Advances in Knowledge Discovery and Data Mining: 14th Pacific-Asia Conference, PAKDD 2010, Hyderabad, India, June 21-24, 2010. Proceedings. Part I

Front Matter....Pages -
Empower People with Knowledge: The Next Frontier for Web Search....Pages 1-1
Discovery of Patterns in Global Earth Science Data Using Data Mining....Pages 2-2
Game Theoretic Approaches to Knowledge Discovery and Data Mining....Pages 3-3
A Set Correlation Model for Partitional Clustering....Pages 4-15
iVAT and aVAT: Enhanced Visual Analysis for Cluster Tendency Assessment....Pages 16-27
A Robust Seedless Algorithm for Correlation Clustering....Pages 28-37
Integrative Parameter-Free Clustering of Data with Mixed Type Attributes....Pages 38-47
Data Transformation for Sum Squared Residue....Pages 48-55
A Better Strategy of Discovering Link-Pattern Based Communities by Classical Clustering Methods....Pages 56-67
Mining Antagonistic Communities from Social Networks....Pages 68-80
As Time Goes by: Discovering Eras in Evolving Social Networks....Pages 81-90
Online Sampling of High Centrality Individuals in Social Networks....Pages 91-98
Estimate on Expectation for Influence Maximization in Social Networks....Pages 99-106
A Novel Scalable Multi-class ROC for Effective Visualization and Computation....Pages 107-120
Efficiently Finding the Best Parameter for the Emerging Pattern-Based Classifier PCL....Pages 121-133
Rough Margin Based Core Vector Machine....Pages 134-141
BoostML: An Adaptive Metric Learning for Nearest Neighbor Classification....Pages 142-149
A New Emerging Pattern Mining Algorithm and Its Application in Supervised Classification....Pages 150-157
Hiding Emerging Patterns with Local Recoding Generalization....Pages 158-170
Anonymizing Transaction Data by Integrating Suppression and Generalization....Pages 171-180
Satisfying Privacy Requirements: One Step before Anonymization....Pages 181-188
Computation of Ratios of Secure Summations in Multi-party Privacy-Preserving Latent Dirichlet Allocation....Pages 189-197
Privacy-Preserving Network Aggregation....Pages 198-207
Multivariate Equi-width Data Swapping for Private Data Publication....Pages 208-215
Correspondence Clustering: An Approach to Cluster Multiple Related Spatial Datasets....Pages 216-227
Mining Trajectory Corridors Using Fréchet Distance and Meshing Grids....Pages 228-237
Subseries Join: A Similarity-Based Time Series Match Approach....Pages 238-245
TWave: High-Order Analysis of Spatiotemporal Data....Pages 246-253
Spatial Clustering with Obstacles Constraints by Dynamic Piecewise-Mapped and Nonlinear Inertia Weights PSO....Pages 254-261
An Efficient GA-Based Algorithm for Mining Negative Sequential Patterns....Pages 262-273
Valency Based Weighted Association Rule Mining....Pages 274-285
Ranking Sequential Patterns with Respect to Significance....Pages 286-299
Mining Association Rules in Long Sequences....Pages 300-309
Mining Closed Episodes from Event Sequences Efficiently....Pages 310-318
Most Significant Substring Mining Based on Chi-square Measure....Pages 319-327
Probabilistic User Modeling in the Presence of Drifting Concepts....Pages 328-339
Using Association Rules to Solve the Cold-Start Problem in Recommender Systems....Pages 340-347
Semi-supervised Tag Recommendation - Using Untagged Resources to Mitigate Cold-Start Problems....Pages 348-357
Cost-Sensitive Listwise Ranking Approach....Pages 358-366
Mining Wikipedia and Yahoo! Answers for Question Expansion in Opinion QA....Pages 367-374
Answer Diversification for Complex Question Answering on the Web....Pages 375-382
Vocabulary Filtering for Term Weighting in Archived Question Search....Pages 383-390
On Finding the Natural Number of Topics with Latent Dirichlet Allocation: Some Observations....Pages 391-402
Supervising Latent Topic Model for Maximum-Margin Text Classification and Regression....Pages 403-414
Resource-Bounded Information Extraction: Acquiring Missing Feature Values on Demand....Pages 415-427
Efficient Deep Web Crawling Using Reinforcement Learning....Pages 428-439
Topic Decomposition and Summarization....Pages 440-448
UNN: A Neural Network for Uncertain Data Classification....Pages 449-460
SkyDist: Data Mining on Skyline Objects....Pages 461-470
Multi-Source Skyline Queries Processing in Multi-Dimensional Space....Pages 471-479
Efficient Pattern Mining of Uncertain Data with Sampling....Pages 480-487
Classifier Ensemble for Uncertain Data Stream Classification....Pages 488-495
Back Matter....Pages -