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003 | OCoLC | ||
005 | 20220701010916.0 | ||
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007 | cr ||||||||||| | ||
008 | 130401s2013 nju ob 001 0 eng | ||
010 | _a 2013013415 | ||
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020 | _a9781118651537 | ||
020 | _a1118651537 | ||
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049 | _aMAIN | ||
100 | 1 |
_aDemidenko, Eugene, _d1948- |
|
245 | 1 | 0 |
_aMixed models : _btheory and applications with R / _cEugene Demidenko. |
250 | _aSecond [edition]. | ||
264 | 1 |
_aHoboken : _bWiley, _c2013. |
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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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490 | 1 |
_aWiley series in probability and statistics ; _v893 |
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520 |
_a"Mixed modeling is one of the most promising and exciting areas of statistical analysis, enabling the analysis of nontraditional, clustered data that may come in the form of shapes or images. This book provides in-depth mathematical coverage of mixed models' statistical properties and numerical algorithms, as well as applications such as the analysis of tumor regrowth, shape, and image. The new edition includes significant updating, over 300 exercises, stimulating chapter projects and model simulations, inclusion of R subroutines, and a revised text format. The target audience continues to be graduate students and researchers. An author-maintained web site is available with solutions to exercises and a compendium of relevant data sets"-- _cProvided by publisher. |
||
504 | _aIncludes bibliographical references and index. | ||
588 | 0 | _aPrint version record and CIP data provided by publisher. | |
505 | 0 | _aPreface -- Preface to the Second Edition -- R software and functions -- Data Sets -- Open Problems in Mixed Models -- 1. Introduction: Why Mixed Models? -- 2. MLE for the LME Model -- 3. Statistical Properties of the LME Model -- 4. Growth Curve Model and Generalizations -- 5. Meta-analysis Model -- 6. Nonlinear Marginal Model -- 7. Generalized Linear Mixed Models -- 8. Nonlinear Mixed Effects Model -- 9. Diagnostics and Influence Analysis -- 10. Tumor Regrowth Curves -- 11. Statistical Analysis of Shape -- 12. Statistical Image Analysis -- 13. Appendix: Useful Facts and Formulas. | |
650 | 0 | _aAnalysis of variance. | |
650 | 4 | _aAnalysis of variance. | |
650 | 4 | _aMathematics. | |
650 | 4 | _aStatistical analysis. | |
650 | 7 |
_aMATHEMATICS _xProbability & Statistics _xGeneral. _2bisacsh |
|
650 | 7 |
_aAnalysis of variance. _2fast _0(OCoLC)fst00808330 |
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655 | 4 | _aElectronic books. | |
655 | 7 |
_aElectronic books. _2local |
|
776 | 0 | 8 |
_iPrint version: _aDemidenko, Eugene, 1948- _tMixed models. _bSecond [edition]. _dHoboken : Wiley, 2013 _z9781118091579 _w(DLC) 2013001306 |
830 | 0 |
_aWiley series in probability and statistics ; _v893. |
|
856 | 4 | 0 |
_uhttp://dx.doi.org/10.1002/9781118651537 _zWiley Online Library |
994 |
_a92 _bDG1 |
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999 |
_c20377 _d20336 |