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Nonparametric Regression and Generalized Linear Models: A Roughness Penalty Approach

Series: Chapman & Hall/CRC Monographs on Statistics & Applied Probability Volume: 58

By: PJ Green and BW Silverman

182 pages, Figs

CRC Press

Hardback | Dec 1994 | #81246 | ISBN: 0412300400
Availability: Usually dispatched within 2-3 weeks Details
NHBS Price: £116.00 $145/€135 approx

About this book

This study of nonparametric regression and generalized linear models contains chapters on approaches to regression, roughness penalties, extensions of the roughness penalty approach, computing the estimates, interpolating and smoothing splines, one-dimensional case, partial splines, generalized linear models, extending the model, thin plate splines, and available software.

..."provides an excellent introduction." - Short Book Reviews of the ISI "It is well written and very reliable." - Technometrics


Contents

Preface. Introduction. Approaches to Regression. Roughness Penalties. Extensions of the Roughness Penalty Approach. Computing the Estimates. Further Reading. Interpolating and Smoothing Splines. One-Dimensional Case: Further Topics. Partial Splines. Generalized Linear Models. Extending the Model. Thin Plate Splines. Available Software. Reference. Author Index. Subject Index.

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