flows to Identify Users Sharing Extremist Content on Social Media....Pages 330-342
MC3: A Multi-class Consensus Classification Framework....Pages 343-355
Monte Carlo Based Incremental PageRank on Evolving Graphs....Pages 356-367
Joint Weighted Nonnegative Matrix Factorization for Mining Attributed Graphs....Pages 368-380
Predicting Happiness State Based on Emotion Representative Mining in Online Social Networks....Pages 381-394
Exploring Celebrities on Inferring User Geolocation in Twitter....Pages 395-406
Do Rumors Diffuse Differently from Non-rumors? A Systematically Empirical Analysis in Sina Weibo for Rumor Identification....Pages 407-420
Investigating the Dynamics of Religious Conflicts by Mining Public Opinions on Social Media....Pages 421-433
Mining High-Utility Itemsets with Both Positive and Negative Unit Profits from Uncertain Databases....Pages 434-446
Sparse Stochastic Inference with Regularization....Pages 447-459
Exploring Check-in Data to Infer Social Ties in Location Based Social Networks....Pages 460-471
Scalable Twitter User Clustering Approach Boosted by Personalized PageRank....Pages 472-485
Exploiting Geographical Location for Team Formation in Social Coding Sites....Pages 486-498
Weighted Simplicial Complex: A Novel Approach for Predicting Small Group Evolution....Pages 499-510
Front Matter....Pages 511-523
A P-LSTM Neural Network for Sentiment Classification....Pages 223-223
Learning What Matters – Sampling Interesting Patterns....Pages 524-533
PNE: Label Embedding Enhanced Network Embedding....Pages 534-546
Improving Temporal Record Linkage Using Regression Classification....Pages 547-560
Community Detection in Graph Streams by Pruning Zombie Nodes....Pages 561-573
Bilingual Lexicon Extraction from Comparable Corpora Based on Closed Concepts Mining....Pages 574-585
Collective Geographical Embedding for Geolocating Social Network Users....Pages 586-598
Front Matter....Pages 599-611
Partitioning-Based Mechanisms Under Personalized Differential Privacy....Pages 613-613
Efficient Cryptanalysis of Bloom Filters for Privacy-Preserving Record Linkage....Pages 615-627
Energy-Based Localized Anomaly Detection in Video Surveillance....Pages 628-640
A Fast Fourier Transform-Coupled Machine Learning-Based Ensemble Model for Disease Risk Prediction Using a Real-Life Dataset....Pages 641-653
Assessing Death Risk of Patients with Cardiovascular Disease from Long-Term Electrocardiogram Streams Summarization....Pages 654-670
Front Matter....Pages 671-682
On the Robustness of Decision Tree Learning Under Label Noise....Pages 683-683
Relevance-Based Evaluation Metrics for Multi-class Imbalanced Domains....Pages 685-697
Location Prediction Through Activity Purpose: Integrating Temporal and Sequential Models....Pages 698-710
Modeling Temporal Behavior of Awards Effect on Viewership of Movies....Pages 711-723
A Physarum-Inspired Ant Colony Optimization for Community Mining....Pages 724-736
A Novel Diversity Measure for Understanding Movie Ranks in Movie Collaboration Networks....Pages 737-749
Local-to-Global Unsupervised Anomaly Detection from Temporal Data....Pages 750-761
Mining Temporal Fluctuating Patterns....Pages 762-772
Front Matter....Pages 773-785
Marked Temporal Dynamics Modeling Based on Recurrent Neural Network....Pages 683-683
Mining of Location-Based Social Networks for Spatio-Temporal Social Influence....Pages 786-798
Multi-perspective Hierarchical Dirichlet Process for Geographical Topic Modeling....Pages 799-810
Enumerating Non-redundant Association Rules Using Satisfiability....Pages 811-823
Back Matter....Pages 824-836
....Pages 837-841