Advances in Data Mining. Applications and Theoretical Aspects: 10th Industrial Conference, ICDM 2010, Berlin, Germany, July 12-14, 2010. Proceedings

Front Matter....Pages -
Moving Targets....Pages 1-16
Bioinformatics Contributions to Data Mining....Pages 17-27
Bootstrap Feature Selection for Ensemble Classifiers....Pages 28-41
Evaluating the Quality of Clustering Algorithms Using Cluster Path Lengths....Pages 42-56
Finding Irregularly Shaped Clusters Based on Entropy....Pages 57-70
Fuzzy Conceptual Clustering....Pages 71-85
Mining Concept Similarities for Heterogeneous Ontologies....Pages 86-100
Re-mining Positive and Negative Association Mining Results....Pages 101-114
Multi-Agent Based Clustering: Towards Generic Multi-Agent Data Mining....Pages 115-127
Describing Data with the Support Vector Shell in Distributed Environments....Pages 128-142
Robust Clustering Using Discriminant Analysis....Pages 143-157
New Approach in Data Stream Association Rule Mining Based on Graph Structure....Pages 158-164
Fast Training of Neural Networks for Image Compression....Pages 165-173
Processing Handwritten Words by Intelligent Use of OCR Results....Pages 174-185
Saliency-Based Candidate Inspection Region Extraction in Tape Automated Bonding....Pages 186-196
Image Classification Using Histograms and Time Series Analysis: A Study of Age-Related Macular Degeneration Screening in Retinal Image Data....Pages 197-209
Entropic Quadtrees and Mining Mars Craters....Pages 210-221
Hybrid DIAAF/RS: Statistical Textual Feature Selection for Language-Independent Text Classification....Pages 222-236
Multimedia Summarization in Law Courts: A Clustering-Based Environment for Browsing and Consulting Judicial Folders....Pages 237-247
Comparison of Redundancy and Relevance Measures for Feature Selection in Tissue Classification of CT Images....Pages 248-262
Quantile Regression Model for Impact Toughness Estimation....Pages 263-276
Mining for Paths in Flow Graphs....Pages 277-291
Combining Unsupervised and Supervised Data Mining Techniques for Conducting Customer Portfolio Analysis....Pages 292-307
Managing Product Life Cycle with MultiAgent Data Mining System....Pages 308-322
Modeling Pricing Strategies Using Game Theory and Support Vector Machines....Pages 323-337
Determination of the Fault Quality Variables of a Multivariate Process Using Independent Component Analysis and Support Vector Machine....Pages 338-349
Dynamic Pattern Extraction of Parameters in Laser Welding Process....Pages 350-361
Trajectory Clustering for Vibration Detection in Aircraft Engines....Pages 362-375
Episode Rule-Based Prognosis Applied to Complex Vacuum Pumping Systems Using Vibratory Data....Pages 376-389
Predicting Disk Failures with HMM- and HSMM-Based Approaches....Pages 390-404
Aircraft Engine Health Monitoring Using Self-Organizing Maps....Pages 405-417
Finding Temporal Patterns in Noisy Longitudinal Data: A Study in Diabetic Retinopathy....Pages 418-431
Selection of High Risk Patients with Ranked Models Based on the CPL Criterion Functions....Pages 432-441
Medical Datasets Analysis: A Constructive Induction Approach....Pages 442-449
Regression Models for Spatial Data: An Example from Precision Agriculture....Pages 450-463
Trend Mining in Social Networks: A Study Using a Large Cattle Movement Database....Pages 464-475
Spam Email Filtering Using Network-Level Properties....Pages 476-489
Domain-Specific Identification of Topics and Trends in the Blogosphere....Pages 490-504
Combining Business Process and Data Discovery Techniques for Analyzing and Improving Integrated Care Pathways....Pages 505-517
Interest-Determining Web Browser....Pages 518-528
Web-Site Boundary Detection....Pages 529-543
An Application of Element Oriented Analysis Based Credit Scoring....Pages 544-557
A Semi-supervised Approach for Reject Inference in Credit Scoring Using SVMs....Pages 558-571
Data Mining with Neural Networks and Support Vector Machines Using the R/rminer Tool....Pages 572-583
The Orange Customer Analysis Platform....Pages 584-594
Semi-supervised Learning for False Alarm Reduction....Pages 595-605
Learning from Humanoid Cartoon Designs....Pages 606-616
Mining Relationship Associations from Knowledge about Failures Using Ontology and Inference....Pages 617-631
Event Prediction in Network Monitoring Systems: Performing Sequential Pattern Mining in Osmius Monitoring Tool....Pages 632-642
Selection of Effective Network Parameters in Attacks for Intrusion Detection....Pages 643-652
Back Matter....Pages -