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 Melançon |
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 Kühnberger |
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 Dümcke ; 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 ; 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 ; 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 López ; Jesús Cerquides |
Data Mining in Marketing |
Quantile Regression Model for Impact Toughness Estimation / Satu Tamminen ; Ilmari Juutilainen ; Juha Röning |
Mining for Paths in Flow Graphs / Adam Jocksch ; José 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 / Cristián Bravo ; Nicolás 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 / Aurélien Hazan ; Michel Verleysen ; Marie Cottrell ; Jérôme Lacaille |
Episode Rule-Based Prognosis Applied to Complex Vacuum Pumping Systems Using Vibratory Data / Florent Martin ; Nicolas Méger ; 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 Côme |
Data Mining in Medicine |
Finding Temporal Patterns in Noisy Longitudinal Data: A Study in Diabetic Retinopathy / Vassiliki Somaraki ; Deborah Broadbent ; 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 ; Christian Setzkorn |
WebMining |
Spam Email Filtering Using Network-Level Properties / Paulo Cortez ; André 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 ; 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 / Sebastián Maldonado ; Gonzalo Paredes |
Aspects of Data Mining |
Data Mining with Neural Networks and Support Vector Machines Using the R/rminer Tool |
The Orange Customer Analysis Platform / Raphaël Féraud ; Marc Boullé ; Fabrice Clérot ; Françoise 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 GarcÃa ; Luis Llana ; Constantino Malagón ; Jesús Pancorbo |
Selection of Effective Network Parameters in Attacks for Intrusion Detection / Gholam Reza Zargar ; Peyman Kabiri |
Author Index |
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 |