Applied regression and modeling a computer integrated approach
(eBook)
Author
Published
New York, New York (222 East 46th Street, New York, NY 10017) : Business Expert Press, 2016.
Edition
First edition.
Physical Desc
1 online resource (xi, 195 pages)
Status
More Details
Format
eBook
Language
English
ISBN
9781631573309
Notes
Bibliography
Includes bibliographical references (page [191]) and index.
Restrictions on Access
Access restricted to authorized users and institutions.
Description
This book creates a balance between the theory, practical applications, and computer implementation behind Regression--one of the most widely used techniques in analyzing and solving real world problems. The book begins with a thorough explanation of prerequisite knowledge with a discussion of Simple Regression Analysis including the computer applications. This is followed by Multiple Regression--a widely used tool to predict a response variable using two or more predictors. Since the analyses of regression models involve tedious and complex computations, complete computer analysis including the interpretation of multiple regression problems along with the model adequacy tests and residual analysis using widely used computer software are presented. The use of computers relieves the analyst of tedious, repetitive calculations, and allows one to focus on creating and interpreting successful models. Finally, the book extends the concepts to Regression and Modeling. Different models that provide a good fit to a set of data and provide a good prediction of the response variable are discussed. Among models discussed are the nonlinear, higher order, and interaction models, including models with qualitative variables. Computer analysis and interpretation of computer results are presented with real world applications. We also discuss all subset regression and stepwise regression with applications. Several flow charts are presented to illustrate the concepts. The statistical concepts for regression, computer instructions for the software-- Excel and MINITAB--used in the book and all of the data files used can be downloaded from the website link provided.
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Citations
APA Citation, 7th Edition (style guide)
Sahay, A. (2016). Applied regression and modeling: a computer integrated approach (First edition.). Business Expert Press.
Chicago / Turabian - Author Date Citation, 17th Edition (style guide)Sahay, Amar.. 2016. Applied Regression and Modeling: A Computer Integrated Approach. Business Expert Press.
Chicago / Turabian - Humanities (Notes and Bibliography) Citation, 17th Edition (style guide)Sahay, Amar.. Applied Regression and Modeling: A Computer Integrated Approach Business Expert Press, 2016.
MLA Citation, 9th Edition (style guide)Sahay, Amar.. Applied Regression and Modeling: A Computer Integrated Approach First edition., Business Expert Press, 2016.
Note! Citations contain only title, author, edition, publisher, and year published. Citations should be used as a guideline and should be double checked for accuracy. Citation formats are based on standards as of August 2021.
Staff View
Grouped Work ID
e40124bd-4f75-49a3-d8f5-6713f34ecbde-eng
Grouping Information
Grouped Work ID | e40124bd-4f75-49a3-d8f5-6713f34ecbde-eng |
---|---|
Full title | applied regression and modeling a computer integrated approach |
Author | sahay amar |
Grouping Category | book |
Last Update | 2022-06-07 21:23:19PM |
Last Indexed | 2024-06-26 05:16:58AM |
Book Cover Information
Image Source | syndetics |
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First Loaded | Aug 31, 2022 |
Last Used | Jun 4, 2024 |
Marc Record
First Detected | Aug 09, 2021 02:02:07 PM |
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Last File Modification Time | Nov 22, 2021 10:06:39 AM |
MARC Record
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245 | 1 | 0 | |a Applied regression and modeling|h [eBook] :|b a computer integrated approach /|c Amar Sahay. |
250 | |a First edition. | ||
264 | 1 | |a New York, New York (222 East 46th Street, New York, NY 10017) :|b Business Expert Press,|c 2016. | |
300 | |a 1 online resource (xi, 195 pages) | ||
336 | |a text|2 rdacontent | ||
337 | |a computer|2 rdamedia | ||
338 | |a online resource|2 rdacarrier | ||
490 | 1 | |a Quantitative approaches to decision making collection,|x 2163-9582 | |
504 | |a Includes bibliographical references (page [191]) and index. | ||
505 | 0 | |a 1. Introduction to regression and correlation analysis -- 2. Regression, covariance, and coefficient of correlation -- 3. Illustration of least squares regression method -- 4. Regression analysis using a computer -- 5. Multiple regression: computer analysis -- 6. Model building and computer analysis -- 7. Models with qualitative independent (dummy) variables, interaction models, all subset and stepwise regression models with computer analysis -- 8. Notes on implementation of regression models -- Bibliography -- Index. | |
506 | 1 | |a Access restricted to authorized users and institutions. | |
520 | 3 | |a This book creates a balance between the theory, practical applications, and computer implementation behind Regression--one of the most widely used techniques in analyzing and solving real world problems. The book begins with a thorough explanation of prerequisite knowledge with a discussion of Simple Regression Analysis including the computer applications. This is followed by Multiple Regression--a widely used tool to predict a response variable using two or more predictors. Since the analyses of regression models involve tedious and complex computations, complete computer analysis including the interpretation of multiple regression problems along with the model adequacy tests and residual analysis using widely used computer software are presented. The use of computers relieves the analyst of tedious, repetitive calculations, and allows one to focus on creating and interpreting successful models. Finally, the book extends the concepts to Regression and Modeling. Different models that provide a good fit to a set of data and provide a good prediction of the response variable are discussed. Among models discussed are the nonlinear, higher order, and interaction models, including models with qualitative variables. Computer analysis and interpretation of computer results are presented with real world applications. We also discuss all subset regression and stepwise regression with applications. Several flow charts are presented to illustrate the concepts. The statistical concepts for regression, computer instructions for the software-- Excel and MINITAB--used in the book and all of the data files used can be downloaded from the website link provided. | |
588 | |a Title from PDF title page (viewed on July 15, 2016). | ||
650 | 0 | |a Regression analysis|x Data processing. | |
653 | |a coefficient of correlation | ||
653 | |a correlation | ||
653 | |a dependent variable | ||
653 | |a dummy variable | ||
653 | |a independent variable | ||
653 | |a interaction model | ||
653 | |a least squares estimates | ||
653 | |a least squares prediction equation | ||
653 | |a linear regression | ||
653 | |a multiple coefficient of determination | ||
653 | |a multiple regression and modeling | ||
653 | |a nonlinear models | ||
653 | |a regression line | ||
653 | |a residual analysis | ||
653 | |a scatterplot | ||
653 | |a second-order model | ||
653 | |a stepwise regression | ||
655 | 4 | |a Electronic books. | |
776 | 0 | 8 | |i Print version:|z 9781631573293 |
797 | 2 | |a ProQuest (Firm) | |
830 | 0 | |a Quantitative approaches to decision making collection.|x 2163-9582 | |
856 | 4 | 0 | |u http://ebookcentral.proquest.com/lib/yavapai-ebooks/detail.action?docID=4560113|x Yavapai College|y Yavapai College users click here to access |
856 | 4 | 0 | |u http://ebookcentral.proquest.com/lib/prescottcollege-ebooks/detail.action?docID=4560113|x Prescott College|y Prescott College users click here to access |
856 | 4 | 0 | |u http://ebookcentral.proquest.com/lib/yln-ebooks/detail.action?docID=4560113|x Yavapai Library Network|y All other users click here to access |
945 | |a E-Book |