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Feature Informativeness, Curse-of-Dimensionality and Error Probability in Discriminant Analysis

Pavlenko, Tatjana LU (2001)
Abstract
This thesis is based on four papers on high-dimensional discriminant analysis. Throughout, the curse-of-dimensionality effect on the precision of the discrimination performance is emphasized. A growing dimension asymptotic approach is used for assessing this effect and the limiting error probability are taken as the performance criteria. A combined effect of a high dimensionality and feature informativeness on the discrimination performance is evaluated.
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author
opponent
  • Professor Fang, K.T.
organization
publishing date
type
Thesis
publication status
published
subject
keywords
Statistics, Matematik, Mathematics, feature selection, Discriminant analysis, feature informativeness, growing dimension assymptotics, operations research, operationsanalys, programmering, aktuariematematik, programming, actuarial mathematics, Statistik
pages
126 pages
defense location
sal MH:C
defense date
2001-06-06 10:15
ISBN
91-628-4775-9
language
English
LU publication?
yes
id
00e10a03-989a-4b62-9851-f0c7690eb969 (old id 41683)
date added to LUP
2007-09-27 16:05:01
date last changed
2016-09-19 08:45:17
@phdthesis{00e10a03-989a-4b62-9851-f0c7690eb969,
  abstract     = {This thesis is based on four papers on high-dimensional discriminant analysis. Throughout, the curse-of-dimensionality effect on the precision of the discrimination performance is emphasized. A growing dimension asymptotic approach is used for assessing this effect and the limiting error probability are taken as the performance criteria. A combined effect of a high dimensionality and feature informativeness on the discrimination performance is evaluated.},
  author       = {Pavlenko, Tatjana},
  isbn         = {91-628-4775-9},
  keyword      = {Statistics,Matematik,Mathematics,feature selection,Discriminant analysis,feature informativeness,growing dimension assymptotics,operations research,operationsanalys,programmering,aktuariematematik,programming,actuarial mathematics,Statistik},
  language     = {eng},
  pages        = {126},
  school       = {Lund University},
  title        = {Feature Informativeness, Curse-of-Dimensionality and Error Probability in Discriminant Analysis},
  year         = {2001},
}