Applications of Supervised and Unsupervised Ensemble Methods

• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Άλλοι συγγραφείς: Okun, Oleg (Επιμελητής έκδοσης), Valentini, Giorgio (Επιμελητής έκδοσης)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Berlin, Heidelberg : Springer Berlin Heidelberg, 2009.
• Σειρά: Studies in Computational Intelligence, 245
• Θέματα: Computer science.; Artificial intelligence.; Applied mathematics.; Engineering mathematics.; Computer Science.; Artificial Intelligence (incl. Robotics).; Appl.Mathematics/Computational Methods of Engineering.

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 (ECAI’2008). This workshop was a...

Πίνακας περιεχομένων:

• 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.