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

by Huang, Ronghuai; Yang, Qiang; Pei, Jian; Gama, Joao; Meng, Xiaofeng

• ISBN13: 9783642033476
• ISBN10: 3642033474
• Format: Paperback
• Copyright: 2009-08-01
• Publisher: Springer-Verlag New York Inc

Summary

This book constitutes the refereed proceedings of the 5th International Conference on Advanced Data Mining and Applications, ADMA 2009, held in Beijing, China, in August 2009.The 34 revised full papers and 47 revised short papers presented together with the abstract of 4 keynote lectures were carefully reviewed and selected from 322 submissions from 27 countries. The papers focus on advancements in data mining and peculiarities and challenges of real world applications using data mining and feature original research results in data mining, spanning applications, algorithms, software and systems, and different applied disciplines with potential in data mining.

Table of Contents

Keynotes
Confucius and ôItsö Intelligent Disciples	p. 1
From Machine Learning to Child Learning	p. 2
Sensitivity Based Generalization Error for Supervised Learning Problems with Application in Feature Selection	p. 3
Data Mining in Financial Markets	p. 4
Regular Papers
Cluster Analysis Based on the Central Tendency Deviation Principle	p. 5
A Parallel Hierarchical Agglomerative Clustering Technique for Billingual Corpora Based on Reduced Terms with Automatic Weight Optimization	p. 19
Automatically Identifying Tag Types	p. 31
Social Knowledge-Driven Music Hit Prediction	p. 43
Closed Non Derivable Data Cubes Based on Non Derivable Minimal Generators	p. 55
Indexing the Function: An Efficient Algorithm for Multi-dimensional Search with Expensive Distance Functions	p. 67
Anti-germ Performance Prediction for Detergents Based on Elman Network on Small Data Sets	p. 79
A Neighborhood Search Method for Link-Based Tag Clustering	p. 91
Mining the Structure and Evolution of the Airport Network of China over the Past Twenty Years	p. 104
Mining Class Contrast Functions by Gene Expression Programming	p. 116
McSOM: Minimal Coloring of Self-Organizing Map	p. 128
Chinese Blog Clustering by Hidden Sentiment Factors	p. 140
Semi Supervised Image Spam Hunter: A Regularized Discriminant EM Approach	p. 152
Collaborative Filtering Recommendation Algorithm Using Dynamic Similar Neighbor Probability	p. 165
Calculating Similarity Efficiently in a Small World	p. 175
A Framework for Multi-Objective Clustering and Its Application to Co-Location Mining	p. 188
Feature Selection in Marketing Applications	p. 200
Instance Selection by Border Sampling in Multi-class Domains	p. 209
Virus Propagation and Immunization Strategies in Email Networks	p. 222
Semi-supervised Discriminant Analysis Based on Dependence Estimation	p. 234
Nearest Neighbor Tour Circuit Encryption Algorithm Based Random Isomap Reduction	p. 246
Bayesian Multi-topic Microarray Analysis with Hyperparameter Reestimation	p. 253
Discovery of Correlated Sequential Subgraphs from a Sequence of Graphs	p. 265
Building a Text Classifier by a Keyword and Wikipedia Knowledge	p. 277
Discovery of Migration Habitats and Routes of Wild Bird Species by Clustering and Association Analysis	p. 288
GOD-CS: A New Grid-Oriented Dissection Clustering Scheme for Large Databases	p. 302
Study on Ensemble Classification Methods towards Spam Filtering	p. 314
Crawling Deep Web Using a New Set Covering Algorithm	p. 326
A Hybrid Statistical Data Pre-processing Approach for Language-Independent Text Classification	p. 338
A Potential-Based Node Selection Strategy for Influence Maximization in a Social Network	p. 350
A Novel Component-Based Model and Ranking Strategy in Constrained Evolutionary Optimization	p. 362
A Semi-supervised Topic-Driven Approach for Clustering Textual Answers to Survey Questions	p. 374
An Information-Theoretic Approach for Multi-task Learning	p. 386
Online New Event Detection Based on IPLSA	p. 397
Short Papers
Discovering Knowledge from Multi-relational Data Based on Information Retrieval Theory	p. 409
A Secure Protocol to Maintain Data Privacy in Data Mining	p. 417
Transfer Learning with Data Edit	p. 427
Exploiting Temporal Authors Interests via Temp oral-Author-Topic Modeling	p. 435
Mining User Position Log for Construction of Personalized Activity Map	p. 444
A Multi-Strategy Approach to KNN and LARM on Small and Incrementally Induced Prediction Knowledge	p. 453
Predicting Click Rates by Consistent Bipartite Spectral Graph Model	p. 461
Automating Gene Expression Annotation for Mouse Embryo	p. 469
Structure Correlation in Mobile Call Networks	p. 479
Initialization of the Neighborhood EM Algorithm for Spatial Clustering	p. 487
Classification Techniques for Talent Forecasting in Human Resource Management	p. 496
A Combination Classification Algorithm Based on Outlier Detection and C4.5	p. 504
A Local Density Approach for Unsupervised Feature Discretization	p. 512
A Hybrid Method of Multidimensional Scaling and Clustering for Determining Genetic Influence on Phenotypes	p. 520
Mining Frequent Patterns from Network Data Flow	p. 528
Several SVM Ensemble Methods Integrated with Under-Sampling for Imbalanced Data Learning	p. 536
Crawling and Extracting Process Data from the Web	p. 545
Asymmetric Feature Selection for BGP Abnormal Events Detection	p. 553
Analysis and Experimentation of Grid-Based Data Mining with Dynamic Load Balancing	p. 561
Incremental Document Clustering Based on Graph Model	p. 569
Evaluating the Impact of Missing Data Imputation	p. 577
Discovery of Significant Classification Rules from Incrementally Inducted Decision Tree Ensemble for Diagnosis of Disease	p. 587
Application of the Cross-Entropy Method to Dual Lagrange Support Vector Machine	p. 595
A Predictive Analysis on Medical Data Based on Outlier Detection Method Using Non-Reduct Computation	p. 603
VisNetMiner: An Integration Tool for Visualization and Analysis of Networks	p. 611
Anomaly Detection Using Time Index Differences of Identical Symbols with and without Training Data	p. 619
An Outlier Detection Algorithm Based on Arbitrary Shape Clustering	p. 627
A Theory of Kernel Extreme Energy Difference for Feature Extraction of EEG Signals	p. 636
Semantic Based Text Classification of Patent Documents to a User-Defined Taxonomy	p. 644
Mining Compressed Repetitive Gapped Sequential Patterns Efficiently	p. 652
Mining Candlesticks Patterns on Stock Series: A Fuzzy Logic Approach	p. 661
JCCM: Joint Cluster Communities on Attribute and Relationship Data in Social Networks	p. 671
Similarity Evaluation of XML Documents Based on Weighted Element Tree Model	p. 680
Quantitative Comparison of Similarity Measure and Entropy for Fuzzy Sets	p. 688
Investigation of Damage Identification of 16Mn Steel Based on Artificial Neural Networks and Data Fusion Techniques in Tensile Test	p. 696
OFFD: Optimal Flexible Frequency Discretization for Naive Bayes Classification	p. 704
Handling Class Imbalance Problems via Weighted BP Algorithm	p. 713
Orthogonal Centroid Locally Linear Embedding for Classification	p. 721
CCBitmaps: A Space-Time Efficient Index Structure for OLAP	p. 729
Rewriting XPath Expressions Depending on Path Summary	p. 736
Combining Statistical Machine Learning Models to Extract Keywords from Chinese Documents	p. 745
Privacy-Preserving Distributed k-Nearest Neighbor Mining on Horizontally Partitioned Multi-Party Data	p. 755
Alleviating Cold-Start Problem by Using Implicit Feedback	p. 763
Learning from Video Game: A Study of Video Game Play on Problem-Solving	p. 772
Image Classification Approach Based on Manifold Learning in Web Image Mining	p. 780
Social Influence and Role Analysis Based on Community Structure in Social Network	p. 788
Feature Selection Method Combined Optimized Document Frequency with Improved RBF Network	p. 796
Author Index	p. 805
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