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Supervised and Unsupervised Ensemble Methods and Their Applications

Supervised and Unsupervised Ensemble Methods and Their Applications - Hardback

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Product Details
Author:
Oleg Okun
Publisher:
Springer
Publication Date:
Apr 18, 2008
Number of pages:
182 pages
Binding:
Hardback or Cased Book
ISBN-10:
3540789804
ISBN-13:
9783540789802

Overview

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.


  • | Author: Oleg Okun
  • | Publisher: Springer
  • | Publication Date: Apr 18, 2008
  • | Number of Pages: 182 pages
  • | Binding: Hardback or Cased Book
  • | ISBN-10: 3540789804
  • | ISBN-13: 9783540789802

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