Local Polynomial Modelling and Its Applications

Monographs on Statistics and Applied Probability 66

By:

Jianqing Fan

Format:

Hardback

Series:

Chapman & Hall/CRC Monographs on Statistics & Applied Probability

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Description

Data-analytic approaches to regression problems, arising from many scientific disciplines are described in this book. The aim of these nonparametric methods is to relax assumptions on the form of a regression function and to let data search for a suitable function that describes the data well. The use of these nonparametric functions with parametric techniques can yield very powerful data analysis tools. Local polynomial modeling and its applications provides an up-to-date picture on state-of-the-art nonparametric regression techniques. The emphasis of the book is on methodologies rather than on theory, with a particular focus on applications of nonparametric techniques to various statistical problems. High-dimensional data-analytic tools are presented, and the book includes a variety of examples. This will be a valuable reference for research and applied statisticians, and will serve as a textbook for graduate students and others interested in nonparametric regression.

Release date Australia

March 1st, 1996

Author

Jianqing Fan

Audiences

Postgraduate, Research & Scholarly
Professional & Vocational
Undergraduate

Pages

358

Series

Chapman & Hall/CRC Monographs on Statistics & Applied Probability

Dimensions

152x229x21

ISBN-13

9780412983214

Product ID

6036439

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