Fukunaga-Koontz transform for small sample size problems
Miranda, Abhilash A. and Whelan, Paul F.ORCID: 0000-0001-9230-7656
(2005)
Fukunaga-Koontz transform for small sample size problems.
In: ISSC 2005 - IEE Irish Signals and Systems Conference, 1-2 September 2005, Dublin, Ireland.
ISBN 0 86341 549 0
In this paper, we propose the Fukunaga-Koontz Transform (FKT) as applied to small-sample size (SSS) problems and formulate a feature scatter matrix based equivalent of the FKT. We establish the classical linear discriminant analysis (LDA) analogy of the FKT and apply it to a SSS situation. We demonstrate the significant computational savings and robustness associated with our approach using a multi-class face detection problem