Advances in Knowledge Discovery and Data Mining: 9th Pacific-Asia Conference, PAKDD 2005, Hanoi, Vietnam, May 18-20, 2005. Proceedings

Front Matter....Pages -
Machine Learning for Analyzing Human Brain Function....Pages 1-1
Subgroup Discovery Techniques and Applications....Pages 2-14
IT Development in the 21 st Century and Its Implications....Pages 15-20
Data Mining of Gene Expression Microarray via Weighted Prefix Trees....Pages 21-31
Automatic Extraction of Low Frequency Bilingual Word Pairs from Parallel Corpora with Various Languages....Pages 32-37
A Kernel Function Method in Clustering....Pages 38-42
Performance Measurements for Privacy Preserving Data Mining....Pages 43-49
Extraction of Frequent Few-Overlapped Monotone DNF Formulas with Depth-First Pruning....Pages 50-60
Rule Extraction from Trained Support Vector Machines....Pages 61-70
Pruning Derivative Partial Rules During Impact Rule Discovery....Pages 71-80
$\mathcal{IGB}$ : A New Informative Generic Base of Association Rules....Pages 81-90
A Divide and Conquer Approach for Deriving Partially Ordered Sub-structures....Pages 91-96
Finding Sporadic Rules Using Apriori-Inverse....Pages 97-106
Automatic View Selection: An Application to Image Mining....Pages 107-113
Pushing Tougher Constraints in Frequent Pattern Mining....Pages 114-124
An Efficient Compression Technique for Frequent Itemset Generation in Association Rule Mining....Pages 125-135
Mining Time-Profiled Associations: An Extended Abstract....Pages 136-142
Online Algorithms for Mining Inter-stream Associations from Large Sensor Networks....Pages 143-149
Mining Frequent Ordered Patterns....Pages 150-154
Conditional Random Fields for Transmembrane Helix Prediction....Pages 155-161
A DNA Index Structure Using Frequency and Position Information of Genetic Alphabet....Pages 162-172
An Automatic Unsupervised Querying Algorithm for Efficient Information Extraction in Biomedical Domain....Pages 173-179
Voting Fuzzy k-NN to Predict Protein Subcellular Localization from Normalized Amino Acid Pair Compositions....Pages 180-185
Comparison of Tree Based Methods on Mammography Data....Pages 186-191
Bayesian Sequence Learning for Predicting Protein Cleavage Points....Pages 192-202
A Novel Indexing Method for Efficient Sequence Matching in Large DNA Database Environment....Pages 203-215
Threshold Tuning for Improved Classification Association Rule Mining....Pages 216-225
Using Rough Set in Feature Selection and Reduction in Face Recognition Problem....Pages 226-233
Analysis of Company Growth Data Using Genetic Algorithms on Binary Trees....Pages 234-239
Considering Re-occurring Features in Associative Classifiers....Pages 240-248
A New Evolutionary Neural Network Classifier....Pages 249-255
A Privacy-Preserving Classification Mining Algorithm....Pages 256-261
Combining Classifiers with Multi-representation of Context in Word Sense Disambiguation....Pages 262-268
Automatic Occupation Coding with Combination of Machine Learning and Hand-Crafted Rules....Pages 269-279
Retrieval Based on Language Model with Relative Entropy and Feedback....Pages 280-289
Text Classification for DAG-Structured Categories....Pages 290-300
Sentiment Classification Using Word Sub-sequences and Dependency Sub-trees....Pages 301-311
Improving Rough Classifiers Using Concept Ontology....Pages 312-322
QED: An Efficient Framework for Temporal Region Query Processing....Pages 323-332
A MPAA-Based Iterative Clustering Algorithm Augmented by Nearest Neighbors Search for Time-Series Data Streams....Pages 333-342
Locating Motifs in Time-Series Data....Pages 343-353
Stochastic Local Clustering for Massive Graphs....Pages 354-360
A Neighborhood-Based Clustering Algorithm....Pages 361-371
Improved Self-splitting Competitive Learning Algorithm....Pages 372-377
Speeding-Up Hierarchical Agglomerative Clustering in Presence of Expensive Metrics....Pages 378-387
Dynamic Cluster Formation Using Level Set Methods....Pages 388-398
A Vector Field Visualization Technique for Self-organizing Maps....Pages 399-409
Visualization of Cluster Changes by Comparing Self-organizing Maps....Pages 410-419
An Incremental Data Stream Clustering Algorithm Based on Dense Units Detection....Pages 420-425
Visual Interactive Evolutionary Algorithm for High Dimensional Data Clustering and Outlier Detection....Pages 426-431
Approximated Clustering of Distributed High-Dimensional Data....Pages 432-441
Improvements of IncSpan: Incremental Mining of Sequential Patterns in Large Database....Pages 442-451
Efficient Sampling: Application to Image Data....Pages 452-463
Cluster-Based Rough Set Construction....Pages 464-473
Learning Bayesian Networks Structures from Incomplete Data: An Efficient Approach Based on Extended Evolutionary Programming....Pages 474-479
Dynamic Fuzzy Clustering for Recommender Systems....Pages 480-485
Improving Mining Quality by Exploiting Data Dependency....Pages 486-499
Feature Selection for High Dimensional Face Image Using Self-organizing Maps....Pages 500-504
Progressive Sampling for Association Rules Based on Sampling Error Estimation....Pages 505-515
CLe Ver : A Feature Subset Selection Technique for Multivariate Time Series....Pages 516-522
Covariance and PCA for Categorical Variables....Pages 523-528
ADenTS: An Adaptive Density-Based Tree Structure for Approximating Aggregate Queries over Real Attributes....Pages 529-538
Frequent Itemset Mining with Parallel RDBMS....Pages 539-544
Using Consensus Susceptibility and Consistency Measures for Inconsistent Knowledge Management....Pages 545-554
WLPMiner: Weighted Frequent Pattern Mining with Length-Decreasing Support Constraints....Pages 555-567
A Framework for Incorporating Class Priors into Discriminative Classification....Pages 568-577
Increasing Classification Accuracy by Combining Adaptive Sampling and Convex Pseudo-Data....Pages 578-587
Kernels over Relational Algebra Structures....Pages 588-598
Adaptive Nonlinear Auto-Associative Modeling Through Manifold Learning....Pages 599-604
Maximizing Tree Diversity by Building Complete-Random Decision Trees....Pages 605-610
SETRED: Self-training with Editing....Pages 611-621
Adjusting Mixture Weights of Gaussian Mixture Model via Regularized Probabilistic Latent Semantic Analysis....Pages 622-631
Training Support Vector Machines Using Greedy Stagewise Algorithm....Pages 632-638
Cl-GBI: A Novel Approach for Extracting Typical Patterns from Graph-Structured Data....Pages 639-649
Improved Bayesian Spam Filtering Based on Co-weighted Multi-area Information....Pages 650-660
An Efficient Framework for Mining Flexible Constraints....Pages 661-671
Support Oriented Discovery of Generalized Disjunction-Free Representation of Frequent Patterns with Negation....Pages 672-682
Feature Selection Algorithm for Data with Both Nominal and Continuous Features....Pages 683-688
A Two-Phase Algorithm for Fast Discovery of High Utility Itemsets....Pages 689-695
On Multiple Query Optimization in Data Mining....Pages 696-701
USAID: Unifying Signature-Based and Anomaly-Based Intrusion Detection....Pages 702-712
Mining Mobile Group Patterns: A Trajectory-Based Approach....Pages 713-718
Can We Apply Projection Based Frequent Pattern Mining Paradigm to Spatial Co-location Mining?....Pages 719-725
PatZip: Pattern-Preserved Spatial Data Compression....Pages 726-736
A Likelihood Ratio Distance Measure for the Similarity Between the Fourier Transform of Time Series....Pages 737-743
The TIMERS II Algorithm for the Discovery of Causality....Pages 744-750
A Recent-Biased Dimension Reduction Technique for Time Series Data....Pages 751-757
Graph Partition Model for Robust Temporal Data Segmentation....Pages 758-763
Accurate Symbolization of Time Series....Pages 764-770
A Novel Bit Level Time Series Representation with Implication of Similarity Search and Clustering....Pages 771-777
Finding Temporal Features of Event-Oriented Patterns....Pages 778-784
An Anomaly Detection Method for Spacecraft Using Relevance Vector Learning....Pages 785-790
Cyclic Pattern Kernels Revisited....Pages 791-801
Subspace Clustering of Text Documents with Feature Weighting K -Means Algorithm....Pages 802-812
Using Term Clustering and Supervised Term Affinity Construction to Boost Text Classification....Pages 813-819
Technology Trends Analysis from the Internet Resources....Pages 820-825
Dynamic Mining Hierarchical Topic from Web News Stream Data Using Divisive-Agglomerative Clustering Method....Pages 826-831
Collecting Topic-Related Web Pages for Link Structure Analysis by Using a Potential Hub and Authority First Approach....Pages 832-837
A Top Down Algorithm for Mining Web Access Patterns from Web Logs....Pages 838-843
Kernel Principal Component Analysis for Content Based Image Retrieval....Pages 844-849
Mining Frequent Trees with Node-Inclusion Constraints....Pages 850-860
Back Matter....Pages -