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Practical Smoothing Joys P-splines Paul H.C. Eilers Brian D. M… 9781108482950 VG

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Item specifics

Condition
Very Good
A book that has been read but is in excellent condition. No obvious damage to the cover, with the dust jacket included for hard covers. No missing or damaged pages, no creases or tears, and no underlining/highlighting of text or writing in the margins. May be very minimal identifying marks on the inside cover. Very minimal wear and tear. See all condition definitionsopens in a new window or tab
Seller Notes
“Unused and unread, cosmetic imperfections such as scuffs, creases or knocks. Stamped 'damaged' by ...
ISBN
9781108482950
Publication Year
2021
Type
Textbook
Format
Hardcover
Language
English
Publication Name
Practical Smoothing: the Joys of P-Splines
Item Height
233mm
Author
Paul H.C. Eilers, Brian D. Marx
Publisher
Cambridge University Press
Item Width
156mm
Subject
Engineering & Technology, Computer Science, Mathematics
Item Weight
450g
Number of Pages
208 Pages

About this product

Product Information

This is a practical guide to P-splines, a simple, flexible and powerful tool for smoothing. P-splines combine regression on B-splines with simple, discrete, roughness penalties. They were introduced by the authors in 1996 and have been used in many diverse applications. The regression basis makes it straightforward to handle non-normal data, like in generalized linear models. The authors demonstrate optimal smoothing, using mixed model technology and Bayesian estimation, in addition to classical tools like cross-validation and AIC, covering theory and applications with code in R. Going far beyond simple smoothing, they also show how to use P-splines for regression on signals, varying-coefficient models, quantile and expectile smoothing, and composite links for grouped data. Penalties are the crucial elements of P-splines; with proper modifications they can handle periodic and circular data as well as shape constraints. Combining penalties with tensor products of B-splines extends these attractive properties to multiple dimensions. An appendix offers a systematic comparison to other smoothers.

Product Identifiers

Publisher
Cambridge University Press
ISBN-13
9781108482950
eBay Product ID (ePID)
25046528086

Product Key Features

Author
Paul H.C. Eilers, Brian D. Marx
Publication Name
Practical Smoothing: the Joys of P-Splines
Format
Hardcover
Language
English
Subject
Engineering & Technology, Computer Science, Mathematics
Publication Year
2021
Type
Textbook
Number of Pages
208 Pages

Dimensions

Item Height
233mm
Item Width
156mm
Item Weight
450g

Additional Product Features

Title_Author
Paul H.C. Eilers, Brian D. Marx
Country/Region of Manufacture
United Kingdom

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