Advances in Knowledge Discovery and Data Mining: 7th Pacific-Asia Conference, PAKDD 2003, Seoul, Korea, April 30 – May 2, 2003 Proceedings

Data Mining as an Automated Service....Pages 1-13
Trends and Challenges in the Industrial Applications of KDD....Pages 14-14
Finding Event-Oriented Patterns in Long Temporal Sequences....Pages 15-26
Mining Frequent Episodes for Relating Financial Events and Stock Trends....Pages 27-39
An Efficient Algorithm of Frequent Connected Subgraph Extraction....Pages 40-51
Classifier Construction by Graph-Based Induction for Graph-Structured Data....Pages 52-62
Comparison of the Performance of Center-Based Clustering Algorithms....Pages 63-74
Automatic Extraction of Clusters from Hierarchical Clustering Representations....Pages 75-87
Large Scale Unstructured Document Classification Using Unlabeled Data and Syntactic Information....Pages 88-99
Extracting Shared Topics of Multiple Documents....Pages 100-110
An Empirical Study on Dimensionality Optimization in Text Mining for Linguistic Knowledge Acquisition....Pages 111-116
A Semi-supervised Algorithm for Pattern Discovery in Information Extraction from Textual Data....Pages 117-123
Mining Patterns of Dyspepsia Symptoms Across Time Points Using Constraint Association Rules....Pages 124-135
Predicting Protein Structural Class from Closed Protein Sequences....Pages 136-147
Learning Rules to Extract Protein Interactions from Biomedical Text....Pages 148-158
Predicting Protein Interactions in Human by Homologous Interactions in Yeast....Pages 159-165
Mining the Customer’s Up-To-Moment Preferences for E-commerce Recommendation....Pages 166-177
A Graph-Based Optimization Algorithm for Website Topology Using Interesting Association Rules....Pages 178-190
A Markovian Approach for Web User Profiling and Clustering....Pages 191-202
Extracting User Interests from Bookmarks on the Web....Pages 203-208
Mining Frequent Instances on Workflows....Pages 209-221
Real Time Video Data Mining for Surveillance Video Streams....Pages 222-233
Distinguishing Causal and Acausal Temporal Relations....Pages 234-240
Online Bayes Point Machines....Pages 241-252
Exploiting Hierarchical Domain Values for Bayesian Learning....Pages 253-264
A New Restricted Bayesian Network Classifier....Pages 265-270
AGRID: An Efficient Algorithm for Clustering Large High-Dimensional Datasets....Pages 271-282
Multi-level Clustering and Reasoning about Its Clusters Using Region Connection Calculus....Pages 283-294
An Efficient Cell-Based Clustering Method for Handling Large, High-Dimensional Data....Pages 295-300
Enhancing SWF for Incremental Association Mining by Itemset Maintenance....Pages 301-312
Reducing Rule Covers with Deterministic Error Bounds....Pages 313-324
Evolutionary Approach for Mining Association Rules on Dynamic Databases....Pages 325-336
Position Coded Pre-order Linked WAP-Tree for Web Log Sequential Pattern Mining....Pages 337-349
An Integrated System of Mining HTML Texts and Filtering Structured Documents....Pages 350-355
A New Sequential Mining Approach to XML Document Similarity Computation....Pages 356-362
Optimization of Fuzzy Rules for Classification Using Genetic Algorithm....Pages 363-375
Fast Pattern Selection for Support Vector Classifiers....Pages 376-387
Averaged Boosting: A Noise-Robust Ensemble Method....Pages 388-393
Improving Performance of Decision Tree Algorithms with Multi-edited Nearest Neighbor Rule....Pages 394-398
HOT: Hypergraph-Based Outlier Test for Categorical Data....Pages 399-410
A Method for Aggregating Partitions, Applications in K.D.D.....Pages 411-422
Efficiently Computing Iceberg Cubes with Complex Constraints through Bounding....Pages 423-429
Extraction of Tag Tree Patterns with Contractible Variables from Irregular Semistructured Data....Pages 430-436
Step-by-Step Regression: A More Efficient Alternative for Polynomial Multiple Linear Regression in Stream Cube....Pages 437-448
Progressive Weighted Miner: An Efficient Method for Time-Constraint Mining....Pages 449-460
Mining Open Source Software (OSS) Data Using Association Rules Network....Pages 461-466
Parallel FP-Growth on PC Cluster....Pages 467-473
Active Feature Selection Using Classes....Pages 474-485
Electricity Based External Similarity of Categorical Attributes....Pages 486-500
Weighted Proportional k-Interval Discretization for Naive-Bayes Classifiers....Pages 501-512
Dealing with Relative Similarity in Clustering: An Indiscernibility Based Approach....Pages 513-518
Considering Correlation between Variables to Improve Spatiotemporal Forecasting....Pages 519-531
Correlation Analysis of Spatial Time Series Datasets: A Filter-and-Refine Approach....Pages 532-544
When to Update the Sequential Patterns of Stream Data?....Pages 545-550
A New Clustering Algorithm for Transaction Data via Caucus....Pages 551-562
DBRS: A Density-Based Spatial Clustering Method with Random Sampling....Pages 563-575
Optimized Clustering for Anomaly Intrusion Detection....Pages 576-581
Finding Frequent Subgraphs from Graph Structured Data with Geometric Information and Its Application to Lossless Compression....Pages 582-594
Upgrading ILP Rules to First-Order Bayesian Networks....Pages 595-601
A Clustering Validity Assessment Index....Pages 602-608