April 2014
Intermediate to advanced
334 pages
10h 40m
English
book
Conformal Prediction for Reliable Machine Learning
by Vineeth Balasubramanian, Shen-Shyang Ho, Vladimir Vovk
Content preview from Conformal Prediction for Reliable Machine Learning
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Chapter 6
Feature Selection
Tony Bellottia, Ilia Nouretdinovb, Meng Yangb and Alexander Gammermanb, aMathematics Department, Imperial College, London, United Kingdom, bComputer Learning Research Centre, Department of Computer Science, Royal Holloway, University of London, United Kingdom
Abstract
In this chapter we consider the implementation of feature selection approaches within the Conformal Predictor framework. We begin with a review of feature selection, then consider several approaches to implementation. First, we use existing feature selection methods within conformal predictors, which raises some computational issues. Second, we use techniques specifically designed for conformal predictors: (1) the strangeness minimization feature ...
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