The Resource Applied Regression Analysis : A Research Tool, by John O. Rawlings, Sastry G. Pantula, David A. Dickey, (electronic resource)

Applied Regression Analysis : A Research Tool, by John O. Rawlings, Sastry G. Pantula, David A. Dickey, (electronic resource)

Label
Applied Regression Analysis : A Research Tool
Title
Applied Regression Analysis
Title remainder
A Research Tool
Statement of responsibility
by John O. Rawlings, Sastry G. Pantula, David A. Dickey
Creator
Contributor
Author
Author
Subject
Language
  • eng
  • eng
Summary
Least squares estimation, when used appropriately, is a powerful research tool. A deeper understanding of the regression concepts is essential for achieving optimal benefits from a least squares analysis. This book builds on the fundamentals of statistical methods and provides appropriate concepts that will allow a scientist to use least squares as an effective research tool. Applied Regression Analysis is aimed at the scientist who wishes to gain a working knowledge of regression analysis. The basic purpose of this book is to develop an understanding of least squares and related statistical methods without becoming excessively mathematical. It is the outgrowth of more than 30 years of consulting experience with scientists and many years of teaching an applied regression course to graduate students. Applied Regression Analysis serves as an excellent text for a service course on regression for non-statisticians and as a reference for researchers. It also provides a bridge between a two-semester introduction to statistical methods and a thoeretical linear models course. Applied Regression Analysis emphasizes the concepts and the analysis of data sets. It provides a review of the key concepts in simple linear regression, matrix operations, and multiple regression. Methods and criteria for selecting regression variables and geometric interpretations are discussed. Polynomial, trigonometric, analysis of variance, nonlinear, time series, logistic, random effects, and mixed effects models are also discussed. Detailed case studies and exercises based on real data sets are used to reinforce the concepts. The data sets used in the book are available on the Internet
Member of
http://library.link/vocab/creatorName
Rawlings, John O
Dewey number
519.5/36
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsaut
  • hQGAsx5Um6s
  • tSl5Fx17o-M
  • -0My20bHA8s
Language note
English
LC call number
  • QA273.A1-274.9
  • QA274-274.9
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
  • Pantula, Sastry G.
  • Dickey, David A.
Series statement
Springer Texts in Statistics,
http://library.link/vocab/subjectName
  • Distribution (Probability theory
  • Mathematics
  • Mathematical statistics
  • Probability Theory and Stochastic Processes
  • Applications of Mathematics
  • Statistical Theory and Methods
Label
Applied Regression Analysis : A Research Tool, by John O. Rawlings, Sastry G. Pantula, David A. Dickey, (electronic resource)
Instantiates
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references (p. [635]-646) and indexes
Carrier category
online resource
Carrier category code
  • cr
Content category
text
Content type code
  • txt
Contents
Review of Simple Regression -- to Matrices -- Multiple Regression in Matrix Notation -- Analysis of Variance and Quadratic Forms -- Case Study: Five Independent Variables -- Geometry of Least Squares -- Model Development: Variable Selection -- Polynomial Regression -- Class Variables in Regression -- Problem Areas in Least Squares -- Regression Diagnostics -- Transformation of Variables -- Collinearity -- Case Study: Collinearity Problems -- Models Nonlinear in the Parameters -- Case Study: Response Curve Modeling -- Analysis of Unbalanced Data -- Mixed Effects Models -- Case Study: Analysis of Unbalanced Data
Dimensions
unknown
Edition
Second Edition.
Extent
1 online resource (677 p.)
Form of item
online
Isbn
9781280010309
Media category
computer
Media type code
  • c
Other control number
10.1007/b98890
Specific material designation
remote
System control number
  • (CKB)111087027063524
  • (EBL)3035234
  • (SSID)ssj0000104801
  • (PQKBManifestationID)11130423
  • (PQKBTitleCode)TC0000104801
  • (PQKBWorkID)10085387
  • (PQKB)11240195
  • (DE-He213)978-0-387-22753-5
  • (MiAaPQ)EBC3035234
  • (EXLCZ)99111087027063524
Label
Applied Regression Analysis : A Research Tool, by John O. Rawlings, Sastry G. Pantula, David A. Dickey, (electronic resource)
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references (p. [635]-646) and indexes
Carrier category
online resource
Carrier category code
  • cr
Content category
text
Content type code
  • txt
Contents
Review of Simple Regression -- to Matrices -- Multiple Regression in Matrix Notation -- Analysis of Variance and Quadratic Forms -- Case Study: Five Independent Variables -- Geometry of Least Squares -- Model Development: Variable Selection -- Polynomial Regression -- Class Variables in Regression -- Problem Areas in Least Squares -- Regression Diagnostics -- Transformation of Variables -- Collinearity -- Case Study: Collinearity Problems -- Models Nonlinear in the Parameters -- Case Study: Response Curve Modeling -- Analysis of Unbalanced Data -- Mixed Effects Models -- Case Study: Analysis of Unbalanced Data
Dimensions
unknown
Edition
Second Edition.
Extent
1 online resource (677 p.)
Form of item
online
Isbn
9781280010309
Media category
computer
Media type code
  • c
Other control number
10.1007/b98890
Specific material designation
remote
System control number
  • (CKB)111087027063524
  • (EBL)3035234
  • (SSID)ssj0000104801
  • (PQKBManifestationID)11130423
  • (PQKBTitleCode)TC0000104801
  • (PQKBWorkID)10085387
  • (PQKB)11240195
  • (DE-He213)978-0-387-22753-5
  • (MiAaPQ)EBC3035234
  • (EXLCZ)99111087027063524

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