Chatterjee, Samprit, 1938-
Handbook of regression analysis / Samprit Chatterjee, Jeffrey S. Simonoff. - 1 online resource. - Wiley handbooks in applied statistics . - Wiley handbooks in applied statistics. .
"Written by two established experts in the field, the purpose of this handbook is to provide a practical, one-stop reference on regression analysis. The focus is on the tools that both practitioners and researchers use in real life. It is intended to be a comprehensive collection of the theory, methods, and applications of the subject matter, but it is deliberately written at an accessible level. The handbook will provide a quick and convenient reference or "refresher" on ideas and methods that are useful for the accurate analysis of data and its resulting interpretations. Students can use the book as an introduction to and/or summary of key concepts in regression and related course work (such as linear, nonlinear, and nonparametric regressions). Plentiful references are supplied for the more motivated readers. Theory is presented when necessary, and always supplemented by hands-on examples. Software routines are available via an author-maintained web site"--Provided by publisher.
Includes bibliographical references and index.
Part I. The multiple linear regression model -- 1. Multiple linear regression -- 2. Model building -- Part II. Addressing violations of assumptions -- 3. Diagnostics for unusual observations -- 4. Transformations and linearizable models -- 5. Time series data and autocorrelation -- Part III. Categorical predictors -- 6. Analysis of variance -- 7. Analysis of covariance -- Part IV. Other regression models -- 8. Logistic regression -- 9. Multinomial regression -- 10. Count regression -- 11. Nonlinear regression.
"Written by two established experts in the field, the purpose of this handbook is to provide a practical, one-stop reference on regression analysis. The focus is on the tools that both practitioners and researchers use in real life. It is intended to be a comprehensive collection of the theory, methods, and applications of the subject matter, but it is deliberately written at an accessible level. The handbook will provide a quick and convenient reference or "refresher" on ideas and methods that are useful for the accurate analysis of data and its resulting interpretations. Students can use the book as an introduction to and/or summary of key concepts in regression and related course work (such as linear, nonlinear, and nonparametric regressions). Plentiful references are supplied for the more motivated readers. Theory is presented when necessary, and always supplemented by hands-on examples. Software routines are available via an author-maintained web site."--Provided by publisher.
9781118532836 111853283X 9781118532812 1118532813 9781118532829 1118532821 9781118532843 1118532848
2012046309
Regression analysis--Handbooks, manuals, etc.
MATHEMATICS--Probability & Statistics--Regression Analysis.
Regression analysis.
Regressionsanalys.
Electronic books.
Handbooks and manuals.
Electronic books.
QA278.2
519.5/36
Handbook of regression analysis / Samprit Chatterjee, Jeffrey S. Simonoff. - 1 online resource. - Wiley handbooks in applied statistics . - Wiley handbooks in applied statistics. .
"Written by two established experts in the field, the purpose of this handbook is to provide a practical, one-stop reference on regression analysis. The focus is on the tools that both practitioners and researchers use in real life. It is intended to be a comprehensive collection of the theory, methods, and applications of the subject matter, but it is deliberately written at an accessible level. The handbook will provide a quick and convenient reference or "refresher" on ideas and methods that are useful for the accurate analysis of data and its resulting interpretations. Students can use the book as an introduction to and/or summary of key concepts in regression and related course work (such as linear, nonlinear, and nonparametric regressions). Plentiful references are supplied for the more motivated readers. Theory is presented when necessary, and always supplemented by hands-on examples. Software routines are available via an author-maintained web site"--Provided by publisher.
Includes bibliographical references and index.
Part I. The multiple linear regression model -- 1. Multiple linear regression -- 2. Model building -- Part II. Addressing violations of assumptions -- 3. Diagnostics for unusual observations -- 4. Transformations and linearizable models -- 5. Time series data and autocorrelation -- Part III. Categorical predictors -- 6. Analysis of variance -- 7. Analysis of covariance -- Part IV. Other regression models -- 8. Logistic regression -- 9. Multinomial regression -- 10. Count regression -- 11. Nonlinear regression.
"Written by two established experts in the field, the purpose of this handbook is to provide a practical, one-stop reference on regression analysis. The focus is on the tools that both practitioners and researchers use in real life. It is intended to be a comprehensive collection of the theory, methods, and applications of the subject matter, but it is deliberately written at an accessible level. The handbook will provide a quick and convenient reference or "refresher" on ideas and methods that are useful for the accurate analysis of data and its resulting interpretations. Students can use the book as an introduction to and/or summary of key concepts in regression and related course work (such as linear, nonlinear, and nonparametric regressions). Plentiful references are supplied for the more motivated readers. Theory is presented when necessary, and always supplemented by hands-on examples. Software routines are available via an author-maintained web site."--Provided by publisher.
9781118532836 111853283X 9781118532812 1118532813 9781118532829 1118532821 9781118532843 1118532848
2012046309
Regression analysis--Handbooks, manuals, etc.
MATHEMATICS--Probability & Statistics--Regression Analysis.
Regression analysis.
Regressionsanalys.
Electronic books.
Handbooks and manuals.
Electronic books.
QA278.2
519.5/36