Normal view
MARC view
Multiple regression in practice / William D. Berry, Stanley Feldman.
Series: Sage university papers series. Quantitative applications in the social sciences ; ; no. 07-050Publication details: Beverly Hills : Sage Publications, c1985.Description: 95 p. : ill. ; 22 cmContent type:- text
- unmediated
- volume
- 0803920547 :
- QA278.2 .B47 1985
Contents:
Summary: Berry and Feldman provide a systematic treatment of many of the major problems encountered in using regression analysis. The authors discuss: the consequences of violating the assumptions of the regression model; procedures for detecting when such violations occur; and strategies for dealing with these problems when they arise. The monograph was written without the use of matrix algebra, and numerous examples are provided from political science, sociology, and economics.
The Multiple Regression Model: A Review -- Specification Error -- Consequences of Specification Error -- An Illustration of Specification Error: Satisfaction with Life -- Detecting and Dealing with Specification Error -- Measurement Error -- Consequences of Measurement Error -- An Illustration of Measurement Error: Satisfaction with Life -- Detecting Measurement Error -- Dealing with Measurement Error -- Multicollinearity -- Consequences of Multicollinearity -- Detecting High Multicollinearity -- An Illustration of Multicollinearity: Satisfaction with Life -- Dealing with Multicollinearity -- Nonlinearity and Nonadditivity -- Detecting Nonlinearity and Nonadditivity -- Dealing with Nonlinearity -- Dealing with Nonadditivity -- Some Warnings about Nonlinear and Nonadditive Specifications -- Heteroscedasticity and Autocorrelation -- When Heteroscedasticity and Autocorrelation Can Be Expected -- Consequences of Heteroscedasticity and Autocorrelation -- Detecting Heteroscedasticity -- An Illustration of Heteroscedasticity: Income and Housing Consumption -- Dealing with Heteroscedasticity and Autocorrelation.
| Item type | Current library | Home library | Shelving location | Call number | Materials specified | Status | Barcode | |
|---|---|---|---|---|---|---|---|---|
Books
|
American University in Dubai | American University in Dubai | Main Collection | QA 278.2 .B47 1985 (Browse shelf(Opens below)) | Copy Type:01 - Books | Available | 631838 |
Bibliography: p. 92-93.
The Multiple Regression Model: A Review -- Specification Error -- Consequences of Specification Error -- An Illustration of Specification Error: Satisfaction with Life -- Detecting and Dealing with Specification Error -- Measurement Error -- Consequences of Measurement Error -- An Illustration of Measurement Error: Satisfaction with Life -- Detecting Measurement Error -- Dealing with Measurement Error -- Multicollinearity -- Consequences of Multicollinearity -- Detecting High Multicollinearity -- An Illustration of Multicollinearity: Satisfaction with Life -- Dealing with Multicollinearity -- Nonlinearity and Nonadditivity -- Detecting Nonlinearity and Nonadditivity -- Dealing with Nonlinearity -- Dealing with Nonadditivity -- Some Warnings about Nonlinear and Nonadditive Specifications -- Heteroscedasticity and Autocorrelation -- When Heteroscedasticity and Autocorrelation Can Be Expected -- Consequences of Heteroscedasticity and Autocorrelation -- Detecting Heteroscedasticity -- An Illustration of Heteroscedasticity: Income and Housing Consumption -- Dealing with Heteroscedasticity and Autocorrelation.
Berry and Feldman provide a systematic treatment of many of the major problems encountered in using regression analysis. The authors discuss: the consequences of violating the assumptions of the regression model; procedures for detecting when such violations occur; and strategies for dealing with these problems when they arise. The monograph was written without the use of matrix algebra, and numerous examples are provided from political science, sociology, and economics.
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