Advances in Knowledge Discovery and Data Mining: 15th Pacific-Asia Conference, PAKDD 2011, Shenzhen, China, May 24-27, 2011, Proceedings, Part I

Front Matter....Pages -
An Instance Selection Algorithm Based on Reverse Nearest Neighbor....Pages 1-12
A Game Theoretic Approach for Feature Clustering and Its Application to Feature Selection....Pages 13-25
Feature Selection Strategy in Text Classification....Pages 26-37
Unsupervised Feature Weighting Based on Local Feature Relatedness....Pages 38-49
An Effective Feature Selection Method for Text Categorization....Pages 50-61
A Subpath Kernel for Rooted Unordered Trees....Pages 62-74
Classification Probabilistic PCA with Application in Domain Adaptation....Pages 75-86
Probabilistic Matrix Factorization Leveraging Contexts for Unsupervised Relation Extraction....Pages 87-99
The Unsymmetrical-Style Co-training....Pages 100-111
Balance Support Vector Machines Locally Using the Structural Similarity Kernel....Pages 112-123
Using Classifier-Based Nominal Imputation to Improve Machine Learning....Pages 124-135
A Bayesian Framework for Learning Shared and Individual Subspaces from Multiple Data Sources....Pages 136-147
Are Tensor Decomposition Solutions Unique? On the Global Convergence HOSVD and ParaFac Algorithms....Pages 148-159
Improved Spectral Hashing....Pages 160-170
High-Order Co-clustering Text Data on Semantics-Based Representation Model....Pages 171-182
The Role of Hubness in Clustering High-Dimensional Data....Pages 183-195
Spatial Entropy-Based Clustering for Mining Data with Spatial Correlation....Pages 196-208
Self-adjust Local Connectivity Analysis for Spectral Clustering....Pages 209-224
An Effective Density-Based Hierarchical Clustering Technique to Identify Coherent Patterns from Gene Expression Data....Pages 225-236
Nonlinear Discriminative Embedding for Clustering via Spectral Regularization....Pages 237-248
An Adaptive Fuzzy k -Nearest Neighbor Method Based on Parallel Particle Swarm Optimization for Bankruptcy Prediction....Pages 249-264
Semi-supervised Parameter-Free Divisive Hierarchical Clustering of Categorical Data....Pages 265-276
Identifying Hidden Contexts in Classification....Pages 277-288
Cross-Lingual Sentiment Classification via Bi-view Non-negative Matrix Tri-Factorization....Pages 289-300
A Sequential Dynamic Multi-class Model and Recursive Filtering by Variational Bayesian Methods....Pages 301-312
Random Ensemble Decision Trees for Learning Concept-Drifting Data Streams....Pages 313-325
Collaborative Data Cleaning for Sentiment Classification with Noisy Training Corpus....Pages 326-337
Using Constraints to Generate and Explore Higher Order Discriminative Patterns....Pages 338-350
Mining Maximal Co-located Event Sets....Pages 351-362
Pattern Mining for a Two-Stage Information Filtering System....Pages 363-374
Efficiently Retrieving Longest Common Route Patterns of Moving Objects By Summarizing Turning Regions....Pages 375-386
Automatic Assignment of Item Weights for Pattern Mining on Data Streams....Pages 387-398
Predicting Private Company Exits Using Qualitative Data....Pages 399-410
A Rule-Based Method for Customer Churn Prediction in Telecommunication Services....Pages 411-422
Adaptive and Effective Keyword Search for XML....Pages 423-434
Steering Time-Dependent Estimation of Posteriors with Hyperparameter Indexing in Bayesian Topic Models....Pages 435-447
Constrained LDA for Grouping Product Features in Opinion Mining....Pages 448-459
Semantic Dependent Word Pairs Generative Model for Fine-Grained Product Feature Mining....Pages 460-475
Grammatical Dependency-Based Relations for Term Weighting in Text Classification....Pages 476-487
XML Documents Clustering Using a Tensor Space Model....Pages 488-499
An Efficient Pre-processing Method to Identify Logical Components from PDF Documents....Pages 500-511
Combining Proper Name-Coreference with Conditional Random Fields for Semi-supervised Named Entity Recognition in Vietnamese Text....Pages 512-524
Topic Analysis of Web User Behavior Using LDA Model on Proxy Logs....Pages 525-536
SizeSpotSigs: An Effective Deduplicate Algorithm Considering the Size of Page Content....Pages 537-548
Knowledge Transfer across Multilingual Corpora via Latent Topics....Pages 549-560
Back Matter....Pages -