Applied Regression Analysis : Doing, Interpreting and Reporting
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| Title: | Applied Regression Analysis : Doing, Interpreting and Reporting |
|---|---|
| Description: | This book is an introduction to regression analysis, focusing on the practicalities of doing regression analysis on real-life data.Contrary to other textbooks on regression, this book is based on the idea that you do not necessarily need to know much about statistics and mathematics to get a firm grip on regression and perform it to perfection. This non-technical point of departure is complemented by practical examples of real-life data analysis using statistics software such as Stata, R and SPSS. Parts 1 and 2 of the book cover the basics, such as simple linear regression, multiple linear regression, how to interpret the output from statistics programs, significance testing and the key regression assumptions. Part 3 deals with how to practically handle violations of the classical linear regression assumptions, regression modeling for categorical y-variables and instrumental variable (IV) regression. Part 4 puts the various purposes of, or motivations for, regression into the wider context of writing a scholarly report and points to some extensions to related statistical techniques.This book is written primarily for those who need to do regression analysis in practice, and not only to understand how this method works in theory. The book's accessible approach is recommended for students from across the social sciences. |
| Authors: | Christer Thrane |
| Resource Type: | eBook. |
| Subjects: | Regression analysis, Social sciences--Statistical methods |
| Categories: | MATHEMATICS / Probability & Statistics / Regression Analysis, SOCIAL SCIENCE / Statistics |
| Database: | eBook Collection (EBSCOhost) |
| FullText | Links: – Type: ebook-pdf – Type: ebook-epub Text: Availability: 0 |
|---|---|
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| Items | – Name: Title Label: Title Group: Ti Data: Applied Regression Analysis : Doing, Interpreting and Reporting – Name: Abstract Label: Description Group: Ab Data: This book is an introduction to regression analysis, focusing on the practicalities of doing regression analysis on real-life data.Contrary to other textbooks on regression, this book is based on the idea that you do not necessarily need to know much about statistics and mathematics to get a firm grip on regression and perform it to perfection. This non-technical point of departure is complemented by practical examples of real-life data analysis using statistics software such as Stata, R and SPSS. Parts 1 and 2 of the book cover the basics, such as simple linear regression, multiple linear regression, how to interpret the output from statistics programs, significance testing and the key regression assumptions. Part 3 deals with how to practically handle violations of the classical linear regression assumptions, regression modeling for categorical y-variables and instrumental variable (IV) regression. Part 4 puts the various purposes of, or motivations for, regression into the wider context of writing a scholarly report and points to some extensions to related statistical techniques.This book is written primarily for those who need to do regression analysis in practice, and not only to understand how this method works in theory. The book's accessible approach is recommended for students from across the social sciences. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Christer+Thrane%22">Christer Thrane</searchLink> – Name: TypePub Label: Resource Type Group: TypPub Data: eBook. – Name: Subject Label: Subjects Group: Su Data: <searchLink fieldCode="DE" term="%22Regression+analysis%22">Regression analysis</searchLink><br /><searchLink fieldCode="DE" term="%22Social+sciences--Statistical+methods%22">Social sciences--Statistical methods</searchLink> – Name: SubjectBISAC Label: Categories Group: Su Data: <searchLink fieldCode="ZK" term="%22MATHEMATICS+%2F+Probability+%26+Statistics+%2F+Regression+Analysis%22">MATHEMATICS / Probability & Statistics / Regression Analysis</searchLink><br /><searchLink fieldCode="ZK" term="%22SOCIAL+SCIENCE+%2F+Statistics%22">SOCIAL SCIENCE / Statistics</searchLink> |
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| RecordInfo | BibRecord: BibEntity: Classifications: – Code: 519.536 Scheme: ddc Type: prePub Languages: – Code: eng Text: English Subjects: – SubjectFull: Regression analysis Type: general – SubjectFull: Social sciences--Statistical methods Type: general Titles: – TitleFull: Applied Regression Analysis : Doing, Interpreting and Reporting Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Christer Thrane – PersonEntity: Name: NameFull: Christer Thrane IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 01 Type: published Y: 2020 – D: 05 M: 11 Type: profile Y: 2019 Identifiers: – Type: isbn-print Value: 9781138335479 – Type: isbn-print Value: 9781138335486 – Type: isbn-print Value: 9781041313342 – Type: isbn-electronic Value: 9780429813023 – Type: isbn-electronic Value: 9780429813030 – Type: isbn-electronic Value: 9780429443756 Titles: – TitleFull: Applied Regression Analysis : Doing, Interpreting and Reporting Type: main |
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