Cover image for Gaussian process regression analysis for functional data
Title:
Gaussian process regression analysis for functional data
Author:
Shi, Jian Qing.
ISBN:
9781439837740
Publication Information:
Boca Raton : Taylor & Francis, 2011.
Physical Description:
xix, 196 p. : ill.
Contents:
1. Introduction -- 2. Bayesian nonlinear regression with Gaussian process priors -- 3. Inference and computation for Gaussian process regression (GPR) model -- 4. Covariance function and model selection -- 5. Functional regression analysis -- 6. Mixture models and curve clustering -- 7. Generalized Gaussian process regression for non-Gaussian functional data -- 8. Some other related models.
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