Gaussian process regression analysis for functional data. (©2011)

• Record Type: Book
• Further Information: Note: Jian Qing Shi, Taeryon Choi.
• Other Names: Shi, Jian Qing; Choi, Taeryon
• Contents: Introduction; Functional Regression Models; Gaussian Process Regression; Some Data Sets and Associated Statistical Problems Bayesian Nonlinear Regression with Gaussian Process Priors ; Gaussian Process Prior and Posterior; Posterior Consistency; Asymptotic Properties of the Gaussian Process Regression Models Inference and Computation for Gaussian Process Regression Model; Empirical Bayes Estimates; Bayesian Inference and MCMC; Numerical Computation Covariance Function and Model Selection ; Examples of Covariance Functions; Selection of Covariance Functions; Variable Selection Functional Regression Analysis; Linear Functional Regression Model; Gaussian Process Functional Regression Model; GPFR Model with a Linear Functional Mean Model; Mixed-Effects GPFR Models; GPFR ANOVA Model Mixture Models and Curve Clustering ; Mixture GPR Models; Mixtures of GPFR Models; Curve Clustering Generalized Gaussian Process Regression for Non-Gaussian Functional Data; Gaussian Process Binary Regression Model; Generalized Gaussian Process Regression; Generalized GPFR Model for Batch Data; Mixture Models for Multinomial Batch Data Some Other Related Models ; Multivariate Gaussian Process Regression Model; Gaussian Process Latent Variable Models; Optimal Dynamic Control Using GPR Model; RKHS and Gaussian Process Regression Appendices Bibliography Index Further Reading and Notes appear at the end of each chapter.
• Publisher Details: Boca Raton, FL : CRC Press
• Publication Date: 2011
• Copyright Date: 2011
• Extent: 1 online resource (xix, 196 pages), illustrations
• Subjects: 519.2/3; Regression analysis; Functional analysis; Gaussian processes; MATHEMATICS -- Probability & Statistics -- Stochastic Processes; Functional analysis; Gaussian processes; Regression analysis; Electronic books
• Languages: English
• ISBNs: 9781439837740; 1439837740
• Related ISBNs: 9781439837733; 1439837732
• Notes: Note: Includes bibliographical references and index.; Note: Print version record.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.