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All of Nonparametric Statistics A Concise Course in Nonparametric Statistical Inference

Name: All of Nonparametric Statistics
Author: Larry Wasserman

Auteur: Larry Wasserman

Taal: Engels

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Auteur: Larry Wasserman

Engels
Hardcover
9780387251455
21 oktober 2005
270 pagina's

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Samenvatting

There are many books on various aspects of nonparametric inference such as density estimation, nonparametric regression, bootstrapping, and wavelets methods. The goal of this text is to provide readers with a single book where they can ?nd a brief account of many of the modern topics in nonparametric inference.

The goal of this text is to provide the reader with a single book where they can find a brief account of many, modern topics in nonparametric inference. The book is aimed at Master's level or Ph.D. level students in statistics, computer science, and engineering. It is also suitable for researchers who want to get up to speed quickly on modern nonparametric methods.

This text covers a wide range of topics including: the bootstrap, the nonparametric delta method, nonparametric regression, density estimation, orthogonal function methods, minimax estimation, nonparametric confidence sets, and wavelets. The book has a mixture of methods and theory.

Larry Wasserman is Professor of Statistics at Carnegie Mellon University and a member of the Center for Automated Learning and Discovery in the School of Computer Science. His research areas include nonparametric inference, asymptotic theory, multiple testing, and applications to astrophysics, bioinformatics and genetics. He is the 1999 winner of the Committee of Presidents of Statistical Societies Presidents' Award and the 2002 winner of the Centre de recherches mathématiques de Montreal-Statistical Society of Canada Prize in Statistics. He is Associate Editor of The Journal of the American Statistical Association and The Annals of Statistics. He is a fellow of the American Statistical Association and of the Institute of Mathematical Statistics. He is the author of All of Statistics: A Concise Course in Statistical Inference (Springer, 2003).

There are many books on various aspects of nonparametric inference such as density estimation, nonparametric regression, bootstrapping, and wavelets methods. But it is hard to ?nd all these topics covered in one place. The goal of this text is to provide readers with a single book where they can ?nd a brief account of many of the modern topics in nonparametric inference. The book is aimed at master’s-level or Ph. D. -level statistics and computer science students. It is also suitable for researchersin statistics, machine lea- ing and data mining who want to get up to speed quickly on modern n- parametric methods. My goal is to quickly acquaint the reader with the basic concepts in many areas rather than tackling any one topic in great detail. In the interest of covering a wide range of topics, while keeping the book short, I have opted to omit most proofs. Bibliographic remarks point the reader to references that contain further details. Of course, I have had to choose topics to include andto omit,the title notwithstanding. For the mostpart,I decided to omit topics that are too big to cover in one chapter. For example, I do not cover classi?cation or nonparametric Bayesian inference. The book developed from my lecture notes for a half-semester (20 hours) course populated mainly by master’s-level students. For Ph. D.

Productspecificaties

Inhoud

Taal: en
Bindwijze: Hardcover
Oorspronkelijke releasedatum: 21 oktober 2005
Aantal pagina's: 270
Illustraties: Nee

Betrokkenen

Hoofdauteur: Larry Wasserman
Hoofduitgeverij: Springer-Verlag New York Inc.

Overige kenmerken

Editie: 1st ed. 2005. Corr. 3rd. printing 2007
Extra groot lettertype: Nee
Product breedte: 159 mm
Product hoogte: 19 mm
Product lengte: 241 mm
Studieboek: Ja
Verpakking breedte: 155 mm
Verpakking hoogte: 19 mm
Verpakking lengte: 235 mm
Verpakkingsgewicht: 1270 g

EAN

EAN: 9780387251455

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Categorieën: Wetenschap & Natuur

Wiskunde

Kansrekening & Statistieken

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Taal: Engels
Boek, ebook of luisterboek?: Boek
Beschikbaarheid: Leverbaar
Studieboek of algemeen: Studieboeken

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