Nonparametric Regression and Generalized Linear Models : A roughness penalty approach

ISBN-13: 9780412300400 / Angielski / Twarda / 1993 / 184 str.

P. J. Green; B. W. Silverman

Opis

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.

Recenzje

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

Spis treści

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.

O autorze

P.J. Green, Bristol Univesity. Bernard. W. Silverman St. Peters College, Oxford.