SAMPLE SIZE CALCULATION FROM SPECIFIED RMS OF THE RESUBSTITUTION ERROR FOR LINEAR CLASSIFIERS Conference Paper uri icon

abstract

  • Error estimation must be used to find the accuracy of a designed classifier, an issue that is critical in biomarker discovery. This paper applies analytical results derived previously by the authors concerning the exact sampling distribution of resubstitution for LDA under a Gaussianity assumption in order to investigate how the RMS for resubstitution behaves as a function of sample size. In particular, this allows one to make simple sample-size calculations based on a specified RMS.

name of conference

  • 2009 IEEE International Workshop on Genomic Signal Processing and Statistics

published proceedings

  • 2009 IEEE INTERNATIONAL WORKSHOP ON GENOMIC SIGNAL PROCESSING AND STATISTICS (GENSIPS 2009)

author list (cited authors)

  • Zollanvari, A., Braga-Neto, M. M., & Dougherty, E. R.

citation count

  • 0

complete list of authors

  • Zollanvari, Amin||Braga-Neto, Misses M||Dougherty, Edward R

publication date

  • January 2009