Local Polynomial Modelling and Its Applications - Couverture rigide

Livre 87 sur 110: ISSN

Fan, Jianqing; Gijbels, Irene

 
9780412983214: Local Polynomial Modelling and Its Applications

Synopsis

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.

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À propos de l?auteur

Jianqing Fan

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.