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Nichtparametrische Regression (Wiley-Serie in Proba, Takezawa +=-

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Nonparametric Regression (Wiley Series in Proba, Takezawa+=
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PublishedOn
2005-11-08
ISBN
9780471745839
EAN
9780471745839
Subject Area
Mathematics
Publication Name
Introduction to Nonparametric Regression
Item Length
9.4 in
Publisher
Wiley & Sons, Incorporated, John
Subject
Probability & Statistics / General, Probability & Statistics / Regression Analysis
Series
Wiley Series in Probability and Statistics Ser.
Publication Year
2005
Type
Textbook
Format
Hardcover
Language
English
Item Height
1.2 in
Author
K. Takezawa
Item Width
6.4 in
Item Weight
31.2 Oz
Number of Pages
568 Pages

Über dieses Produkt

Product Information

An easy-to-grasp introduction to nonparametric regression This book's straightforward, step-by-step approach provides an excellent introduction to the field for novices of nonparametric regression. Introduction to Nonparametric Regression clearly explains the basic concepts underlying nonparametric regression and features: Thorough explanations of various techniques, which avoid complex mathematics and excessive abstract theory to help readers intuitively grasp the value of nonparametric regression methods Statistical techniques accompanied by clear numerical examples that further assist readers in developing and implementing their own solutions Mathematical equations that are accompanied by a clear explanation of how the equation was derived The first chapter leads with a compelling argument for studying nonparametric regression and sets the stage for more advanced discussions. In addition to covering standard topics, such as kernel and spline methods, the book provides in-depth coverage of the smoothing of histograms, a topic generally not covered in comparable texts. With a learning-by-doing approach, each topical chapter includes thorough S-Plus examples that allow readers to duplicate the same results described in the chapter. A separate appendix is devoted to the conversion of S-Plus objects to R objects. In addition, each chapter ends with a set of problems that test readers' grasp of key concepts and techniques and also prepares them for more advanced topics. This book is recommended as a textbook for undergraduate and graduate courses in nonparametric regression. Only a basic knowledge of linear algebra and statistics is required. In addition, this is an excellent resource for researchers and engineers in such fields as pattern recognition, speech understanding, and data mining. Practitioners who rely on nonparametric regression for analyzing data in the physical, biological, and social sciences, as well as in finance and economics, will find this an unparalleled resource.

Product Identifiers

Publisher
Wiley & Sons, Incorporated, John
ISBN-10
0471745839
ISBN-13
9780471745839
eBay Product ID (ePID)
47535137

Product Key Features

Author
K. Takezawa
Publication Name
Introduction to Nonparametric Regression
Format
Hardcover
Language
English
Subject
Probability & Statistics / General, Probability & Statistics / Regression Analysis
Series
Wiley Series in Probability and Statistics Ser.
Publication Year
2005
Type
Textbook
Subject Area
Mathematics
Number of Pages
568 Pages

Dimensions

Item Length
9.4 in
Item Height
1.2 in
Item Width
6.4 in
Item Weight
31.2 Oz

Additional Product Features

LCCN
2005-050197
Intended Audience
Scholarly & Professional
Series Volume Number
606
Lc Classification Number
Qa278.2.T35 2005
Reviews
"...provides an accessible theoretical treatment of nonparametric regression." ( Journal of the American Statistical Association , December 2006) "...I like this book, and recommend it to graduate students and researchers who plan to implement nonparametric models in their research." ( Technometrics , November 2006) "A very useful book clearly presenting basic concepts of nonparametric regression and applications to various real-life situations...highly recommended." ( CHOICE , June 2006) "...a practical introduction to nonparametric regression..." ( Journal of Quality Technology , April 2006) "...the presentation is very lucid and easy-to-follow...this book will highly be appreciated by students." ( MAA Reviews , March 14, 2006) "...deals concisely with the application of non-parametric regression to multidimensional data..."  ( Journal of Applied Statistics , 2007), "...provides an accessible theoretical treatment of nonparametric regression." ( Journal of the American Statistical Association , December 2006) "...I like this book, and recommend it to graduate students and researchers who plan to implement nonparametric models in their research." ( Technometrics , November 2006) "A very useful book clearly presenting basic concepts of nonparametric regression and applications to various real-life situations...highly recommended." ( CHOICE , June 2006) "...a practical introduction to nonparametric regression..." ( Journal of Quality Technology , April 2006) "...the presentation is very lucid and easy-to-follow...this book will highly be appreciated by students." ( MAA Reviews , March 14, 2006) "...deals concisely with the application of non-parametric regression to multidimensional data..." ( Journal of Applied Statistics , 2007), .".. a practical introduction to nonparametric regression... " ("Journal of Quality Technology," April 2006), .,."provides an accessible theoretical treatment of nonparametric regression." ("Journal of the American Statistical Association," December 2006) .,."I like this book, and recommend it to graduate students and researchers who plan to implement nonparametric models in their research." ("Technometrics," November 2006) "A very useful book clearly presenting basic concepts of nonparametric regression and applications to various real-life situations...highly recommended." ("CHOICE," June 2006) .,."a practical introduction to nonparametric regression..." ("Journal of Quality Technology," April 2006) .,."the presentation is very lucid and easy-to-follow...this book will highly be appreciated by students." ("MAA Reviews," March 14, 2006), ."..provides an accessible theoretical treatment of nonparametric regression." ("Journal of the American Statistical Association", December 2006) ."..I like this book, and recommend it to graduate students and researchers who plan to implement nonparametric models in their research." ("Technometrics", November 2006) "A very useful book clearly presenting basic concepts of nonparametric regression and applications to various real-life situations...highly recommended." ("CHOICE", June 2006) ."..a practical introduction to nonparametric regression..." ("Journal of Quality Technology", April 2006) ."..the presentation is very lucid and easy-to-follow...this book will highly be appreciated by students." ("MAA Reviews", March 14, 2006), .".. provides an accessible theoretical treatment of nonparametric regression." ("Journal of the American Statistical Association," December 2006) .".. I like this book, and recommend it to graduate students and researchers who plan to implement nonparametric models in their research." ("Technometrics," November 2006) "A very useful book clearly presenting basic concepts of nonparametric regression and applications to various real-life situations... highly recommended." ("CHOICE," June 2006) .".. a practical introduction to nonparametric regression... " ("Journal of Quality Technology," April 2006) .".. the presentation is very lucid and easy-to-follow... this book will highly be appreciated by students." ("MAA Reviews," March 14, 2006)
Table of Content
Preface. Acknowledgments. 1. Exordium. 2. Smoothing for Data with an Equispaced Predictor. 3. Nonparametric Regression for One-Dimensional Predictor. 4. Multidimensional Smoothing. 5. Nonparametric Regression with Predictors Represented as Distributions. 6. Smoothing of Histograms and Nonparametric Probability Density Functions. 7. Pattern Recognition. Appendix A: Creation and Applications of B-Spline Bases. Appendix B: R Objects. Appendix C: Further Readings. Index.
Copyright Date
2006
Dewey Decimal
519.536
Dewey Edition
22
Illustrated
Yes

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