What's wrong with Fisher criterion?

Jian Yang, Jing Yu Yang, Dapeng Zhang

Research output: Journal article publicationJournal articleAcademic researchpeer-review

47 Citations (Scopus)

Abstract

In this paper, a seemingly contradictory experimental result concerning Fisher criterion is first exhibited. Then, we analyze this result from the statistical correlation point of view and give a reasonable explanation. More importantly, we emphasize that Fisher criterion is not an absolute criterion, and, it should be associated with the statistical correlation together to assess the descrimination of a set of discriminant vectors.
Original languageEnglish
Pages (from-to)2665-2668
Number of pages4
JournalPattern Recognition
Volume35
Issue number11
DOIs
Publication statusPublished - 1 Nov 2002

Keywords

  • Feature extraction
  • Fisher criterion
  • Handwritten digit recognition
  • Linear discriminant analysis (LDA)

ASJC Scopus subject areas

  • Software
  • Signal Processing
  • Computer Vision and Pattern Recognition
  • Artificial Intelligence

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