Supervised and Unsupervised Ensemble Methods and their Applications

This book was inspired by the last argument and resulted from the workshop on Supervised and Unsupervised Ensemble Methods and their Applications (briefly, SUEMA) organized on June 4, 2007 in Girona, Spain. This workshop was held in conjunction with the 3rd Iberian Conference on Pattern Recognition...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor Corporativo: SpringerLink (Online service)
Otros Autores: Okun, Oleg (Editor )
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2008.
Edición:1st ed. 2008.
Colección:Studies in Computational Intelligence, 126
Temas:
Artificial intelligence.
Engineering mathematics.
Engineering-Data processing.
Artificial Intelligence.
Mathematical and Computational Engineering Applications.
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • Ensembles of Clustering Methods and Their Applications
  • Cluster Ensemble Methods: from Single Clusterings to Combined Solutions
  • Random Subspace Ensembles for Clustering Categorical Data
  • Ensemble Clustering with a Fuzzy Approach
  • Collaborative Multi-Strategical Clustering for Object-Oriented Image Analysis
  • Ensembles of Classification Methods and Their Applications
  • Intrusion Detection in Computer Systems Using Multiple Classifier Systems
  • Ensembles of Nearest Neighbors for Gene Expression Based Cancer Classification
  • Multivariate Time Series Classification via Stacking of Univariate Classifiers
  • Gradient Boosting GARCH and Neural Networks for Time Series Prediction
  • Cascading with VDM and Binary Decision Trees for Nominal Data
  • Erratum.

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