Model Construction

  • Chong Gu
Part of the Springer Series in Statistics book series (SSS)

Abstract

The two basic components of a statistical model, the deterministic part and the stochastic part, are well separated in the penalized likelihood score L(f) + (λ/2)J(f) of (1.3). The deterministic part is specified via J(f), which defines the notion of smoothness for functions on the domain X. The stochastic part is characterized by L(f),which reflects the sampling structure of the data.

Keywords

Hilbert Space Tensor Product Model Construction Reproduce Kernel Hilbert Space Smoothing Spline 
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.

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Copyright information

© Springer Science+Business Media New York 2002

Authors and Affiliations

  • Chong Gu
    • 1
  1. 1.Department of StatisticsPurdue UniversityWest LafayetteUSA

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