Density Estimation for Statistics and Data Analysis

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9780412246203: Density Estimation for Statistics and Data Analysis

Although there has been a surge of interest in density estimation in recent years, much of the published research has been concerned with purely technical matters with insufficient emphasis given to the technique's practical value. Furthermore, the subject has been rather inaccessible to the general statistician.

The account presented in this book places emphasis on topics of methodological importance, in the hope that this will facilitate broader practical application of density estimation and also encourage research into relevant theoretical work. The book also provides an introduction to the subject for those with general interests in statistics. The important role of density estimation as a graphical technique is reflected by the inclusion of more than 50 graphs and figures throughout the text.

Several contexts in which density estimation can be used are discussed, including the exploration and presentation of data, nonparametric discriminant analysis, cluster analysis, simulation and the bootstrap, bump hunting, projection pursuit, and the estimation of hazard rates and other quantities that depend on the density. This book includes general survey of methods available for density estimation. The Kernel method, both for univariate and multivariate data, is discussed in detail, with particular emphasis on ways of deciding how much to smooth and on computation aspects. Attention is also given to adaptive methods, which smooth to a greater degree in the tails of the distribution, and to methods based on the idea of penalized likelihood.

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Review:

"This well-written and moderately priced volume has removed any excuse for ignorance concerning density estimation on the part of applied statisticians; they will find the style refreshingly down-to-earth, and will value the clearsighted exposition. I thoroughly enjoyed reading it, and can recommend it wholeheartedly." -Short Book Reviews "Highly recommended." -Choice

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1.

Bernard. W. Silverman
Editore: Taylor Francis Ltd, United States (1986)
ISBN 10: 0412246201 ISBN 13: 9780412246203
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Descrizione libro Taylor Francis Ltd, United States, 1986. Hardback. Condizione libro: New. Softcover Reprint of the Origi ed.. Language: English . Brand New Book. Although there has been a surge of interest in density estimation in recent years, much of the published research has been concerned with purely technical matters with insufficient emphasis given to the technique s practical value. Furthermore, the subject has been rather inaccessible to the general statistician. The account presented in this book places emphasis on topics of methodological importance, in the hope that this will facilitate broader practical application of density estimation and also encourage research into relevant theoretical work. The book also provides an introduction to the subject for those with general interests in statistics. The important role of density estimation as a graphical technique is reflected by the inclusion of more than 50 graphs and figures throughout the text. Several contexts in which density estimation can be used are discussed, including the exploration and presentation of data, nonparametric discriminant analysis, cluster analysis, simulation and the bootstrap, bump hunting, projection pursuit, and the estimation of hazard rates and other quantities that depend on the density.This book includes general survey of methods available for density estimation. The Kernel method, both for univariate and multivariate data, is discussed in detail, with particular emphasis on ways of deciding how much to smooth and on computation aspects. Attention is also given to adaptive methods, which smooth to a greater degree in the tails of the distribution, and to methods based on the idea of penalized likelihood. Codice libro della libreria AAZ9780412246203

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Bernard. W. Silverman
Editore: Chapman and Hall/CRC (1986)
ISBN 10: 0412246201 ISBN 13: 9780412246203
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Descrizione libro Chapman and Hall/CRC, 1986. HRD. Condizione libro: New. New Book. Shipped from UK in 4 to 14 days. Established seller since 2000. Codice libro della libreria F9-9780412246203

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Bernard. W. Silverman
Editore: Taylor Francis Ltd, United States (1986)
ISBN 10: 0412246201 ISBN 13: 9780412246203
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Descrizione libro Taylor Francis Ltd, United States, 1986. Hardback. Condizione libro: New. Softcover Reprint of the Origi ed.. Language: English . Brand New Book. Although there has been a surge of interest in density estimation in recent years, much of the published research has been concerned with purely technical matters with insufficient emphasis given to the technique s practical value. Furthermore, the subject has been rather inaccessible to the general statistician. The account presented in this book places emphasis on topics of methodological importance, in the hope that this will facilitate broader practical application of density estimation and also encourage research into relevant theoretical work. The book also provides an introduction to the subject for those with general interests in statistics. The important role of density estimation as a graphical technique is reflected by the inclusion of more than 50 graphs and figures throughout the text. Several contexts in which density estimation can be used are discussed, including the exploration and presentation of data, nonparametric discriminant analysis, cluster analysis, simulation and the bootstrap, bump hunting, projection pursuit, and the estimation of hazard rates and other quantities that depend on the density. This book includes general survey of methods available for density estimation. The Kernel method, both for univariate and multivariate data, is discussed in detail, with particular emphasis on ways of deciding how much to smooth and on computation aspects. Attention is also given to adaptive methods, which smooth to a greater degree in the tails of the distribution, and to methods based on the idea of penalized likelihood. Codice libro della libreria AAZ9780412246203

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Descrizione libro Condizione libro: New. Bookseller Inventory # ST0412246201. Codice libro della libreria ST0412246201

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Descrizione libro Taylor and Francis 1986-04-01, Boca Raton, 1986. hardback. Condizione libro: New. Codice libro della libreria 9780412246203

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Descrizione libro Condizione libro: New. Bookseller Inventory # ST0412246201. Codice libro della libreria ST0412246201

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Descrizione libro Condizione libro: New. Depending on your location, this item may ship from the US or UK. Codice libro della libreria 97804122462030000000

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Descrizione libro Taylor & Francis Ltd, 1986. Condizione libro: New. 1986. 1st Edition. Hardcover. An exposition of density estimation for statistics and data analysis. A volume in the "Monographs on Statistics and Applied Probability" series, it is designed for applied statisticians Series: Chapman & Hall/CRC Monographs on Statistics & Applied Probability. Num Pages: 176 pages, Illustrations. BIC Classification: GPH; PBT; PBW. Category: (P) Professional & Vocational; (UP) Postgraduate, Research & Scholarly; (UU) Undergraduate. Dimension: 232 x 160 x 16. Weight in Grams: 422. . . . . . . Codice libro della libreria V9780412246203

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Bernard. W. Silverman
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Descrizione libro Hardback. Condizione libro: New. Not Signed; Although there has been a surge of interest in density estimation in recent years, much of the published research has been concerned with purely technical matters with insufficient emphasis given to the technique's practical value. Furthermore, the subject has been rather inaccessible to the general. book. Codice libro della libreria ria9780412246203_rkm

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Descrizione libro Taylor & Francis Ltd. Condizione libro: New. 1986. 1st Edition. Hardcover. An exposition of density estimation for statistics and data analysis. A volume in the "Monographs on Statistics and Applied Probability" series, it is designed for applied statisticians Series: Chapman & Hall/CRC Monographs on Statistics & Applied Probability. Num Pages: 176 pages, Illustrations. BIC Classification: GPH; PBT; PBW. Category: (P) Professional & Vocational; (UP) Postgraduate, Research & Scholarly; (UU) Undergraduate. Dimension: 232 x 160 x 16. Weight in Grams: 422. . . . . . Books ship from the US and Ireland. Codice libro della libreria V9780412246203

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