U-Statistics, Mm-Estimators and Resampling

This is an introductory text on a broad class of statistical estimators that are minimizers of convex functions. It covers the basics of U-statistics and Mm-estimators and develops their asymptotic properties. It also provides an elementary introduction to resampling, particularly in the context of...

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Hlavný autor: Bose, Arup (Autor)
Médium: Elektronický zdroj E-kniha
Jazyk:English
Vydavateľské údaje: Singapore : Springer Singapore , 2018.
Vydanie:1st ed. 2018.
Edícia:Texts and Readings in Mathematics,
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ISBN:9789811322488
ISSN:2366-8717
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Shrnutí:This is an introductory text on a broad class of statistical estimators that are minimizers of convex functions. It covers the basics of U-statistics and Mm-estimators and develops their asymptotic properties. It also provides an elementary introduction to resampling, particularly in the context of these estimators. The last chapter is on practical implementation of the methods presented in other chapters, using the free software R.
Popis jednotky:Mathematics and Statistics
Fyzický popis:XV, 174 p. online resource.
ISBN:9789811322488
ISSN:2366-8717