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

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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).
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
1(16)
Giorgio Giacinto
Bioinformatics Contributions to Data Mining
17(11)
Isabelle Bichindaritz
Theoretical Aspects of Data Mining
Bootstrap Feature Selection for Ensemble Classifiers
28(14)
Rakkrit Duangsoithong
Terry Windeatt
Evaluating the Quality of Clustering Algorithms Using Cluster Path Lengths
42(15)
Faraz Zaidi
Daniel Archambault
Guy Melancon
Finding Irregularly Shaped Clusters Based on Entropy
57(14)
Angel Kuri-Morales
Edwin Aldana-Bobadilla
Fuzzy Conceptual Clustering
71(15)
Petra Perner
Anja Attig
Mining Concept Similarities for Heterogeneous Ontologies
86(15)
Konstantin Todorov
Peter Geibel
Kai-Uwe Kuhnberger
Re-mining Positive and Negative Association Mining Results
101(14)
Ayhan Demiriz
Gurdal Ertek
Tankut Atan
Ufuk Kula
Multi-Agent Based Clustering: Towards Generic Multi-Agent Data Mining
115(13)
Santhana Chaimontree
Katie Atkinson
Frans Coenen
Describing Data with the Support Vector Shell in Distributed Environments
128(15)
Peng Wang
Guojun Mao
Robust Clustering Using Discriminant Analysis
143(15)
Vasudha Bhatnagar
Sangeeta Ahuja
New Approach in Data Stream Association Rule Mining Based on Graph Structure
158(7)
Samad Gahderi Mojaveri
Esmaeil Mirzaeian
Zarrintaj Bornaee
Saeed Ayat
Multimedia Data Mining
Fast Training of Neural Networks for Image Compression
165(9)
Yevgeniy Bodyanskiy
Paul Grimm
Sergey Mashtalir
Vladimir Vinarski
Processing Handwritten Words by Intelligent Use of OCR Results
174(12)
Benjamin Mund
Karl-Heinz Steinke
Saliency-Based Candidate Inspection Region Extraction in Tape Automated Bonding
186(11)
Martina Dumcke
Hiroki Takahashi
Image Classification Using Histograms and Time Series Analysis: A Study of Age-Related Macular Degeneration Screening in Retinal Image Data
197(13)
Mohd Hanafi Ahmad Hijazi
Frans Coenen
Yalin Zheng
Entropic Quadtrees and Mining Mars Craters
210(12)
Rosanne Vetro
Dan A. Simovici
Hybrid DIAAF/RS: Statistical Textual Feature Selection for Language-Independent Text Classification
222(15)
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
237(11)
E. Fersini
E. Messina
F. Archetti
Comparison of Redundancy and Relevance Measures for Feature Selection in Tissue Classification of CT Images
248(15)
Benjamin Auffarth
Maite Lopez
Jesus Cerquides
Data Mining in Marketing
Quantile Regression Model for Impact Toughness Estimation
263(14)
Satu Tamminen
Ilmari Juutilainen
Juha Roning
Mining for Paths in Flow Graphs
277(15)
Adam Jocksch
Jose Nelson Amaral
Marcel Mitran
Combining Unsupervised and Supervised Data Mining Techniques for Conducting Customer Portfolio Analysis
292(16)
Zhiyuan Yao
Annika H. Holmbom
Tomas Eklund
Barbro Back
Managing Product Life Cycle with MultiAgent Data Mining System
308(15)
Serge Parshutin
Modeling Pricing Strategies Using Game Theory and Support Vector Machines
323(15)
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
338(12)
Yuehjen E. Shao
Chi-Jie Lu
Yu-Chiun Wang
Dynamic Pattern Extraction of Parameters in Laser Welding Process ...
350(12)
Gissel Velarde
Christian Binroth
Trajectory Clustering for Vibration Detection in Aircraft Engines
362(14)
Aurelien Hazan
Michel Verleysen
Marie Cottrell
Jerome Lacaille
Episode Rule-Based Prognosis Applied to Complex Vacuum Pumping Systems Using Vibratory Data
376(14)
Florent Martin
Nicolas Meger
Sylvie Galichet
Nicolas Becourt
Predicting Disk Failures with HMM- and HSMM-Based Approaches
390(15)
Ying Zhao
Xiang Liu
Siqing Gan
Weimin Zheng
Aircraft Engine Health Monitoring Using Self-Organizing Maps
405(13)
Etienne Come
Marie Cottrell
Michel Verleysen
Jerome Lacaille
Data Mining in Medicine
Finding Temporal Patterns in Noisy Longitudinal Data: A Study in Diabetic Retinopathy
418(14)
Vassiliki Somaraki
Deborah Broadbent
Frans Coenen
Simon Harding
Selection of High Risk Patients with Ranked Models Based on the CPL Criterion Functions
432(10)
Leon Bobrowski
Medical Datasets Analysis: A Constructive Induction Approach
442(8)
Wieslaw Paja
Mariusz Wrzesien
Data Mining in Agriculture
Regression Models for Spatial Data: An Example from Precision Agriculture
450(14)
Georg Ruß Rudolf Kruse
Trend Mining in Social Networks: A Study Using a Large Cattle Movement Database
464(12)
Puteri N.E. Nohuddin
Rob Christley
Frans Coenen
Christian Setzkorn
Web Mining
Spam Email Filtering Using Network-Level Properties
476(14)
Paulo Cortez
Andre Correia
Pedro Sousa
Miguel Rocha
Miguel Rio
Domain-Specific Identification of Topics and Trends in the Blogosphere
490(15)
Rafael Schirru
Darko Obradovic
Stephan Baumann
Peter Wortmann
Combining Business Process and Data Discovery Techniques for Analyzing and Improving Integrated Care Pathways
505(13)
Jonas Poelmans
Guido Dedene
Gerda Verheyden
Herman Van der Mussele
Stijn Viaene
Edward Peters
Interest-Determining Web Browser
518(11)
Khaled Bashir Shaban
Joannes Chan
Raymond Szeto
Web-Site Boundary Detection
529(15)
Ayesh Alshukri
Frans Coenen
Michele Zito
Data Mining in Finance
An Application of Element Oriented Analysis Based Credit Scoring
544(14)
Yihao Zhang
Mehmet A. Orgun
Rohan Baxter
Weiqiang Lin
A Semi-supervised Approach for Reject Inference in Credit Scoring Using SVMs
558(14)
Sebastian Maldonado
Gonzalo Paredes
Aspects of Data Mining
Data Mining with Neural Networks and Support Vector Machines Using the R/rminer Tool
572(12)
Paulo Cortez
The Orange Customer Analysis Platform
584(11)
Raphael Feraud
Marc Boulle
Fabrice Clerot
Francoise Fessant
Vincent Lemaire
Semi-supervised Learning for False Alarm Reduction
595(11)
Chien-Yi Chin
Yuh-Jye Lee
Chien-Chung Chang
Wen-Yang Luo
Hsiu-Chuan Huang
Learning From Humanoid Cartoon Designs
606(11)
Md. Tanvirul Islam
Kaiser Md. Nuhiduzzaman
Why Yong Peng
Golam Ashraf
Mining Relationship Associations from Knowledge about Failures Using Ontology and Inference
617(15)
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
632(11)
Rafael Garcia
Luis Llana
Constantino Malagon
Jesus Pancorbo
Selection of Effective Network Parameters in Attacks for Intrusion Detection
643(10)
Gholam Reza Zargar
Peyman Kabiri
Author Index 653