| Record ID | marc_columbia/Columbia-extract-20221130-016.mrc:121834738:2754 |
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LEADER: 02754cam a2200373 a 4500
001 7815711
005 20221201034829.0
008 090825t20102010flua b 001 0 eng
010 $a 2009038084
020 $a9781420074024 (hardcover : alk. paper)
020 $a1420074024 (hardcover : alk. paper)
029 1 $aCDX$b6568093
029 1 $aDEBBG$bBV035909476
035 $a(OCoLC)ocn178207568
035 $a(OCoLC)178207568
035 $a(NNC)7815711
035 $a7815711
040 $aDLC$cDLC$dC#P$dOKU$dCDX$dNNC$dOrLoB-B
050 00 $aQA278$b.W85 2010
082 00 $a519.5/4$222
100 1 $aWu, Lang,$d1963-$0http://id.loc.gov/authorities/names/n2009063390
245 10 $aMixed effects models for complex data /$cLang Wu.
260 $aBoca Raton :$bChapman & Hall/CRC Press,$c[2010], ©2010.
300 $axx, 419 pages :$billustrations ;$c25 cm.
336 $atext$btxt$2rdacontent
337 $aunmediated$bn$2rdamedia
490 1 $aMonographs on statistics and applied probability ;$v113
504 $aIncludes bibliographical references and index.
505 00 $g1.$tIntroduction -- $g2.$tMixed Effects Models -- $g3.$tMissing Data, Measurement Errors, and Outliers -- $g4.$tMixed Effects Models with Missing Data -- $g5.$tMixed Effects Models with Measurement Errors -- $g6.$tMixed Effects Models with Censoring -- $g7.$tSurvival Mixed Effects (Frailty) Models -- $g8.$tJoint Modeling Longitudinal and Survival Data -- $g9.$tRobust Mixed Effects Models -- $g10.$tGeneralized Estimating Equations (GEEs) -- $g11.$tBayesian Mixed Effects Models -- $g12.$tAppendix: Background Materials.
520 1 $a"The book introduces linear mixed effects (LME) models, generalized linear mixed models (GLMMs), nonlinear mixed effects (NLME) models, and semiparametric and nonparametric mixed effects models. It also includes general approaches for the analysis of complex data with missing values, measurement errors, censoring, and outliers. The subsequent self-contained chapters delve more deeply into missing data problems, covariate measurement errors, and censored responses in mixed effects models. Focusing on incomplete data, the book also covers survival and frailty models, joint models of survival and longitudinal data, robust methods for mixed effects models, marginal generalized estimating equation (GEE) models for longitudinal or clustered data, and Bayesian methods for mixed effects models."--BOOK JACKET.
650 0 $aMultilevel models (Statistics)$0http://id.loc.gov/authorities/subjects/sh2001008306
650 0 $aMathematical statistics$vLongitudinal studies.
830 0 $aMonographs on statistics and applied probability (Series) ;$v113.$0http://id.loc.gov/authorities/names/n42017051
852 00 $bmat$hQA278$i.W85 2010