These are the proceedings of the tenth event of the Industrial Conference on Data Mining ICDM held in Berlin (www.data-mining-forum.de). For this edition the Program Committee received 175 submissions. After the pe- review process, we accepted 49 high-quality papers for oral presentation that are included in this book. The topics range from theoretical aspects of data mining to app- cations of data mining such as on multimedia data, in marketing, finance and telec- munication, in medicine and agriculture, and in process control, industry and society. Extended versions of selected papers will appear in the international journal Trans- tions on Machine Learning and Data Mining (www.ibai-publishing.org/journal/mldm). Ten papers were selected for poster presentations and are published in the ICDM Poster Proceeding Volume by ibai-publishing (www.ibai-publishing.org). In conjunction with ICDM four workshops were held on special hot applicati- oriented topics in data mining: Data Mining in Marketing DMM, Data Mining in LifeScience DMLS, the Workshop on Case-Based Reasoning for Multimedia Data CBR-MD, and the Workshop on Data Mining in Agriculture DMA. The Workshop on Data Mining in Agriculture ran for the first time this year. All workshop papers will be published in the workshop proceedings by ibai-publishing (www.ibai-publishing.org). Selected papers of CBR-MD will be published in a special issue of the international journal Transactions on Case-Based Reasoning (www.ibai-publishing.org/journal/cbr).
Author(s): Giorgio Giacinto (auth.), Petra Perner (eds.)
Series: Lecture Notes in Computer Science 6171 : Lecture Notes in Artificial Intelligence
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2010
Language: English
Pages: 654
Tags: Data Mining and Knowledge Discovery; Multimedia Information Systems; Image Processing and Computer Vision; Information Systems Applications (incl.Internet); Database Management; Artificial Intelligence (incl. Robotics)
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 -
