Local Polynomial Modelling and Its Applications (Chapman & Hall/CRC Monographs on Statistics and Applied Probability)

Fan, Jianqing; Gijbels, Irene

ISBN 10: 0412983214 / ISBN 13: 9780412983214

Editore: Chapman and Hall/CRC, 1996

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Titolo: Local Polynomial Modelling and Its ...

Casa editrice: Chapman and Hall/CRC

Data di pubblicazione: 1996

Legatura: Rilegato

Condizione: New

Descrizione articolo

Riassunto:

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.

Contenuti:

Introduction. Overview of Existing Methods. Framework for Local Polynomial regression. Automatic Determination of Model Complexity. .Applications of Local Polynomial Modeling. Applications in Nonlinear Time Series. Local Polynomial Regression for Multivariate Data. Reference. Index.