Advances in Data Mining. Applications and Theoretical Aspects: 11th Industrial Conference, ICDM 2011, New York, NY, USA, August 30 – September 3, 2011. Proceedings

Front Matter....Pages -
Improvements over Adaptive Local Hyperplane to Achieve Better Classification....Pages 1-10
Prognostic Models Based on Linear Separability....Pages 11-24
One Class Classification for Anomaly Detection: Support Vector Data Description Revisited....Pages 25-39
How to Interpret Decision Trees?....Pages 40-55
Comparing Classifiers and Metaclassifiers....Pages 56-65
Fast Data Acquisition in Cost-Sensitive Learning....Pages 66-77
Application of a Unified Medical Data Miner (UMDM) for Prediction, Classification, Interpretation and Visualization on Medical Datasets: The Diabetes Dataset Case....Pages 78-95
Melanoma Diagnosis and Classification Web Center System: The Non-invasive Diagnosis Support Subsystem....Pages 96-105
Characterizing Cell Types through Differentially Expressed Gene Clusters Using a Model-Based Approach....Pages 106-120
Experiments with Hybridization and Optimization of the Rules Knowledge Base for Classification of MMPI Profiles....Pages 121-133
Unsupervised Classification of Hyperspectral Images on Spherical Manifolds....Pages 134-146
Recognition of Porosity in Wood Microscopic Anatomical Images....Pages 147-160
Exploratory Hierarchical Clustering for Management Zone Delineation in Precision Agriculture....Pages 161-173
High Classification Rates for Continuous Cow Activity Recognition Using Low-Cost GPS Positioning Sensors and Standard Machine Learning Techniques....Pages 174-188
Mining Pixel Evolutions in Satellite Image Time Series for Agricultural Monitoring....Pages 189-203
Robust, Non-Redundant Feature Selection for Yield Analysis in Semiconductor Manufacturing....Pages 204-217
Integrated Use of ICA and ANN to Recognize the Mixture Control Chart Patterns in a Process....Pages 218-227
Optimized Fuzzy Decision Tree Data Mining for Engineering Applications....Pages 228-239
Graph-Based Data Warehousing Using the Core-Facets Model....Pages 240-254
General Sales Forecast Models for Automobile Markets Based on Time Series Analysis and Data Mining Techniques....Pages 255-269
Towards a Spatial Instance Learning Method for Deep Web Pages....Pages 270-285
Applying User Signatures on Fraud Detection in Telecommunications Networks....Pages 286-299
Methods in Case-Based Classification in Bioinformatics: Lessons Learned....Pages 300-313
Prediction of Batch-End Quality for an Industrial Polymerization Process....Pages 314-328
Back Matter....Pages -