000 | 02299nam a22003738i 4500 | ||
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001 | CR9781316459515 | ||
003 | UkCbUP | ||
005 | 20240830155734.0 | ||
006 | m|||||o||d|||||||| | ||
007 | cr|||||||||||| | ||
008 | 150511s2017||||enk o ||1 0|eng|d | ||
020 | _a9781316459515 (ebook) | ||
020 | _z9781107133082 (hardback) | ||
040 |
_aUkCbUP _beng _erda _cUkCbUP |
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050 | 0 | 0 |
_aQB149 _b.H55 2017 |
082 | 0 | 0 |
_a520.1/519542 _223 |
100 | 1 |
_aHilbe, Joseph M., _d1944- _eauthor. |
|
245 | 1 | 0 |
_aBayesian models for astrophysical data : _busing R, JAGS, Python, and Stan / _cJoseph M. Hilbe, Rafael S. de Souza, Emille E.O. Ishida. |
264 | 1 |
_aCambridge : _bCambridge University Press, _c2017. |
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300 |
_a1 online resource (xvii, 393 pages) : _bdigital, PDF file(s). |
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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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500 | _aTitle from publisher's bibliographic system (viewed on 25 May 2017). | ||
520 | _aThis comprehensive guide to Bayesian methods in astronomy enables hands-on work by supplying complete R, JAGS, Python, and Stan code, to use directly or to adapt. It begins by examining the normal model from both frequentist and Bayesian perspectives and then progresses to a full range of Bayesian generalized linear and mixed or hierarchical models, as well as additional types of models such as ABC and INLA. The book provides code that is largely unavailable elsewhere and includes details on interpreting and evaluating Bayesian models. Initial discussions offer models in synthetic form so that readers can easily adapt them to their own data; later the models are applied to real astronomical data. The consistent focus is on hands-on modeling, analysis of data, and interpretations that address scientific questions. A must-have for astronomers, its concrete approach will also be attractive to researchers in the sciences more generally. | ||
650 | 0 | _aStatistical astronomy. | |
650 | 0 |
_aStatistical astronomy _xData processing. |
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650 | 0 |
_aAstronomy _xData processing. |
|
700 | 1 |
_aDe Souza, Rafael S., _eauthor. |
|
700 | 1 |
_aIshida, Emille E. O., _eauthor. |
|
776 | 0 | 8 |
_iPrint version: _z9781107133082 |
856 | 4 | 0 | _uhttps://doi.org/10.1017/CBO9781316459515 |
942 |
_2ddc _cEB |
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999 |
_c9749 _d9749 |