ENGLISH

Smoothing and Regression: Approaches, Computation, and Application

By Michael G. Schimek

Book information

Publisher
Wiley
Year
2000
ISBN
0471179469, 9780471179467
LCC
QA278 .S64 2000
Open Library ID
OL36326M
Language
english
Format
PDF
Filesize
47 MB (49004302 bytes)
Series
Wiley Series in Probability and Statistics
Edition
1
Pages
648\648
Orientation
yes
Scanned
yes
Time added
2012-03-09 12:00:00

Description

A comprehensive introduction to a wide variety of univariate and multivariate smoothing techniques for regressionSmoothing and Regression: Approaches, Computation, and Application bridges the many gaps that exist among competing univariate and multivariate smoothing techniques. It introduces, describes, and in some cases compares a large number of the latest and most advanced techniques for regression modeling. Unlike many other volumes on this topic, which are highly technical and specialized, this book discusses all methods in light of both computational efficiency and their applicability for real data analysis.Using examples of applications from the biosciences, environmental sciences, engineering, and economics, as well as medical research and marketing, this volume addresses the theory, computation, and application of each approach. A number of the techniques discussed, such as smoothing under shape restrictions or of dependent data, are presented for the first time in book form. Special features of this book include:* Comprehensive coverage of smoothing and regression with software hints and applications from a wide variety of disciplines* A unified, easy-to-follow format* Contributions from more than 25 leading researchers from around the world* More than 150 illustrations also covering new graphical techniques important for exploratory data analysis and visualization of high-dimensional problems* Extensive end-of-chapter referencesFor professionals and aspiring professionals in statistics, applied mathematics, computer science, and econometrics, as well as for researchers in the applied and social sciences, Smoothing and Regression is a unique and important new resource destined to become one the most frequently consulted references in the field.

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