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Density Estimation for Statistics and Data Analysis By B. W. Sil
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eBay item number:394947770600
Item specifics
- Condition
- Title
- Density Estimation for Statistics and Data Analysis
- ISBN
- 9780412246203
- EAN
- 9780412246203
- Subject Area
- Science, Mathematics
- Publication Name
- Density Estimation for Statistics and Data Analysis
- Item Length
- 9.4 in
- Publisher
- CRC Press LLC
- Subject
- Mechanics / Statics, Probability & Statistics / General
- Series
- Chapman and Hall/Crc Monographs on Statistics and Applied Probability Ser.
- Publication Year
- 1986
- Type
- Textbook
- Format
- Hardcover
- Language
- English
- Item Height
- 0.6 in
- Item Width
- 6.3 in
- Item Weight
- 17.4 Oz
- Number of Pages
- 176 Pages
About this product
Product Information
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.
Product Identifiers
Publisher
CRC Press LLC
ISBN-10
0412246201
ISBN-13
9780412246203
eBay Product ID (ePID)
132854
Product Key Features
Publication Name
Density Estimation for Statistics and Data Analysis
Format
Hardcover
Language
English
Subject
Mechanics / Statics, Probability & Statistics / General
Series
Chapman and Hall/Crc Monographs on Statistics and Applied Probability Ser.
Publication Year
1986
Type
Textbook
Subject Area
Science, Mathematics
Number of Pages
176 Pages
Dimensions
Item Length
9.4 in
Item Height
0.6 in
Item Width
6.3 in
Item Weight
17.4 Oz
Additional Product Features
LCCN
99-019608
Intended Audience
Scholarly & Professional
Series Volume Number
26
Lc Classification Number
Qa276.8.S555 1999
Grade from
College Freshman
Volume Number
Vol. 26
Reviews
"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
Table of Content
Introduction. Survey of Existing Methods. The Kernel Method for Univariate Data. The Kernel Method for Multivariate Data. Three Important Methods. Density Estimation in Action.
Copyright Date
1998
Illustrated
Yes
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