Multilevel modeling / Douglas A. Luke.

Format:

Book

Author/Creator:

Luke, Douglas A., author.

Series:

Quantitative applications in the social sciences ; no. 143.

Quantitative applications in the social sciences ; 143

Language:

English

Subjects (All):

Multivariate analysis.

Multilevel models (Statistics).

Physical Description:

xvi, 107 pages : illustrations, map ; 22 cm.

Edition:

Second edition.

Place of Publication:

Thousand Oaks, California : SAGE Publications, Inc., [2020]

Summary:

"Since the 1st edition of this monograph was published in 2004, there have been numerous developments in the statistical and computational methods used in multilevel and longitudinal modeling. Mixed-effects modeling has been solidified as a primary means for accurately and efficiently estimating a wide-variety of multilevel and longitudinal models. More complex models that include cross-level interactions, cross-classified random effects, alternative covariances structures, and the like appear much more frequently in the health and social sciences research literature. Sophisticated mixedeffects modeling procedures are now incorporated in most comprehensive statistical software packages (including R, Stata, and SAS), and thus there is less need for specialized multilevel software"-- Provided by publisher.

Contents:

The need for multilevel modeling

Planning a multilevel model

Building a multilevel model

Assessing a multilevel model

Extending the basic model

Longitudinal models

Guidance.

Notes:

Includes bibliographical references (pages 100-104) and index.

ISBN:

9781544310305

1544310307

OCLC:

1131865419