Advanced Data Mining and Applications: 5th International Conference, ADMA 2009, Beijing, China, August 17-19, 2009. Proceedings

Front Matter....Pages -
Confucius and “Its” Intelligent Disciples....Pages 1-1
From Machine Learning to Child Learning....Pages 2-2
Sensitivity Based Generalization Error for Supervised Learning Problems with Application in Feature Selection....Pages 3-3
Data Mining in Financial Markets....Pages 4-4
Cluster Analysis Based on the Central Tendency Deviation Principle....Pages 5-18
A Parallel Hierarchical Agglomerative Clustering Technique for Billingual Corpora Based on Reduced Terms with Automatic Weight Optimization....Pages 19-30
Automatically Identifying Tag Types....Pages 31-42
Social Knowledge-Driven Music Hit Prediction....Pages 43-54
Closed Non Derivable Data Cubes Based on Non Derivable Minimal Generators....Pages 55-66
Indexing the Function: An Efficient Algorithm for Multi-dimensional Search with Expensive Distance Functions....Pages 67-78
Anti-germ Performance Prediction for Detergents Based on Elman Network on Small Data Sets....Pages 79-90
A Neighborhood Search Method for Link-Based Tag Clustering....Pages 91-103
Mining the Structure and Evolution of the Airport Network of China over the Past Twenty Years....Pages 104-115
Mining Class Contrast Functions by Gene Expression Programming....Pages 116-127
McSOM: Minimal Coloring of Self-Organizing Map....Pages 128-139
Chinese Blog Clustering by Hidden Sentiment Factors....Pages 140-151
Semi Supervised Image Spam Hunter: A Regularized Discriminant EM Approach....Pages 152-164
Collaborative Filtering Recommendation Algorithm Using Dynamic Similar Neighbor Probability....Pages 165-174
Calculating Similarity Efficiently in a Small World....Pages 175-187
A Framework for Multi-Objective Clustering and Its Application to Co-Location Mining....Pages 188-199
Feature Selection in Marketing Applications....Pages 200-208
Instance Selection by Border Sampling in Multi-class Domains....Pages 209-221
Virus Propagation and Immunization Strategies in Email Networks....Pages 222-233
Semi-supervised Discriminant Analysis Based on Dependence Estimation....Pages 234-245
Nearest Neighbor Tour Circuit Encryption Algorithm Based Random Isomap Reduction....Pages 246-252
Bayesian Multi-topic Microarray Analysis with Hyperparameter Reestimation....Pages 253-264
Discovery of Correlated Sequential Subgraphs from a Sequence of Graphs....Pages 265-276
Building a Text Classifier by a Keyword and Wikipedia Knowledge....Pages 277-287
Discovery of Migration Habitats and Routes of Wild Bird Species by Clustering and Association Analysis....Pages 288-301
GOD-CS: A New Grid-Oriented Dissection Clustering Scheme for Large Databases....Pages 302-313
Study on Ensemble Classification Methods towards Spam Filtering....Pages 314-325
Crawling Deep Web Using a New Set Covering Algorithm....Pages 326-337
A Hybrid Statistical Data Pre-processing Approach for Language-Independent Text Classification....Pages 338-349
A Potential-Based Node Selection Strategy for Influence Maximization in a Social Network....Pages 350-361
A Novel Component-Based Model and Ranking Strategy in Constrained Evolutionary Optimization....Pages 362-373
A Semi-supervised Topic-Driven Approach for Clustering Textual Answers to Survey Questions....Pages 374-385
An Information-Theoretic Approach for Multi-task Learning....Pages 386-396
Online New Event Detection Based on IPLSA....Pages 397-408
Discovering Knowledge from Multi-relational Data Based on Information Retrieval Theory....Pages 409-416
A Secure Protocol to Maintain Data Privacy in Data Mining....Pages 417-426
Transfer Learning with Data Edit....Pages 427-434
Exploiting Temporal Authors Interests via Temporal-Author-Topic Modeling....Pages 435-443
Mining User Position Log for Construction of Personalized Activity Map....Pages 444-452
A Multi-Strategy Approach to KNN and LARM on Small and Incrementally Induced Prediction Knowledge....Pages 453-460
Predicting Click Rates by Consistent Bipartite Spectral Graph Model....Pages 461-468
Automating Gene Expression Annotation for Mouse Embryo....Pages 469-478
Structure Correlation in Mobile Call Networks....Pages 479-486
Initialization of the Neighborhood EM Algorithm for Spatial Clustering....Pages 487-495
Classification Techniques for Talent Forecasting in Human Resource Management....Pages 496-503
A Combination Classification Algorithm Based on Outlier Detection and C4.5....Pages 504-511
A Local Density Approach for Unsupervised Feature Discretization....Pages 512-519
A Hybrid Method of Multidimensional Scaling and Clustering for Determining Genetic Influence on Phenotypes....Pages 520-527
Mining Frequent Patterns from Network Data Flow....Pages 528-535
Several SVM Ensemble Methods Integrated with Under-Sampling for Imbalanced Data Learning....Pages 536-544
Crawling and Extracting Process Data from the Web....Pages 545-552
Asymmetric Feature Selection for BGP Abnormal Events Detection....Pages 553-560
Analysis and Experimentation of Grid-Based Data Mining with Dynamic Load Balancing....Pages 561-568
Incremental Document Clustering Based on Graph Model....Pages 569-576
Evaluating the Impact of Missing Data Imputation....Pages 577-586
Discovery of Significant Classification Rules from Incrementally Inducted Decision Tree Ensemble for Diagnosis of Disease....Pages 587-594
Application of the Cross-Entropy Method to Dual Lagrange Support Vector Machine....Pages 595-602
A Predictive Analysis on Medical Data Based on Outlier Detection Method Using Non-Reduct Computation....Pages 603-610
VisNetMiner: An Integration Tool for Visualization and Analysis of Networks....Pages 611-618
Anomaly Detection Using Time Index Differences of Identical Symbols with and without Training Data....Pages 619-626
An Outlier Detection Algorithm Based on Arbitrary Shape Clustering....Pages 627-635
A Theory of Kernel Extreme Energy Difference for Feature Extraction of EEG Signals....Pages 636-643
Semantic Based Text Classification of Patent Documents to a User-Defined Taxonomy....Pages 644-651
Mining Compressed Repetitive Gapped Sequential Patterns Efficiently....Pages 652-660
Mining Candlesticks Patterns on Stock Series: A Fuzzy Logic Approach....Pages 661-670
JCCM: Joint Cluster Communities on Attribute and Relationship Data in Social Networks....Pages 671-679
Similarity Evaluation of XML Documents Based on Weighted Element Tree Model....Pages 680-687
Quantitative Comparison of Similarity Measure and Entropy for Fuzzy Sets....Pages 688-695
Investigation of Damage Identification of 16Mn Steel Based on Artificial Neural Networks and Data Fusion Techniques in Tensile Test....Pages 696-703
OFFD: Optimal Flexible Frequency Discretization for Naïve Bayes Classification....Pages 704-712
Handling Class Imbalance Problems via Weighted BP Algorithm....Pages 713-720
Orthogonal Centroid Locally Linear Embedding for Classification....Pages 721-728
CCBitmaps: A Space-Time Efficient Index Structure for OLAP....Pages 729-735
Rewriting XPath Expressions Depending on Path Summary....Pages 736-744
Combining Statistical Machine Learning Models to Extract Keywords from Chinese Documents....Pages 745-754
Privacy-Preserving Distributed k -Nearest Neighbor Mining on Horizontally Partitioned Multi-Party Data....Pages 755-762
Alleviating Cold-Start Problem by Using Implicit Feedback....Pages 763-771
Learning from Video Game: A Study of Video Game Play on Problem-Solving....Pages 772-779
Image Classification Approach Based on Manifold Learning in Web Image Mining....Pages 780-787
Social Influence and Role Analysis Based on Community Structure in Social Network....Pages 788-795
Feature Selection Method Combined Optimized Document Frequency with Improved RBF Network....Pages 796-803
Back Matter....Pages -