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

Description

This book constitutes the proceedings of the 14th Pacific-Asia Conference, PAKDD 2010, held in Hyderabad, India, in June 2010. Front Matter....Pages - Subclass-Oriented Dimension Reduction with Constraint Transformation and Manifold Regularization....Pages 1-13 Distributed Knowledge Discovery with Non Linear Dimensionality Reduction....Pages 14-26 DPSP: Distributed Progressive Sequential Pattern Mining on the Cloud....Pages 27-34 An Approach for Fast Hierarchical Agglomerative Clustering Using Graphics Processors with CUDA....Pages 35-42 Ontology-Based Mining of Brainwaves: A Sequence Similarity Technique for Mapping Alternative Features in Event-Related Potentials (ERP) Data....Pages 43-54 Combining Support Vector Machines and the t -statistic for Gene Selection in DNA Microarray Data Analysis....Pages 55-62 Satrap: Data and Network Heterogeneity Aware P2P Data-Mining....Pages 63-70 Player Performance Prediction in Massively Multiplayer Online Role-Playing Games (MMORPGs)....Pages 71-80 Relevant Gene Selection Using Normalized Cut Clustering with Maximal Compression Similarity Measure....Pages 81-88 A Novel Prototype Reduction Method for the K -Nearest Neighbor Algorithm with K  ≥ 1....Pages 89-100 Generalized Two-Dimensional FLD Method for Feature Extraction: An Application to Face Recognition....Pages 101-112 Learning Gradients with Gaussian Processes....Pages 113-124 Analyzing the Role of Dimension Arrangement for Data Visualization in Radviz....Pages 125-132 Subgraph Mining on Directed and Weighted Graphs....Pages 133-146 Finding Itemset-Sharing Patterns in a Large Itemset-Associated Graph....Pages 147-159 A Framework for SQL-Based Mining of Large Graphs on Relational Databases....Pages 160-167 Fast Discovery of Reliable k -terminal Subgraphs....Pages 168-177 GTRACE2: Improving Performance Using Labeled Union Graphs....Pages 178-188 Orthogonal Nonnegative Matrix Tri-factorization for Semi-supervised Document Co-clustering....Pages 189-200 Rule Synthesizing from Multiple Related Databases....Pages 201-213 Fast Orthogonal Nonnegative Matrix Tri-Factorization for Simultaneous Clustering....Pages 214-221 Hierarchical Web-Page Clustering via In-Page and Cross-Page Link Structures....Pages 222-229 Mining Numbers in Text Using Suffix Arrays and Clustering Based on Dirichlet Process Mixture Models....Pages 230-237 Opinion-Based Imprecise Query Answering....Pages 238-248 Blog Opinion Retrieval Based on Topic-Opinion Mixture Model....Pages 249-260 Feature Subsumption for Sentiment Classification in Multiple Languages....Pages 261-271 Decentralisation of ScoreFinder: A Framework for Credibility Management on User-Generated Contents....Pages 272-282 Classification and Pattern Discovery of Mood in Weblogs....Pages 283-290 Capture of Evidence for Summarization: An Application of Enhanced Subjective Logic....Pages 291-298 Fast Perceptron Decision Tree Learning from Evolving Data Streams....Pages 299-310 Classification and Novel Class Detection in Data Streams with Active Mining....Pages 311-324 Bulk Loading Hierarchical Mixture Models for Efficient Stream Classification....Pages 325-334 Summarizing Multidimensional Data Streams: A Hierarchy-Graph-Based Approach....Pages 335-342 Efficient Trade-Off between Speed Processing and Accuracy in Summarizing Data Streams....Pages 343-353 Subsequence Matching of Stream Synopses under the Time Warping Distance....Pages 354-361 Normalized Kernels as Similarity Indices....Pages 362-373 Adaptive Matching Based Kernels for Labelled Graphs....Pages 374-385 A New Framework for Dissimilarity and Similarity Learning....Pages 386-397 Semantic-Distance Based Clustering for XML Keyword Search....Pages 398-409 oddball : Spotting Anomalies in Weighted Graphs....Pages 410-421 Robust Outlier Detection Using Commute Time and Eigenspace Embedding....Pages 422-434 EigenSpokes: Surprising Patterns and Scalable Community Chipping in Large Graphs....Pages 435-448 BASSET: Scalable Gateway Finder in Large Graphs....Pages 449-463 Ensemble Learning Based on Multi-Task Class Labels....Pages 464-475 Supervised Learning with Minimal Effort....Pages 476-487 Generating Diverse Ensembles to Counter the Problem of Class Imbalance....Pages 488-499 Relationship between Diversity and Correlation in Multi-Classifier Systems....Pages 500-506 Compact Margin Machine....Pages 507-514 Back Matter....Pages -