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  • Last update: 5 years ago
  • Total downloads: 87
  • Operating system: Linux, Mac OS X, Win All, BSD, Solaris
  • Publisher: Lisa (1 other programs)
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scripts default iconEnsemble methods (Scripts) Publisher's description

There are four ensemble strategies--- random selecting samples

There are four ensemble strategies--- random selecting samples, Bagging strategy, Random subspace method, Rotation forest method. They are ensemble methods which can obtain the samples of individual learner. Bagging method is a classical ensemble strategy proposed by Leo Breiman in Ref [L.Breiman. Bagging Predictors. Machine learning, vol.24(2), pp.123-140, 1996.]. Random subspace method is proposed by Tin Kam Ho in Ref [Ho T.K.. The Random Subspace Method for Constructing Decision Forests. IEEE Transactions on pattern analysis and Machine Intelligence, vol.20(8), pp.832-844, 1998.]. Rotation forest method is better than bagging, random subspace, adaboost methods and so on, which is proposed by Juan J. Rodriguez and Ludmila I. Kuncheva in Ref [J.J. Rodriguez, L.I. Kuncheva. Rotation Forest: A New Classifier Ensemble Method. IEEE transactions on Pattern Analysis and Machine Intelligence, vol.28(10), pp.1619-1630, October, 2006.].

System Requirements:

MATLAB 7.0.4 (R14SP2)
Program Release Status: New Release
Program Install Support: Install and Uninstall

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