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| Additional Physical Format: | Online version: Menard, Scott W. Applied logistic regression analysis. Thousand Oaks, Calif. : Sage Publications, c2002 (OCoLC)763149002 |
|---|---|
| Material Type: | Internet resource |
| Document Type: | Book, Internet Resource |
| All Authors / Contributors: |
Scott W Menard |
| ISBN: | 0761922083 9780761922087 |
| OCLC Number: | 46729126 |
| Description: | viii, 111 p. : ill. ; 22 cm. |
| Contents: | Linear Regression and the Logistic Regression Model -- Regression Assumptions -- Nonlinear Relationships and Variable Transformations -- Probabilities, Odds, Odds Ratios, and the Logit Transformation for Dichotomous Dependent Variables -- Logistic Regression: A First Look -- Summary Statistics for Evaluating the Logistic Regression Model -- R[superscript 2], F, and Sums of Squared Errors -- Goodness of Fit: G[subscript M], R[superscript 2 subscript L], and the Log Likelihood -- Predictive Efficiency: [lambda subscript p], [tau subscript p], [phi subscript p], and the Binomial Test -- Examples: Assessing the Adequacy of Logistic Regression Models -- Conclusion: Summary Measures for Evaluating the Logistic Regression Model -- Interpreting the Logistic Regression Coefficients -- Statistical Significance in Logistic Regression Analysis -- Interpreting Unstandardized Logistic Regression Coefficients -- Substantive Significance and Standardized Coefficients -- Exponentiated Coefficients or Odds Ratios -- More on Categorical Predictors: Contrasts and Interpretation -- Interaction Effects -- Stepwise Logistic Regression -- An Introduction to Logistic Regression Diagnostics -- Specification Error -- Collinearity -- Numerical Problems: Zero Cells and Complete Separation -- Analysis of Residuals -- Overdispersion and Underdispersion -- A Suggested Protocol for Logistic Regression Diagnostics -- Polytomous Logistic Regression and Alternatives to Logistic Regression -- Polytomous Nominal Dependent Variables. |
| Series Title: | Sage university papers series., Quantitative applications in the social sciences ;, no. 07-106. |
| Responsibility: | Scott Menard. |
| More information: |
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