V-Splines and Bayes Estimate

Smoothing splines can be thought of as the posterior mean of a Gaussian process regression in a certain limit. By constructing a reproducing kernel Hilbert space with an appropriate inner product, the Bayesian form of the V-spline is derived when the penalty term is a fixed constant instead of a...

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Bibliographic Details
Main Authors: Cao, Zhanglong, Bryant, David, Parry, Matthew
Format: Journal Article
Published: 2018
Subjects:
Online Access:http://hdl.handle.net/20.500.11937/78085