On an alternative formulation of the Fisher criterion that overcomes the small sample problem

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摘要

In two very recently published rapid and brief communications, both from the same authors, an alternative formulation of the well-known Fisher criterion is presented in order to overcome the ‘small sample problem’. A theorem in the first of the two communications provides the basis for the equivalence of both formulations.By providing a simple counterexample, we disprove the theorem. Subsequently, based on an illustrative example, we demonstrate that their criterion differs from the classical one and argue that the proposed criterion is not a suitable measure of discriminability.

论文关键词:Fisher criterion,Feature extraction,Small sample problem,Counterexample

论文评审过程:Received 7 November 2005, Accepted 2 November 2006, Available online 19 December 2006.

论文官网地址:https://doi.org/10.1016/j.patcog.2006.11.002