Applications of Supervised and Unsupervised Ensemble Methods

292 Seiten, Taschenbuch

Kurzbeschreibung des Verlags

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.

• Reihe: Studies in Computational Intelligence
• Themen: Informatik und Informationstechnologie Informatik Künstliche Intelligenz (KI)
• ISBN: 9783642260773
• Sprache: Englisch
• Erscheinungsdatum: 14.03.2012
• Größe: 235 x 155 mm
• Verlag: Springer Spektrum
• Herausgegeben von: Oleg Okun