Understanding Regression Assumptions

Nonfiction, Reference & Language, Reference, Research, Social & Cultural Studies, Social Science
Cover of the book Understanding Regression Assumptions by Dr. William D. Berry, SAGE Publications
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Author: Dr. William D. Berry ISBN: 9781506315829
Publisher: SAGE Publications Publication: February 25, 1993
Imprint: SAGE Publications, Inc Language: English
Author: Dr. William D. Berry
ISBN: 9781506315829
Publisher: SAGE Publications
Publication: February 25, 1993
Imprint: SAGE Publications, Inc
Language: English

Through the use of careful explanation and examples, Berry demonstrates how to consider whether the assumptions of multiple regression are actually satisfied in a particular research project. Beginning with a brief review of the regression assumptions as they are typically presented in text books, he moves on to explore in detail the substantive meaning of each assumption; for example, lack of measurement error, absence of specification error, linearity, homoscedasticity, and lack of auto-correlation.

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Through the use of careful explanation and examples, Berry demonstrates how to consider whether the assumptions of multiple regression are actually satisfied in a particular research project. Beginning with a brief review of the regression assumptions as they are typically presented in text books, he moves on to explore in detail the substantive meaning of each assumption; for example, lack of measurement error, absence of specification error, linearity, homoscedasticity, and lack of auto-correlation.

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