000 | 02165nam a22003017a 4500 | ||
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003 | arcduce | ||
005 | 20211025132642.0 | ||
007 | t| | ||
008 | 121101s2017 flu||||| |||| 00| 0 eng d | ||
020 | _a9781498728331 | ||
040 |
_aarcduce _carcduce |
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082 | 0 |
_222 _a519.282 |
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100 | 1 |
_94129 _aWood, Simon N. |
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245 | 1 | 0 |
_aGeneralized additive models : _ban introduction with R / _cSimon N. Wood. |
250 | _a2nd ed. | ||
260 |
_aBoca Raton, Fl. : _bCRC Press, _c2017 |
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300 | _axx, 476 p. | ||
490 | 0 | _aTexts in statistical science | |
504 | _aBibliografía: p. 455-465. | ||
505 | 0 | _aPreface -- 1. Linear models -- 2. Linear models -- 3. Generalized linear models -- 4. Introducing GAMs -- 5. Smoothers -- 6. GAM theory -- 7. GAMs in practice: mgcv -- A: Maximum likelihood estimation -- B: Some matrix algebra -- C: Solutions to exercises -- Bibliography. | |
520 | 3 | _aThe first edition of this book has established itself as one of the leading references on generalized additive models (GAMs), and the only book on the topic to be introductory in nature with a wealth of practical examples and software implementation. It is self-contained, providing the necessary background in linear models, linear mixed models, and generalized linear models (GLMs), before presenting a balanced treatment of the theory and applications of GAMs and related models. The author bases his approach on a framework of penalized regression splines, and while firmly focused on the practical aspects of GAMs, discussions include fairly full explanations of the theory underlying the methods. Use of R software helps explain the theory and illustrates the practical application of the methodology. Each chapter contains an extensive set of exercises, with solutions in an appendix or in the book’s R data package gamair, to enable use as a course text or for self-study. | |
650 | 4 |
_aMODELO LINEAL _9362 |
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650 | 4 |
_aEJERCICIOS DE ESTADISTICA _9475 |
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856 | 4 | _uhttps://ar1lib.org/book/3553646/73cc0c | |
856 | 4 |
_uhttps://orcid.org/0000-0002-2034-7453 _yInformación sobre el autor |
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942 |
_2ddc _cLIBR _j519.282 W 56619 |
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945 |
_aBEA _c2021-10-25 |
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999 |
_c30168 _d30168 |