Advanced Data Mining and Applications: 4th International Conference, Adma 2008 Chengdu, China, October 8-10, 2008, Proceedings

by Tang, Changjie; Ling, Charles X.; Zhou, Xiaofang; Cercone, Nick J.; Li, Xue

• ISBN13: 9783540881919
• ISBN10: 3540881913
• Format: Paperback
• Copyright: 2008-12-04
• Publisher: Springer-Verlag New York Inc

Summary

This book constitutes the refereed proceedings of the 4th International Conference on Advanced Data Mining and Applications, ADMA 2008, held in Chengdu, China, in October 2008. The 35 revised full papers and 43 revised short papers presented together with the abstract of 2 keynote lectures were carefully reviewed and selected from 304 submissions. 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
An Introduction to Transfer Learning	p. 1
Autonomy-Oriented Computing (AOC), Self-organized Computability, and Complex Data Mining	p. 2
Regular Papers
Improving Angle Based Mappings	p. 3
Mining Natural Language Programming Directives with Class-Oriented Bayesian Networks	p. 15
Boosting over Groups and Its Application to Acronym-Expansion Extraction	p. 27
A Genetic-Based Feature Construction Method for Data Summarisation	p. 39
Suicidal Risk Evaluation Using a Similarity-Based Classifier	p. 51
Gene Selection for Cancer Classification Using DCA	p. 62
FARS: A Multi-relational Feature and Relation Selection Approach for Efficient Classification	p. 73
Enhancing Text Categorization Using Sentence Semantics	p. 87
Mining Evolving Web Sessions and Clustering Dynamic Web Documents for Similarity-Aware Web Content Management	p. 99
Data Quality in Privacy Preservation for Associative Classification	p. 111
Timeline Analysis of Web News Events	p. 123
Analysis of Alarm Sequences in a Chemical Plant	p. 135
Speed Up SVM Algorithm for Massive Classification Tasks	p. 147
Mining Supplemental Frequent Patterns	p. 158
A Distributed Privacy-Preserving Association Rules Mining Scheme Using Frequent-Pattern Tree	p. 170
Dichotomy Method toward Interactive Testing-Based Fault Localization	p. 182
Maintaining the Maximum Normalized Mean and Applications in Data Stream Mining	p. 194
Identification of Interface Residues Involved in Protein-Protein Interactions Using Naive Bayes Classifier	p. 207
Negative Generator Border for Effective Pattern Maintenance	p. 217
CommTracker: A Core-Based Algorithm of Tracking Community Evolution	p. 229
Face Recognition Using Clustering Based Optimal Linear Discriminant Analysis	p. 241
A Novel Immune Based Approach for Detection of Windows PE Virus	p. 250
Using Genetic Algorithms for Parameter Optimization in Building Predictive Data Mining Models	p. 260
Using Data Mining Methods to Predict Personally Identifiable Information in Emails	p. 272
Iterative Reinforcement Cross-Domain Text Classification	p. 282
Extracting Decision Rules from Sigmoid Kernel	p. 294
DMGrid: A Data Mining System Based on Grid Computing	p. 305
S-SimRank: Combining Content and Link Information to Cluster Papers Effectively and Efficiently	p. 317
Open Domain Recommendation: Social Networks and Collaborative Filtering	p. 330
An Effective Approach for Identifying Evolving Three-Dimensional Structural Motifs in Protein Folding Data	p. 342
Texture Image Retrieval Based on Contourlet Transform and active Perceptual Similarity Learning	p. 355
A Temporal Dominant Relationship Analysis Method	p. 367
Leakage-Aware Energy Efficient Scheduling for Fixed-Priority Tasks with Preemption Thresholds	p. 379
Short Papers
Learning and Inferences of the Bayesian Network with Maximum Likelihood Parameters	p. 391
TARtool: A Temporal Dataset Generator for Market Basket Analysis	p. 400
Dimensionality Reduction for Classification: Comparison of Techniques and Dimension Choice	p. 411
Trajectories Mining for Traffic Condition Renewing	p. 419
Mining Bug Classifier and Debug Strategy Association Rules for Web-Based Applications	p. 427
Test the Overall Significance of p-Values by Using Joint Tail Probability of Ordered p-Values as Test Statistic	p. 435
Mining Interesting Infrequent and Frequent Itemsets Based on MLMS Model	p. 444
Text Learning and Hierarchical Feature Selection in Webpage Classification	p. 452
The RSO Algorithm for Reducing Number of Set Operations in Association Rule Mining	p. 460
Predictive Performance of Clustered Feature-Weighting Case-Based Reasoning	p. 469
Selecting the Right Features for Bipartite-Based Text Clustering	p. 477
Image Emotional Classification Based on Color Semantic Description	p. 485
A Semi-supervised Clustering Algorithm Based on Must-Link Set	p. 492
T-rotation: Multiple Publications of Privacy Preserving Data Sequence	p. 500
The Integrated Methodology of KPCA and Wavelet Support Vector Machine for Predicting Financial Distress	p. 508
Outlier Detection Based on Voronoi Diagram	p. 516
AWSum - Data Mining for Insight	p. 524
Integrative Neural Network Approach for Protein Interaction Prediction from Heterogeneous Data	p. 532
Rules Extraction Based on Data Summarisation Approach Using DARA	p. 540
A Rough-Apriori Technique in Mining Linguistic Association Rules	p. 548
Mining Causal Knowledge from Diagnostic Knowledge	p. 556
Modified Particle Swarm Optimizer with Adaptive Dynamic Weights for Cancer Combinational Chemotherapy	p. 563
MPSQAR: Mining Quantitative Association Rules Preserving Semantics	p. 572
Using Support Vector Regression for Classification	p. 581
Dynamic Growing Self-organizing Neural Network for Clustering	p. 589
A Design of Reward Function Based on Knowledge in Multi-agent Learning	p. 596
A Learning Method of Detecting Anomalous Pedestrian	p. 604
Moment+: Mining Closed Frequent Itemsets over Data Stream	p. 612
CDPM: Finding and Evaluating Community Structure in Social Networks	p. 620
Using Matrix Model to Find Association Rule Core for Diverse Compound Critiques	p. 628
Link-Contexts for Ranking	p. 636
DC-Tree: An Algorithm for Skyline Query on Data Streams	p. 644
Sequential Pattern Mining for Protein Function Prediction	p. 652
Improving Web Search by Categorization, Clustering, and Personalization	p. 659
JSNVA: A Java Straight-Line Drawing Framework for Network Visual Analysis	p. 667
Recognition of Data Records in Semi-structured Web-Pages Using Ontology and X[superscript 2] Statistical Distribution	p. 675
Organizing Structured Deep Web by ClusteringQuery Interfaces Link Graph	p. 683
CBP: A New Efficient Method for Mining Multilevel and Generalized Frequent Itemsets	p. 691
Supporting Customer Retention through Real-Time Monitoring of Individual Web Usage	p. 699
A Comparative Study of Correlation Measurements for Searching Similar Tags	p. 709
Structure of Query Modification Process: Branchings	p. 717
Mining Top-n Local Outliers in Constrained Spatial Networks	p. 725
Mining Concept-Drifting Data Streams with Multiple Semi-Random Decision Trees	p. 733
Automatic Web Tagging and Person Tagging Using Language Models	p. 741
Real-Time Person Tracking Based on Data Field	p. 749
Author Index	p. 757
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