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The Resource Regression analysis and linear models : concepts, applications, and implementation, Richard B. Darlington, Andrew F. Hayes

Regression analysis and linear models : concepts, applications, and implementation, Richard B. Darlington, Andrew F. Hayes

Label
Regression analysis and linear models : concepts, applications, and implementation
Title
Regression analysis and linear models
Title remainder
concepts, applications, and implementation
Statement of responsibility
Richard B. Darlington, Andrew F. Hayes
Creator
Contributor
Author
Subject
Language
eng
Summary
Emphasizing conceptual understanding over mathematics, this user-friendly text introduces linear regression analysis to students and researchers across the social, behavioral, consumer, and health sciences. Coverage includes model construction and estimation, quantification and measurement of multivariate and partial associations, statistical control, group comparisons, moderation analysis, mediation and path analysis, and regression diagnostics, among other important topics. Engaging worked-through examples demonstrate each technique, accompanied by helpful advice and cautions. The use of SPSS, SAS, and STATA is emphasized, with an appendix on regression analysis using R. The author's website (www.afhayes.com) provides datasets for the book's examples as well as the RLM macro for SPSS and SAS. Pedagogical Features: *Chapters include SPSS, SAS, or STATA code pertinent to the analyses described, with each distinctively formatted for easy identification. *An appendix documents the RLM macro, which facilitates computations for estimating and probing interactions, dominance analysis, heteroscedasticity-consistent standard errors, and linear spline regression, among other analyses. *Students are guided to practice what they learn in each chapter using datasets provided online. *Addresses topics not usually covered, such as ways to measure a variable's importance, coding systems for representing categorical variables, causation, and myths about testing interaction. --
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Cataloging source
DLC
http://library.link/vocab/creatorName
Darlington, Richard B
Illustrations
illustrations
Index
index present
Literary form
non fiction
Nature of contents
bibliography
http://library.link/vocab/relatedWorkOrContributorName
Hayes, Andrew F.
Series statement
Methodology in the social sciences
http://library.link/vocab/subjectName
  • Regression analysis
  • Linear models (Statistics)
  • Psychology
  • Social sciences
Label
Regression analysis and linear models : concepts, applications, and implementation, Richard B. Darlington, Andrew F. Hayes
Instantiates
Publication
Bibliography note
Includes bibliographical references (page 627-636) and index
Carrier category
volume
Carrier category code
  • nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Control code
ocn957581420
Dimensions
26 cm.
Extent
xxvi, 661 pages
Isbn
9781462521135
Media category
unmediated
Media MARC source
rdamedia
Media type code
  • n
Other physical details
illustrations
System control number
(OCoLC)957581420
Label
Regression analysis and linear models : concepts, applications, and implementation, Richard B. Darlington, Andrew F. Hayes
Publication
Bibliography note
Includes bibliographical references (page 627-636) and index
Carrier category
volume
Carrier category code
  • nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Control code
ocn957581420
Dimensions
26 cm.
Extent
xxvi, 661 pages
Isbn
9781462521135
Media category
unmediated
Media MARC source
rdamedia
Media type code
  • n
Other physical details
illustrations
System control number
(OCoLC)957581420

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