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hal-00270806, version 1

Testing for Homogeneity with Kernel Fisher Discriminant Analysis

Zaid Harchaoui () 1, Francis Bach () 2, Eric Moulines () 1

(2008-04-07)

Abstract: We propose to investigate test statistics for testing homogeneity in reproducing kernel Hilbert spaces. Asymptotic null distributions under null hypothesis are derived, and consistency against fixed and local alternatives is assessed. Finally, experimental evidence of the performance of the proposed approach on both artificial data and a speaker verification task is provided.

  • Domain : Statistics/Other Statistics
  • Keywords : statistical hypothesis testing – reproducing kernel Hilbert space – covariance operator
 
  • hal-00270806, version 1
  • oai:hal.archives-ouvertes.fr:hal-00270806
  • From: 
  • Submitted on: Monday, 7 April 2008 15:36:35
  • Updated on: Monday, 7 April 2008 16:17:35
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