Linear mixed-effects models using R a step-by-step approach / Andrzej Gałecki, Tomasz Burzykowski.

Author/creator Gałecki, Andrzej T.
Other author Burzykowski, Tomasz.
Format Electronic
Publication InfoNew York, NY : Springer,
Description542 p. : ill. ; 24 cm.
Supplemental ContentFull text available from Springer Nature - Springer Mathematics and Statistics eBooks 2013 English International
Supplemental ContentFull text available from Springer Books
Subjects

SeriesSpringer texts in statistics, 1431-875X
Springer texts in statistics. ^A228212
Contents Introduction -- Introduction -- Case Studies -- Data Exploration -- Linear Models for Independent Observations -- Linear Models with Homogeneous Variance -- Fitting Linear Models with Homogeneous Variance: The lm() and gls() Functions -- ARMD Trial: Linear Model with Homogeneous Variance -- Linear Models with Heterogeneous Variance -- Fitting Linear Models with Heterogeneous Variance: The gls() Function -- ARMD Trial: Linear Model with Heterogeneous Variance -- Linear Fixed-effects Models for Correlated Data -- Linear Model with Fixed Effects and Correlated Errors -- Fitting Linear Models with Fixed Effects and Correlated Errors: The gls() Function -- ARMD Trial: Modeling Correlated Errors for Visual Acuity -- Linear Mixed-effects Models -- Linear Mixed-Effects Model -- Fitting Linear Mixed-Effects Models: The lme()Function -- Fitting Linear Mixed-Effects Models: The lmer() Function -- ARMD Trial: Modeling Visual Acuity -- PRT Trial: Modeling Muscle Fiber Specific-Force -- SII Project: Modeling Gains in Mathematics Achievement-Scores -- FCAT Study: Modeling Attainment-Target Scores -- Extensions of the RTools for Linear Mixed-Effects Models.
Bibliography noteIncludes bibliographical references and indexes.
Access restrictionAvailable only to authorized users.
Technical detailsMode of access: World Wide Web
Genre/formElectronic books.
LCCN 2012941857
ISBN9781461438991 (alk. paper)
ISBN1461438993 (alk. paper)
ISBN9781461439004 (ebk.)