Displaying similar documents to “Using the one-versus-rest strategy with samples balancing to improve pairwise coupling classification”

Set theory over classes

Arnold Oberschelp

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CONTENTS1. Introduction................................................................................................................ 52. General view on sets and classes....................................................................... 63. The elementary theory of classes, relations, and functions............................ 104. The general set theory over classes.................................................................... 185. The M-comprehension schema...............................................................................

A simple upper bound to the Bayes error probability for feature selection

Lorenzo Bruzzone, Sebastiano B. Serpico (1998)

Kybernetika

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In this paper, feature selection in multiclass cases for classification of remote-sensing images is addressed. A criterion based on a simple upper bound to the error probability of the Bayes classifier for the minimum error is proposed. This criterion has the advantage of selecting features having a link with the error probability with a low computational load. Experiments have been carried out in order to compare the performances provided by the proposed criterion with the ones of some...