Advances in Knowledge Discovery and Data Mining: 11th Pacific-Asia Conference, PAKDD 2007, Nanjing, China, May 22-25, 2007. Proceedings

Front Matter....Pages -
Research Frontiers in Advanced Data Mining Technologies and Applications....Pages 1-5
Finding the Real Patterns....Pages 6-6
Class Noise vs Attribute Noise: Their Impacts, Detection and Cleansing....Pages 7-8
Multi-modal and Multi-granular Learning....Pages 9-10
Hierarchical Density-Based Clustering of Categorical Data and a Simplification....Pages 11-22
Multi-represented Classification Based on Confidence Estimation....Pages 23-34
Selecting a Reduced Set for Building Sparse Support Vector Regression in the Primal....Pages 35-46
Mining Frequent Itemsets from Uncertain Data....Pages 47-58
QC4 - A Clustering Evaluation Method....Pages 59-70
Semantic Feature Selection for Object Discovery in High-Resolution Remote Sensing Imagery....Pages 71-83
Deriving Private Information from Arbitrarily Projected Data....Pages 84-95
Consistency Based Attribute Reduction....Pages 96-107
A Hybrid Command Sequence Model for Anomaly Detection....Pages 108-118
 σ - Algorithm : Structured Workflow Process Mining Through Amalgamating Temporal Workcases....Pages 119-130
Multiscale BiLinear Recurrent Neural Network for Prediction of MPEG Video Traffic....Pages 131-137
An Effective Multi-level Algorithm Based on Ant Colony Optimization for Bisecting Graph....Pages 138-149
A Unifying Method for Outlier and Change Detection from Data Streams Based on Local Polynomial Fitting....Pages 150-161
Simultaneous Tuning of Hyperparameter and Parameter for Support Vector Machines....Pages 162-172
Entropy Regularization, Automatic Model Selection, and Unsupervised Image Segmentation....Pages 173-182
A Timing Analysis Model for Ontology Evolutions Based on Distributed Environments....Pages 183-192
An Optimum Random Forest Model for Prediction of Genetic Susceptibility to Complex Diseases....Pages 193-204
Feature Based Techniques for Auto-Detection of Novel Email Worms....Pages 205-216
Multiresolution-Based BiLinear Recurrent Neural Network....Pages 217-223
Query Expansion Using a Collection Dependent Probabilistic Latent Semantic Thesaurus....Pages 224-235
Scaling Up Semi-supervised Learning: An Efficient and Effective LLGC Variant....Pages 236-247
A Machine Learning Approach to Detecting Instantaneous Cognitive States from fMRI Data....Pages 248-259
Discovering Correlated Items in Data Streams....Pages 260-271
Incremental Clustering in Geography and Optimization Spaces....Pages 272-283
Estimation of Class Membership Probabilities in the Document Classification....Pages 284-295
A Hybrid Multi-group Privacy-Preserving Approach for Building Decision Trees....Pages 296-307
A Constrained Clustering Approach to Duplicate Detection Among Relational Data....Pages 308-319
Understanding Research Field Evolving and Trend with Dynamic Bayesian Networks....Pages 320-331
Embedding New Data Points for Manifold Learning Via Coordinate Propagation....Pages 332-343
Spectral Clustering Based Null Space Linear Discriminant Analysis (SNLDA)....Pages 344-354
On a New Class of Framelet Kernels for Support Vector Regression and Regularization Networks....Pages 355-366
A Clustering Algorithm Based on Mechanics....Pages 367-378
DLDA/QR: A Robust Direct LDA Algorithm for Face Recognition and Its Theoretical Foundation....Pages 379-387
gPrune: A Constraint Pushing Framework for Graph Pattern Mining....Pages 388-400
Modeling Anticipatory Event Transitions....Pages 401-408
A Modified Relationship Based Clustering Framework for Density Based Clustering and Outlier Filtering on High Dimensional Datasets....Pages 409-416
A Region-Based Skin Color Detection Algorithm....Pages 417-424
Supportive Utility of Irrelevant Features in Data Preprocessing....Pages 425-432
Incremental Mining of Sequential Patterns Using Prefix Tree....Pages 433-440
A Multiple Kernel Support Vector Machine Scheme for Simultaneous Feature Selection and Rule-Based Classification....Pages 441-448
Combining Supervised and Semi-supervised Classifier for Personalized Spam Filtering....Pages 449-456
Qualitative Simulation and Reasoning with Feature Reduction Based on Boundary Conditional Entropy of Knowledge....Pages 457-464
A Hybrid Incremental Clustering Method-Combining Support Vector Machine and Enhanced Clustering by Committee Clustering Algorithm....Pages 465-472
CCRM: An Effective Algorithm for Mining Commodity Information from Threaded Chinese Customer Reviews....Pages 473-480
A Rough Set Approach to Classifying Web Page Without Negative Examples....Pages 481-488
Evolution and Maintenance of Frequent Pattern Space When Transactions Are Removed....Pages 489-497
Establishing Semantic Relationship in Inter-query Learning for Content-Based Image Retrieval Systems....Pages 498-506
Density-Sensitive Evolutionary Clustering....Pages 507-514
Reducing Overfitting in Predicting Intrinsically Unstructured Proteins....Pages 515-522
Temporal Relations Extraction in Mining Hepatitis Data....Pages 523-530
Supervised Learning Approach to Optimize Ranking Function for Chinese FAQ-Finder....Pages 531-538
Combining Convolution Kernels Defined on Heterogeneous Sub-structures....Pages 539-546
Privacy-Preserving Sequential Pattern Release....Pages 547-554
Mining Concept Associations for Knowledge Discovery Through Concept Chain Queries....Pages 555-562
Capability Enhancement of Probabilistic Neural Network for the Design of Breakwater Armor Blocks....Pages 563-570
Named Entity Recognition Using Acyclic Weighted Digraphs: A Semi-supervised Statistical Method....Pages 571-578
Contrast Set Mining Through Subgroup Discovery Applied to Brain Ischaemina Data....Pages 579-586
Intelligent Sequential Mining Via Alignment: Optimization Techniques for Very Large DB....Pages 587-597
A Hybrid Prediction Method Combining RBF Neural Network and FAR Model....Pages 598-605
An Advanced Fuzzy C-Mean Algorithm for Regional Clustering of Interconnected Systems....Pages 606-615
Centroid Neural Network with Bhattacharyya Kernel for GPDF Data Clustering....Pages 616-622
Concept Interconnection Based on Many-Valued Context Analysis....Pages 623-630
Text Classification for Thai Medicinal Web Pages....Pages 631-638
A Fast Algorithm for Finding Correlation Clusters in Noise Data....Pages 639-647
Application of Discrimination Degree for Attributes Reduction in Concept Lattice....Pages 648-655
A Language and a Visual Interface to Specify Complex Spatial Patterns....Pages 656-663
Clustering Ensembles Based on Normalized Edges....Pages 664-671
Quantum-Inspired Immune Clonal Multiobjective Optimization Algorithm....Pages 672-679
Phase Space Reconstruction Based Classification of Power Disturbances Using Support Vector Machines....Pages 680-687
Mining the Impact Factors of Threads and Participators on Usenet Using Link Analysis....Pages 688-695
Weighted Rough Set Learning: Towards a Subjective Approach....Pages 696-703
Multiple Self-Splitting and Merging Competitive Learning Algorithm....Pages 704-711
A Novel Relative Space Based Gene Feature Extraction and Cancer Recognition....Pages 712-719
Experiments on Kernel Tree Support Vector Machines for Text Categorization....Pages 720-727
A New Approach for Similarity Queries of Biological Sequences in Databases....Pages 728-736
Anomaly Intrusion Detection Based on Dynamic Cluster Updating....Pages 737-744
Efficiently Mining Closed Constrained Frequent Ordered Subtrees by Using Border Information....Pages 745-752
Approximate Trace of Grid-Based Clusters over High Dimensional Data Streams....Pages 753-760
BRIM: An Efficient Boundary Points Detecting Algorithm....Pages 761-768
Syntactic Impact on Sentence Similarity Measure in Archive-Based QA System....Pages 769-776
Semi-structure Mining Method for Text Mining with a Chunk-Based Dependency Structure....Pages 777-784
Principal Curves with Feature Continuity....Pages 785-792
Kernel-Based Linear Neighborhood Propagation for Semantic Video Annotation....Pages 793-800
Learning Bayesian Networks with Combination of MRMR Criterion and EMI Method....Pages 801-808
A Cooperative Coevolution Algorithm of RBFNN for Classification....Pages 809-816
ANGEL: A New Effective and Efficient Hybrid Clustering Technique for Large Databases....Pages 817-824
Exploring Group Moving Pattern for an Energy-Constrained Object Tracking Sensor Network....Pages 825-832
ProMail: Using Progressive Email Social Network for Spam Detection....Pages 833-840
Multidimensional Decision Support Indicator (mDSI) for Time Series Stock Trend Prediction....Pages 841-848
A Novel Support Vector Machine Ensemble Based on Subtractive Clustering Analysis....Pages 849-856
Keyword Extraction Based on PageRank....Pages 857-864
Finding the Optimal Feature Representations for Bayesian Network Learning....Pages 865-870
Feature Extraction and Classification of Tumor Based on Wavelet Package and Support Vector Machines....Pages 871-878
Resource Allocation and Scheduling Problem Based on Genetic Algorithm and Ant Colony Optimization....Pages 879-886
Image Classification and Segmentation for Densely Packed Aggregates....Pages 887-894
Mining Temporal Co-orientation Pattern from Spatio-temporal Databases....Pages 895-903
Incremental Learning of Support Vector Machines by Classifier Combining....Pages 904-911
Clustering Zebrafish Genes Based on Frequent-Itemsets and Frequency Levels....Pages 912-920
A Practical Method for Approximate Subsequence Search in DNA Databases....Pages 921-931
An Information Retrieval Model Based on Semantics....Pages 932-939
AttributeNets: An Incremental Learning Method for Interpretable Classification....Pages 940-947
Mining Personalization Interest and Navigation Patterns on Portal....Pages 948-955
Cross-Lingual Document Clustering....Pages 956-963
Grammar Guided Genetic Programming for Flexible Neural Trees Optimization....Pages 964-971
A New Initialization Method for Clustering Categorical Data....Pages 972-980
L0-Constrained Regression for Data Mining....Pages 981-988
Application of Hybrid Pattern Recognition for Discriminating Paddy Seeds of Different Storage Periods Based on Vis/NIRS....Pages 989-996
Density-Based Data Clustering Algorithms for Lower Dimensions Using Space-Filling Curves....Pages 997-1005
Transformation-Based GMM with Improved Cluster Algorithm for Speaker Identification....Pages 1006-1014
Using Social Annotations to Smooth the Language Model for IR....Pages 1015-1021
Affection Factor Optimization in Data Field Clustering....Pages 1022-1028
A New Algorithm for Minimum Attribute Reduction Based on Binary Particle Swarm Optimization with Vaccination....Pages 1029-1036
Graph Nodes Clustering Based on the Commute-Time Kernel....Pages 1037-1045
Identifying Synchronous and Asynchronous Co-regulations from Time Series Gene Expression Data....Pages 1046-1054
A Parallel Algorithm for Learning Bayesian Networks....Pages 1055-1063
Incorporating Prior Domain Knowledge into a Kernel Based Feature Selection Algorithm....Pages 1064-1071
Geo-spatial Clustering with Non-spatial Attributes and Geographic Non-overlapping Constraint: A Penalized Spatial Distance Measure....Pages 1072-1079
GBKII: An Imputation Method for Missing Values....Pages 1080-1087
An Effective Gene Selection Method Based on Relevance Analysis and Discernibility Matrix....Pages 1088-1095
Towards Comprehensive Privacy Protection in Data Clustering....Pages 1096-1104
A Novel Spatial Clustering with Obstacles Constraints Based on Particle Swarm Optimization and K-Medoids....Pages 1105-1113
Online Rare Events Detection....Pages 1114-1121
Structural Learning About Independence Graphs from Multiple Databases....Pages 1122-1130
An Effective Method For Calculating Natural Adjacency Relation in Spatial Database....Pages 1131-1139
K-Centers Algorithm for Clustering Mixed Type Data....Pages 1140-1147
Proposion and Analysis of a TCP Feature of P2P Traffic....Pages 1148-1155
Back Matter....Pages -