Gaussian process regression analysis for functional data / Jian Qing Shi, Taeryon Choi.
Material type:
TextPublication details: Boca Raton : Taylor & Francis, 2011.Description: xix, 196 p. : ill. ; [ca. 23-29] cmISBN: - 9781439837733
- QA278.2 .S498 2011
- Also available as an electronic resource.
| Item type | Current library | Call number | Status | Date due | Barcode | Item holds | |
|---|---|---|---|---|---|---|---|
| Books | ISI Library, Kolkata NBHM Collection | 519.23 Sh555 (Browse shelf(Opens below)) | Available | 133155 |
Browsing ISI Library, Kolkata shelves, Shelving location: NBHM Collection Close shelf browser (Hides shelf browser)
| 519.23 Se471 Seminar on stochastic analysis, random fields and applications | 519.23 Se471 Seminar on stochastic analysis, random fields and applications VI | 519.23 Se483 Basics of applied stochastic processes | 519.23 Sh555 Gaussian process regression analysis for functional data / | 519.23 Si583 Stochastic analysis and related topics VII | 519.23 Sz998 Introduction to random chaos | 519.23 V262 Random fields |
"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.
Also available as an electronic resource.
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