Advances in Knowledge Discovery and Data Mining: 10th Pacific-Asia Conference, PAKDD 2006, Singapore, April 9-12, 2006. Proceedings

Front Matter....Pages -
Protection or Privacy? Data Mining and Personal Data....Pages 1-10
The Changing Face of Web Search....Pages 11-11
Data Mining for Surveillance Applications....Pages 12-14
A Multiclass Classification Method Based on Output Design....Pages 15-19
Regularized Semi-supervised Classification on Manifold....Pages 20-29
Similarity-Based Sparse Feature Extraction Using Local Manifold Learning....Pages 30-34
Generalized Conditional Entropy and a Metric Splitting Criterion for Decision Trees....Pages 35-44
RNBL-MN: A Recursive Naive Bayes Learner for Sequence Classification....Pages 45-54
TRIPPER: Rule Learning Using Taxonomies....Pages 55-59
Using Weighted Nearest Neighbor to Benefit from Unlabeled Data....Pages 60-69
Constructive Meta-level Feature Selection Method Based on Method Repositories....Pages 70-80
Variable Randomness in Decision Tree Ensembles....Pages 81-90
Further Improving Emerging Pattern Based Classifiers Via Bagging....Pages 91-96
Improving on Bagging with Input Smearing....Pages 97-106
Boosting Prediction Accuracy on Imbalanced Datasets with SVM Ensembles....Pages 107-118
DeLi-Clu: Boosting Robustness, Completeness, Usability, and Efficiency of Hierarchical Clustering by a Closest Pair Ranking....Pages 119-128
Iterative Clustering Analysis for Grouping Missing Data in Gene Expression Profiles....Pages 129-138
An EM-Approach for Clustering Multi-Instance Objects....Pages 139-148
Mining Maximal Correlated Member Clusters in High Dimensional Database....Pages 149-159
Hierarchical Clustering Based on Mathematical Optimization....Pages 160-173
Clustering Multi-represented Objects Using Combination Trees....Pages 174-178
Parallel Density-Based Clustering of Complex Objects....Pages 179-188
Neighborhood Density Method for Selecting Initial Cluster Centers in K-Means Clustering....Pages 189-198
Uncertain Data Mining: An Example in Clustering Location Data....Pages 199-204
Parallel Randomized Support Vector Machine....Pages 205-214
ε -Tube Based Pattern Selection for Support Vector Machines....Pages 215-224
Self-adaptive Two-Phase Support Vector Clustering for Multi-Relational Data Mining....Pages 225-229
One-Class Support Vector Machines for Recommendation Tasks....Pages 230-239
Heterogeneous Information Integration in Hierarchical Text Classification....Pages 240-249
FISA: Feature-Based Instance Selection for Imbalanced Text Classification....Pages 250-254
Dynamic Category Profiling for Text Filtering and Classification....Pages 255-264
Detecting Citation Types Using Finite-State Machines....Pages 265-274
A Systematic Study of Parameter Correlations in Large Scale Duplicate Document Detection....Pages 275-284
Comparison of Documents Classification Techniques to Classify Medical Reports....Pages 285-291
XCLS: A Fast and Effective Clustering Algorithm for Heterogenous XML Documents....Pages 292-302
Clustering Large Collection of Biomedical Literature Based on Ontology-Enriched Bipartite Graph Representation and Mutual Refinement Strategy....Pages 303-312
Level-Biased Statistics in the Hierarchical Structure of the Web....Pages 313-322
Cleopatra : Evolutionary Pattern-Based Clustering of Web Usage Data....Pages 323-333
Extracting and Summarizing Hot Item Features Across Different Auction Web Sites....Pages 334-345
Clustering Web Sessions by Levels of Page Similarity....Pages 346-350
i Wed : An Integrated Multigraph Cut-Based Approach for Detecting Events from a Website....Pages 351-360
Enhancing Duplicate Collection Detection Through Replica Boundary Discovery....Pages 361-370
Summarization and Visualization of Communication Patterns in a Large-Scale Social Network....Pages 371-379
Patterns of Influence in a Recommendation Network....Pages 380-389
Constructing Decision Trees for Graph-Structured Data by Chunkingless Graph-Based Induction....Pages 390-399
Combining Smooth Graphs with Semi-supervised Classification....Pages 400-409
Network Data Mining: Discovering Patterns of Interaction Between Attributes....Pages 410-414
SGPM: Static Group Pattern Mining Using Apriori-Like Sliding Window....Pages 415-424
Mining Temporal Indirect Associations....Pages 425-434
Mining Top-K Frequent Closed Itemsets Is Not in APX....Pages 435-439
Quality-Aware Association Rule Mining....Pages 440-449
IMB3-Miner: Mining Induced/Embedded Subtrees by Constraining the Level of Embedding....Pages 450-461
Maintaining Frequent Itemsets over High-Speed Data Streams....Pages 462-467
Generalized Disjunction-Free Representation of Frequents Patterns with at Most k Negations....Pages 468-472
Mining Interesting Imperfectly Sporadic Rules....Pages 473-482
Improved Negative-Border Online Mining Approaches....Pages 483-492
Association-Based Dissimilarity Measures for Categorical Data: Limitation and Improvement....Pages 493-498
Is Frequency Enough for Decision Makers to Make Decisions?....Pages 499-503
Ramp : High Performance Frequent Itemset Mining with Efficient Bit-Vector Projection Technique....Pages 504-508
Evaluating a Rule Evaluation Support Method Based on Objective Rule Evaluation Indices....Pages 509-519
Scoring Method for Tumor Prediction from Microarray Data Using an Evolutionary Fuzzy Classifier....Pages 520-529
Efficient Discovery of Structural Motifs from Protein Sequences with Combination of Flexible Intra- and Inter-block Gap Constraints....Pages 530-539
Finding Consensus Patterns in Very Scarce Biosequence Samples from Their Minimal Multiple Generalizations....Pages 540-545
Kernels on Lists and Sets over Relational Algebra: An Application to Classification of Protein Fingerprints....Pages 546-551
Mining Quantitative Maximal Hyperclique Patterns: A Summary of Results....Pages 552-556
A Nonparametric Outlier Detection for Effectively Discovering Top-N Outliers from Engineering Data....Pages 557-566
A Fast Greedy Algorithm for Outlier Mining....Pages 567-576
Ranking Outliers Using Symmetric Neighborhood Relationship....Pages 577-593
Construction of Finite Automata for Intrusion Detection from System Call Sequences by Genetic Algorithms....Pages 594-602
An Adaptive Intrusion Detection Algorithm Based on Clustering and Kernel-Method....Pages 603-610
Weighted Intra-transactional Rule Mining for Database Intrusion Detection....Pages 611-620
On Robust and Effective K-Anonymity in Large Databases....Pages 621-636
Achieving Private Recommendations Using Randomized Response Techniques....Pages 637-646
Privacy-Preserving SVM Classification on Vertically Partitioned Data....Pages 647-656
Data Mining Using Relational Database Management Systems....Pages 657-667
Bias-Free Hypothesis Evaluation in Multirelational Domains....Pages 668-672
Enhanced DB-Subdue: Supporting Subtle Aspects of Graph Mining Using a Relational Approach....Pages 673-678
Multimedia Semantics Integration Using Linguistic Model....Pages 679-688
A Novel Indexing Approach for Efficient and Fast Similarity Search of Captured Motions....Pages 689-698
Mining Frequent Spatial Patterns in Image Databases....Pages 699-703
Image Classification Via LZ78 Based String Kernel: A Comparative Study....Pages 704-712
Distributed Pattern Discovery in Multiple Streams....Pages 713-718
COMET: Event-Driven Clustering over Multiple Evolving Streams....Pages 719-723
Variable Support Mining of Frequent Itemsets over Data Streams Using Synopsis Vectors....Pages 724-728
Hardware Enhanced Mining for Association Rules....Pages 729-738
A Single Index Approach for Time-Series Subsequence Matching That Supports Moving Average Transform of Arbitrary Order....Pages 739-749
Efficient Mining of Emerging Events in a Dynamic Spatiotemporal Environment....Pages 750-754
A Multi-Hierarchical Representation for Similarity Measurement of Time Series....Pages 755-764
Multistep-Ahead Time Series Prediction....Pages 765-774
Sequential Pattern Mining with Time Intervals....Pages 775-779
A Wavelet Analysis Based Data Processing for Time Series of Data Mining Predicting....Pages 780-789
Intelligent Particle Swarm Optimization in Multi-objective Problems....Pages 790-800
Hidden Space Principal Component Analysis....Pages 801-805
Neighbor Line-Based Locally Linear Embedding....Pages 806-815
Predicting Rare Extreme Values....Pages 816-820
Domain-Driven Actionable Knowledge Discovery in the Real World....Pages 821-830
Evaluation of Attribute-Aware Recommender System Algorithms on Data with Varying Characteristics....Pages 831-840
An Intelligent System Based on Kernel Methods for Crop Yield Prediction....Pages 841-846
A Machine Learning Application for Human Resource Data Mining Problem....Pages 847-856
Towards Automated Design of Large-Scale Circuits by Combining Evolutionary Design with Data Mining....Pages 857-866
Mining Unexpected Associations for Signalling Potential Adverse Drug Reactions from Administrative Health Databases....Pages 867-876
Back Matter....Pages -