Applications of Supervised and Unsupervised Ensemble Methods

• Corporate Author: SpringerLink (Online service)
• Other Authors: Okun, Oleg. (Editor), Valentini, Giorgio. (Editor)
• Format: Electronic
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg, 2009.
• Series: Studies in Computational Intelligence, 245
• Subjects: Engineering.; Artificial intelligence.; Engineering mathematics.; Appl.Mathematics/Computational Methods of Engineering.; Artificial Intelligence (incl. Robotics).
• Online Access: View fulltext via EzAccess

This book contains the extended papers presented at the 2nd Workshop on Supervised and Unsupervised Ensemble Methods and their Applications (SUEMA) held on 21-22 July, 2008 in Patras, Greece, in conjunction with the 18th European Conference on Artificial Intelligence (ECAI2008). This workshop was a...

Table of Contents:

• An Ensemble Pruning Primer
• Evade Hard Multiple Classifier Systems
• A Personal Antispam System Based on a Behaviour-Knowledge Space Approach
• Weighted Decoding ECOC for Facial Action Unit Classification
• Prediction of Gene Function Using Ensembles of SVMs and Heterogeneous Data Sources
• Partitioner Trees for Classification: a New Ensemble Method
• Disturbing Neighbors Diversity for Decision Forests
• Improving Supervised Learning with Multiple Clusterings
• The Neighbors Voting Algorithm and Its Applications
• Clustering Ensembles with Active Constraints
• Verifiable Ensembles of Low-Dimensional Submodels for Multi-Class Problems with Imbalanced Misclassification Costs
• Independent Data Model Selection for Ensemble Dispersion Forecasting
• Integrating Liknon Feature Selection and Committee Training
• Evaluating Hybrid Ensembles for Intelligent Decision Support for Intensive Care.