Au Siu Chun Brian. / Thesis (M.Phil.)--Chinese University of Hong Kong, 2006. / Includes bibliographical references (leaves 54-57). / Abstracts in English and Chinese. / Chapter 1 --- Introduction --- p.1 / Chapter 2 --- Related sampling methods --- p.4 / Chapter 2.1 --- Introduction --- p.4 / Chapter 2.2 --- Gibbs sampler --- p.4 / Chapter 2.3 --- Importance sampling --- p.5 / Chapter 2.4 --- Sampling-importance resampling (SIR) --- p.7 / Chapter 2.5 --- Inverse Bayes formulae sampling (IBF sampling) --- p.10 / Chapter 3 --- Resampling weights in the SIR algorithm --- p.13 / Chapter 3.1 --- Resampling weights --- p.13 / Chapter 3.2 --- Problem in IBF sampling --- p.18 / Chapter 3.3 --- Adaptive finite mixture of distributions --- p.18 / Chapter 3.4 --- Allowing general distribution of 9 --- p.21 / Chapter 3.5 --- Examples and graphical comparison --- p.24 / Chapter 4 --- Resampling weight in Gibbs sampling --- p.32 / Chapter 4.1 --- Introduction --- p.32 / Chapter 4.2 --- Use Gibbs sampler to obtain ISF --- p.33 / Chapter 4.3 --- How many iterations? --- p.36 / Chapter 4.4 --- Applications --- p.41 / Chapter 4.4.1 --- The genetic linkage model --- p.41 / Chapter 4.4.2 --- Example --- p.43 / Chapter 4.4.3 --- The probit binary regression model --- p.44 / Chapter 5 --- Conclusion and discussion --- p.49 / Appendix A: Exact bias of the SIR --- p.52 / References --- p.54
| Identifer | oai:union.ndltd.org:cuhk.edu.hk/oai:cuhk-dr:cuhk_325502 |
| Date | January 2006 |
| Contributors | Au, Siu Chun Brian., Chinese University of Hong Kong Graduate School. Division of Statistics. |
| Source Sets | The Chinese University of Hong Kong |
| Language | English, Chinese |
| Detected Language | English |
| Type | Text, bibliography |
| Format | print, ix, 57 leaves : ill. ; 30 cm. |
| Rights | Use of this resource is governed by the terms and conditions of the Creative Commons “Attribution-NonCommercial-NoDerivatives 4.0 International” License (http://creativecommons.org/licenses/by-nc-nd/4.0/) |
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