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Smoothing spline ANOVA models / Chong Gu.

By: Material type: TextTextSeries: Springer series in statistics ; 297.Publication details: New York, NY : Springer, c2013.Edition: 2nd edDescription: xviii, 433 p. : ill. (partly col.) ; 24 cmISBN:
  • 9781461453680 (alk. paper)
  • 1461453682 (alk. paper)
  • 9781461453697 (ebk.)
Subject(s): DDC classification:
  • 000SA.069 G896
LOC classification:
  • QA279 .G8 2013
Contents:
Introduction -- Model construction -- 3. Regression with Gaussian-type responses -- More splines -- Regression with responses from exponential families -- Regression with correlated responses -- Probability density estimation -- Hazard rate estimation -- Asymptotic convergence -- Penalized pseudo likelihood -- R package gas -- Conceptual critiques.
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Includes bibliographical references (p. 403-415) and indexes.

Introduction -- Model construction -- 3. Regression with Gaussian-type responses -- More splines -- Regression with responses from exponential families -- Regression with correlated responses -- Probability density estimation -- Hazard rate estimation -- Asymptotic convergence -- Penalized pseudo likelihood -- R package gas -- Conceptual critiques.

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