Gaussian process regression analysis for functional data
Shi, Jian Qing.
Gaussian process regression analysis for functional data [electronic resource] / Jian Qing Shi, Taeryon Choi. - Boca Raton : Taylor & Francis, 2011. - xix, 196 p. : ill.
"A Chapman & Hall book."
Includes bibliographical references (p. 175-191) and index.
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.
Mode of access: World Wide Web.
9781439837740 (ebook : PDF)
Regression analysis.
Functional analysis.
Gaussian processes.
Electronic books.
Gaussian process regression analysis for functional data [electronic resource] / Jian Qing Shi, Taeryon Choi. - Boca Raton : Taylor & Francis, 2011. - xix, 196 p. : ill.
"A Chapman & Hall book."
Includes bibliographical references (p. 175-191) and index.
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.
Mode of access: World Wide Web.
9781439837740 (ebook : PDF)
Regression analysis.
Functional analysis.
Gaussian processes.
Electronic books.