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

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Marc Notes: Includes bibliographical references and index. Table of Contents: 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 -- Bioinformatics Contributions to Data Mining / Isabelle Bichindaritz -- Theoretical Aspects of Data Mining -- Bootstrap Feature Selection for Ensemble Classifiers / Rakkrit Duangsoithong, Terry Windeatt -- Evaluating the Quality of Clustering Algorithms Using Cluster Path Lengths / Faraz Zaidi, Daniel Archambault, Guy Melancon -- Finding Irregularly Shaped Clusters Based on Entropy / Angel Kuri-Morales, Edwin Aldana-Bobadilla -- Fuzzy Conceptual Clustering / Petra Perner, Anja Attig -- Mining Concept Similarities for Heterogeneous Ontologies / Konstantin Todorov, Peter Geibel, Kai-Uwe Kuhnberger -- Re-mining Positive and Negative Association Mining Results / Ayhan Demiriz, Gurdal Ertek, Tankut Atan, Ufuk Kula -- Multi-Agent Based Clustering: Towards Generic Multi-Agent Data Mining / Santhana Chaimontree, Katie Atkinson, Frans Coenen -- Describing Data with the Support Vector Shell in Distributed Environments / Peng Wang, Guojun Mao -- Robust Clustering Using Discriminant Analysis / Vasudha Bhatnagar, Sangeeta Ahuja -- New Approach in Data Stream Association Rule Mining Based on Graph Structure / Samad Gahderi Mojaveri, Esmaeil Mirzaeian, Zarrintaj Bornaee, Saeed Ayat -- Multimedia Data Mining -- Fast Training of Neural Networks for Image Compression / Yevgeniy Bodyanskiy, Paul Grimm, Sergey Mashtalir, Vladimir Vinarski -- Processing Handwritten Words by Intelligent Use of OCR Results / Benjamin Mund, Karl-Heinz Steinke -- Saliency-Based Candidate Inspection Region Extraction in Tape Automated Bonding / Martina Dumcke, Hiroki Takahashi -- Image Classification Using Histograms and Time Series Analysis: A Study of Age-Related Macular Degeneration Screening in Retinal Image Data / Mohd Hanafi Ahmad Hijazi, Frans Coenen, Yalin Zheng -- Entropic Quadtrees and Mining Mars Craters / Rosanne Vetro, Dan A. Simovici -- Hybrid DIAAF/RS: Statistical Textual Feature Selection for Language-Independent Text Classification / Yanbo J. Wang, Fan Li, Frans Coenen, Robert Sanderson, Qin Xin -- Multimedia Summarization in Law Courts: A Clustering-Based Environment for Browsing and Consulting Judicial Folders / E. Fersini, E. Messina, F. Archetti -- Comparison of Redundancy and Relevance Measures for Feature Selection in Tissue Classification of CT Images / Benjamin Auffarth, Maite Lopez, Jesus Cerquides -- Data Mining in Marketing -- Quantile Regression Model for Impact Toughness Estimation / Satu Tamminen, Ilmari Juutilainen, Juha Roning -- Mining for Paths in Flow Graphs / Adam Jocksch, Jose Nelson Amaral, Marcel Mitran -- Combining Unsupervised and Supervised Data Mining Techniques for Conducting Customer Portfolio Analysis / Zhiyuan Yao, Annika H. Holmbom, Tomas Eklund, Barbro Back -- Managing Product Life Cycle with MultiAgent Data Mining System / Serge Parshutin -- Modeling Pricing Strategies Using Game Theory and Support Vector Machines / Cristian Bravo, Nicolas Figueroa, Richard Weber -- Data Mining in Industrial Processes -- Determination of the Fault Quality Variables of a Multivariate Process Using Independent Component Analysis and Support Vector Machine / Yuehjen E. Shao, Chi-Jie Lu, Yu-Chiun Wang -- Dynamic Pattern Extraction of Parameters in Laser Welding Process / Gissel Velarde, Christian Binroth -- Trajectory Clustering for Vibration Detection in Aircraft Engines / Aurelien Hazan, Michel Verleysen, Marie Cottrell, Jerome Lacaille -- Episode Rule-Based Prognosis Applied to Complex Vacuum Pumping Systems Using Vibratory Data / Florent Martin, Nicolas Meger, Sylvie Galichet, Nicolas Becourt -- Predicting Disk Failures with HMM- and HSMM-Based Approaches / Ying Zhao, Xiang Liu, Siqing Gan, Weimin Zheng -- Aircraft Engine Health Monitoring Using Self-Organizing Maps / Etienne Come, Marie Cottrell, Michel Verleysen, Jerome Lacaille -- Data Mining in Medicine -- Finding Temporal Patterns in Noisy Longitudinal Data: A Study in Diabetic Retinopathy / Vassiliki Somaraki, Deborah Broadbent, Frans Coenen, Simon Harding -- Selection of High Risk Patients with Ranked Models Based on the CPL Criterion Functions / Leon Bobrowski -- Medical Datasets Analysis: A Constructive Induction Approach / Wieslaw Paja, Mariusz Wrzesien -- Data Mining in Agriculture -- Regression Models for Spatial Data: An Example from Precision Agriculture / Georg Ru?, Rudolf Kruse -- Trend Mining in Social Networks: A Study Using a Large Cattle Movement Database / Puteri N. E. Nohuddin, Rob Christley, Frans Coenen, Christian Setzkorn -- WebMining -- Spam Email Filtering Using Network-Level Properties / Paulo Cortez, Andre Correia, Pedro Sousa, Miguel Rocha, Miguel Rio -- Domain-Specific Identification of Topics and Trends in the Blogosphere / Rafael Schirru, Darko Obradovic, Stephan Baumann, Peter Wortmann -- Combining Business Process and Data Discovery Techniques for Analyzing and Improving Integrated Care Pathways / Jonas Poelmans, Guido Dedene, Gerda Verheyden, Herman Van der Mussele, Stijn Viaene, Edward Peters -- Interest-Determining Web Browser / Khaled Bashir Shaban, Joannes Chan, Raymond Szeto -- Web-Site Boundary Detection / Ayesh Alshukri, Frans Coenen, Michele Zito -- Data Mining in Finance -- An Application of Element Oriented Analysis Based Credit Scoring / Yihao Zhang, Mehmet A. Orgun, Rohan Baxter, Weiqiang Lin -- A Semi-supervised Approach for Reject Inference in Credit Scoring Using SVMs / Sebastian Maldonado, Gonzalo Paredes -- Aspects of Data Mining -- Data Mining with Neural Networks and Support Vector Machines Using the R/rminer Tool / Paulo Cortez -- The Orange Customer Analysis Platform / Raphael Feraud, Marc Boulle, Fabrice Clerot, Francoise Fessant, Vincent Lemaire -- Semi-supervised Learning for False Alarm Reduction / Chien-Yi Chiu, Yuh-Jye Lee, Chien-Chung Chang, Wen-Yong Luo, Hsiu-Chuan Huang -- Learning from Humanoid Cartoon Designs / Md. Tanvirul Islam, Kaiser Md. Nahiduzzaman, Why Yong Peng, Golam Ashraf -- Mining Relationship Associations from Knowledge about Failures Using Ontology and Inference / Weisen Guo, Steven B. Kraines -- Data Mining for Network Performance Monitoring -- Event Prediction in Network Monitoring Systems: Performing Sequential Pattern Mining in Osmius Monitoring Tool / Rafael Garcia, Luis Llana, Constantino Malagon, Jesus Pancorbo -- Selection of Effective Network Parameters in Attacks for Intrusion Detection / Gholam Reza Zargar, Peyman Kabiri -- Author Index. Publisher Marketing: 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).