This book constitutes the refereed proceedings of the 10th Industrial
Conference on Data Mining, ICDM 2010, held in Berlin, Germany in July
2010.
The 48 revised full papers presented together with two invited papers were carefully reviewed and selected from 175 submissions. The papers are organized in topical sections on theoretical aspects of data mining,
multimedia data mining, data mining in marketing, data mining in industrial processes, data mining in medicine, data mining in agriculture, Webmining, data mining in finance, aspects of data mining,
and data mining for network performance monitoring.
Invited Talk
Moving - Targets: When Data Classes Depend on Subjective Judgement, or They Are Crafted by an Adversary to Mislead Pattern Analysis Algorithms - The Cases of Content Based Image Retrieval and Adversarial Classification Giorgio Giacinto Giacinto, Giorgio 1
Bioinformatics Contributions to Data Mining Isabelle Bichindaritz Bichindaritz, Isabelle 17
Theoretical Aspects of Data Mining
Bootstrap Feature Selection for Ensemble Classifiers Terry Windeatt Windeatt, Terry 28
Evaluating the Quality of Clustering Algorithms Using Cluster Path Lengths Guy Melancon Melancon, Guy 42
Finding Irregularly Shaped Clusters Based on Entropy Edwin Aldana-Bobadilla Aldana-Bobadilla, Edwin 57
Fuzzy Conceptual Clustering Anja Attig Attig, Anja 71
Mining Concept Similarities for Heterogeneous Ontologies Kai-Uwe Kuhnberger Kuhnberger, Kai-Uwe 86
Re-mining Positive and Negative Association Mining Results Ufuk Kula Kula, Ufuk 101
Multi-Agent Based Clustering: Towards Generic Multi-Agent Data Mining Frans Coenen Coenen, Frans 115
Describing Data with the Support Vector Shell in Distributed Environments Guojun Mao Mao, Guojun 128
Robust Clustering Using Discriminant Analysis Sangeeta Ahuja Ahuja, Sangeeta 143
New Approach in Data Stream Association Rule Mining Based on Graph Structure Saeed Ayat Ayat, Saeed 158
Multimedia Data Mining
Fast Training of Neural Networks for Image Compression Vladimir Vinarski Vinarski, Vladimir 165
Processing Handwritten Words by Intelligent Use of OCR Results Karl-Heinz Steinke Steinke, Karl-Heinz 174
Saliency-Based Candidate Inspection Region Extraction in Tape Automated Bonding Hiroki Takahashi Takahashi, Hiroki 186
Image Classification Using Histograms and Time Series Analysis: A Study of Age-Related Macular Degeneration Screening in Retinal Image Data Yalin Zheng Zheng, Yalin 197
Entropic Quadtrees and Mining Mars Craters Dan A. Simovici Simovici, Dan A. 210
Hybrid DIAAF/RS: Statistical Textual Feature Selection for Language-Independent Text Classification Qin Xin Qin, Xin 222
Multimedia Summarization in Law Courts: A Clustering-Based Environment for Browsing and Consulting Judicial Folders F. Archetti Archetti, F. 237
Comparison of Redundancy and Relevance Measures for Feature Selection in Tissue Classification of CT Images Jesus Cerquides Cerquides, Jesus 248
Data Mining in Marketing
Quantile Regression Model for Impact Toughness Estimation Juha Roning Roning, Juha 263
Mining for Paths in Flow Graphs Marcel Mitran Mitran, Marcel 277
Combining Unsupervised and Supervised Data Mining Techniques for Conducting Customer Portfolio Analysis Barbro Back Back, Barbro 292
Managing Product Life Cycle with MultiAgent Data Mining System Serge Parshutin Parshutin, Serge 308
Modeling Pricing Strategies Using Game Theory and Support Vector Machines Richard Weber Weber, Richard 323
Data Mining in Industrial Processes
Determination of the Fault Quality Variables of a Multivariate Process Using Independent Component Analysis and Support Vector Machine Yu-Chiun Wang Wang, Yu-Chiun 338
Dynamic Pattern Extraction of Parameters in Laser Welding Process ... Christian Binroth Binroth, Christian 350
Trajectory Clustering for Vibration Detection in Aircraft Engines Jerome Lacaille Lacaille, Jerome 362
Episode Rule-Based Prognosis Applied to Complex Vacuum Pumping Systems Using Vibratory Data Nicolas Becourt Becourt, Nicolas 376
Predicting Disk Failures with HMM- and HSMM-Based Approaches Weimin Zheng Zheng, Weimin 390
Aircraft Engine Health Monitoring Using Self-Organizing Maps Jerome Lacaille Lacaille, Jerome 405
Data Mining in Medicine
Finding Temporal Patterns in Noisy Longitudinal Data: A Study in Diabetic Retinopathy Simon Harding Harding, Simon 418
Selection of High Risk Patients with Ranked Models Based on the CPL Criterion Functions Leon Bobrowski Bobrowski, Leon 432
Medical Datasets Analysis: A Constructive Induction Approach Mariusz Wrzesien Wrzesien, Mariusz 442
Data Mining in Agriculture
Regression Models for Spatial Data: An Example from Precision Agriculture Georg Ruß Rudolf Kruse Kruse, Georg Ruß Rudolf 450
Trend Mining in Social Networks: A Study Using a Large Cattle Movement Database Christian Setzkorn Setzkorn, Christian 464
Web Mining
Spam Email Filtering Using Network-Level Properties Miguel Rio Rio, Miguel 476
Domain-Specific Identification of Topics and Trends in the Blogosphere Peter Wortmann Wortmann, Peter 490
Combining Business Process and Data Discovery Techniques for Analyzing and Improving Integrated Care Pathways Edward Peters Peters, Edward 505
Interest-Determining Web Browser Raymond Szeto Szeto, Raymond 518
Web-Site Boundary Detection Michele Zito Zito, Michele 529
Data Mining in Finance
An Application of Element Oriented Analysis Based Credit Scoring Weiqiang Lin Lin, Weiqiang 544
A Semi-supervised Approach for Reject Inference in Credit Scoring Using SVMs Gonzalo Paredes Paredes, Gonzalo 558
Aspects of Data Mining
Data Mining with Neural Networks and Support Vector Machines Using the R/rminer Tool Paulo Cortez Cortez, Paulo 572
The Orange Customer Analysis Platform Vincent Lemaire Lemaire, Vincent 584
Semi-supervised Learning for False Alarm Reduction Hsiu-Chuan Huang Huang, Hsiu-Chuan 595
Learning From Humanoid Cartoon Designs Golam Ashraf Ashraf, Golam 606
Mining Relationship Associations from Knowledge about Failures Using Ontology and Inference Steven B. Kraines Kraines, Steven B. 617
Data Mining for Network Performance Monitoring
Event Prediction in Network Monitoring Systems: Performing Sequential Pattern Mining in Osmius Monitoring Tool Jesus Pancorbo Pancorbo, Jesus 632
Selection of Effective Network Parameters in Attacks for Intrusion Detection Peyman Kabiri Kabiri, Peyman 643
Author Index 653
Overview
This book constitutes the refereed proceedings of the 10th Industrial
Conference on Data Mining, ICDM 2010, held in Berlin, Germany in July
2010.
The 48 revised full papers presented together with two invited papers were carefully reviewed and selected from 175 submissions. The papers are organized in topical sections on theoretical aspects of data mining,
multimedia data ...