Statistical models: theory and practice
This lively and engaging textbook provides the knowledge required to read empirical papers in the social and health sciences, as well as the techniques needed to build statistical models. The author explains the basic ideas of association and regression, and describes the current models that link th...
Saved in:
| Main Author: | |
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| Format: | Electronic eBook |
| Language: | English |
| Published: |
Cambridge
Cambridge University Press
2005
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| Subjects: | |
| Links: | https://doi.org/10.1017/CBO9781139165495 https://doi.org/10.1017/CBO9781139165495 https://doi.org/10.1017/CBO9781139165495 |
| Summary: | This lively and engaging textbook provides the knowledge required to read empirical papers in the social and health sciences, as well as the techniques needed to build statistical models. The author explains the basic ideas of association and regression, and describes the current models that link these ideas to causality. He focuses on applications of linear models, including generalized least squares and two-stage least squares. The bootstrap is developed as a technique for estimating bias and computing standard errors. Careful attention is paid to the principles of statistical inference. There is background material on study design, bivariate regression, and matrix algebra. To develop technique, there are computer labs, with sample computer programs. The book's discussion is organized around published studies, as are the numerous exercises - many of which have answers included. Relevant papers reprinted at the back of the book are thoroughly appraised by the author |
| Item Description: | Title from publisher's bibliographic system (viewed on 05 Oct 2015) |
| Physical Description: | 1 online resource (x, 414 pages) |
| ISBN: | 9781139165495 |
| DOI: | 10.1017/CBO9781139165495 |
Staff View
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| spelling | Freedman, David 1938-2008 Verfasser aut Statistical models theory and practice David A. Freedman Cambridge Cambridge University Press 2005 1 online resource (x, 414 pages) txt rdacontent c rdamedia cr rdacarrier Title from publisher's bibliographic system (viewed on 05 Oct 2015) This lively and engaging textbook provides the knowledge required to read empirical papers in the social and health sciences, as well as the techniques needed to build statistical models. The author explains the basic ideas of association and regression, and describes the current models that link these ideas to causality. He focuses on applications of linear models, including generalized least squares and two-stage least squares. The bootstrap is developed as a technique for estimating bias and computing standard errors. Careful attention is paid to the principles of statistical inference. There is background material on study design, bivariate regression, and matrix algebra. To develop technique, there are computer labs, with sample computer programs. The book's discussion is organized around published studies, as are the numerous exercises - many of which have answers included. Relevant papers reprinted at the back of the book are thoroughly appraised by the author Sozialwissenschaften Statistik Social sciences / Statistics / Methodology Medical statistics / Methodology Regression analysis Statistics / Methodology Regressionsanalyse (DE-588)4129903-6 gnd rswk-swf Statistisches Modell (DE-588)4121722-6 gnd rswk-swf 1\p (DE-588)4123623-3 Lehrbuch gnd-content Statistisches Modell (DE-588)4121722-6 s Regressionsanalyse (DE-588)4129903-6 s 2\p DE-604 Erscheint auch als Druckausgabe 978-0-521-67105-7 Erscheint auch als Druckausgabe 978-0-521-85483-2 https://doi.org/10.1017/CBO9781139165495 Verlag URL des Erstveröffentlichers Volltext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Freedman, David 1938-2008 Statistical models theory and practice Sozialwissenschaften Statistik Social sciences / Statistics / Methodology Medical statistics / Methodology Regression analysis Statistics / Methodology Regressionsanalyse (DE-588)4129903-6 gnd Statistisches Modell (DE-588)4121722-6 gnd |
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| title | Statistical models theory and practice |
| title_auth | Statistical models theory and practice |
| title_exact_search | Statistical models theory and practice |
| title_full | Statistical models theory and practice David A. Freedman |
| title_fullStr | Statistical models theory and practice David A. Freedman |
| title_full_unstemmed | Statistical models theory and practice David A. Freedman |
| title_short | Statistical models |
| title_sort | statistical models theory and practice |
| title_sub | theory and practice |
| topic | Sozialwissenschaften Statistik Social sciences / Statistics / Methodology Medical statistics / Methodology Regression analysis Statistics / Methodology Regressionsanalyse (DE-588)4129903-6 gnd Statistisches Modell (DE-588)4121722-6 gnd |
| topic_facet | Sozialwissenschaften Statistik Social sciences / Statistics / Methodology Medical statistics / Methodology Regression analysis Statistics / Methodology Regressionsanalyse Statistisches Modell Lehrbuch |
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