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_aPuza, Borek. _4aut _950725 |
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245 | 1 | 0 | _aBayesian Methods for Statistical Analysis. |
264 | 1 |
_bANU Press _c2015. |
|
300 | _a1 online resource | ||
336 |
_atext _btxt _2rdacontent |
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337 |
_acomputer _bc _2rdamedia |
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338 |
_aonline resource _bcr _2rdacarrier |
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347 | _adata file | ||
520 | _aBayesian methods for statistical analysis¡is a book on statistical methods for analysing a wide variety of data. The book consists of 12 chapters, starting with basic concepts and covering numerous topics, including Bayesian estimation, decision theory, prediction, hypothesis testing, hierarchical models, Markov chain Monte Carlo methods, finite population inference, biased sampling and nonignorable nonresponse. The book contains many exercises, all with worked solutions, including complete computer code. It is suitable for self-study or a semester-long course, with three hours of lectures and one tutorial per week for 13 weeks. | ||
546 | _aEnglish. | ||
504 | _aIncludes bibliographical references. | ||
505 | 0 | _a1. Bayesian basics part 1 -- 2. Bayesian basics part 2 -- 3. Bayesian basics part 3 -- 4. Computational tools -- 5. Monte Carlo basics -- 6. MCMC methods part 1 -- 7. MCMC methods part 2 -- 8. Inference via WinBUGS -- 9. Bayesian finite population theory -- 10. Normal finite population models -- 11. Transformations and other topics -- 12. Biased sampling and nonresponse -- Appendix A: Additional exercises -- Appendix B: Distributions and notation -- Appendix C: Abbreviations and acronyms. | |
590 | _aAdded to collection customer.56279.3 | ||
650 | 0 | _aBayesian statistical decision theory. | |
650 | 7 |
_aMathematics. _2bicssc |
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650 | 7 |
_aProbability & statistics. _2bicssc _91195 |
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650 | 7 |
_aBayesian inference. _2bicssc _950726 |
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_aMathematics / Probability & Statistics / Bayesian Analysis. _2bisacsh _950727 |
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_aMathematics / Probability & Statistics. _2bisacsh _950728 |
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650 | 7 |
_aBayesian statistical decision theory. _2fast _0(OCoLC)fst00829019 |
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653 | _astatistics. | ||
653 | _amathematics. | ||
653 | _abayesian inference. | ||
653 | _aprobability. | ||
655 | 4 | _aElectronic books. | |
776 | 0 | 8 |
_iPrint version: _aPuza, Borek. _tBayesian methods for statistical analysis. _dAustralia : Australian National University, ©2015 _hxvii, 679 pages _z9781921934254 |
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