Linear Mixed-Effects Models Using R

A Step-by-Step Approach

Authors:

ISBN: 978-1-4614-3899-1 (Print) 978-1-4614-3900-4 (Online)

Table of contents (20 chapters)

  1. Front Matter

    Pages i-xxxii

  2. Introduction

    1. Front Matter

      Pages 1-1

    2. No Access

      Book Chapter

      Pages 3-9

      Introduction

    3. No Access

      Book Chapter

      Pages 11-37

      Case Studies

    4. No Access

      Book Chapter

      Pages 39-65

      Data Exploration

  3. Linear Models for Independent Observations

    1. Front Matter

      Pages 67-67

    2. No Access

      Book Chapter

      Pages 69-88

      Linear Models with Homogeneous Variance

    3. No Access

      Book Chapter

      Pages 89-111

      Fitting Linear Models with Homogeneous Variance: The lm() and gls() Functions

    4. No Access

      Book Chapter

      Pages 113-121

      ARMD Trial: Linear Model with Homogeneous Variance

    5. No Access

      Book Chapter

      Pages 123-147

      Linear Models with Heterogeneous Variance

    6. No Access

      Book Chapter

      Pages 149-158

      Fitting Linear Models with Heterogeneous Variance: The gls() Function

    7. No Access

      Book Chapter

      Pages 159-173

      ARMD Trial: Linear Model with Heterogeneous Variance

  4. Linear Fixed-effects Models for Correlated Data

    1. Front Matter

      Pages 175-175

    2. No Access

      Book Chapter

      Pages 177-196

      Linear Model with Fixed Effects and Correlated Errors

    3. No Access

      Book Chapter

      Pages 197-212

      Fitting Linear Models with Fixed Effects and Correlated Errors: The gls() Function

    4. No Access

      Book Chapter

      Pages 213-241

      ARMD Trial: Modeling Correlated Errors for Visual Acuity

  5. Linear Mixed-effects Models

    1. Front Matter

      Pages 243-243

    2. No Access

      Book Chapter

      Pages 245-273

      Linear Mixed-Effects Model

    3. No Access

      Book Chapter

      Pages 275-301

      Fitting Linear Mixed-Effects Models: The lme()Function

    4. No Access

      Book Chapter

      Pages 303-326

      Fitting Linear Mixed-Effects Models: The lmer() Function

    5. No Access

      Book Chapter

      Pages 327-384

      ARMD Trial: Modeling Visual Acuity

    6. No Access

      Book Chapter

      Pages 385-430

      PRT Trial: Modeling Muscle Fiber Specific-Force

    7. No Access

      Book Chapter

      Pages 431-463

      SII Project: Modeling Gains in Mathematics Achievement-Scores

    8. No Access

      Book Chapter

      Pages 465-489

      FCAT Study: Modeling Attainment-Target Scores

    9. No Access

      Book Chapter

      Pages 491-523

      Extensions of theRTools for Linear Mixed-Effects Models

  6. Back Matter

    Pages 525-542