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- catalog abstract ""The author explains the theoretical underpinnings of generalized linear models so that researchers can decide how to select the best way to adapt their data for this type of analysis. Examples are provided to illustrate the application of GLM to actual data and the author includes his Web address where additional resources can be found."--Pub. desc.".
- catalog contributor b11837430.
- catalog created "c2001.".
- catalog date "2001".
- catalog date "c2001.".
- catalog dateCopyrighted "c2001.".
- catalog description ""The author explains the theoretical underpinnings of generalized linear models so that researchers can decide how to select the best way to adapt their data for this type of analysis. Examples are provided to illustrate the application of GLM to actual data and the author includes his Web address where additional resources can be found."--Pub. desc.".
- catalog description "Includes bibliographical references.".
- catalog description "Model Specification -- Probability Distributions -- The Linear Model -- Linear Algebra and Calculus -- Software -- Looking Forward -- The Exponential Family -- Justification -- Derivation -- Canonical Form -- Multiparameter Models -- Likelihood Theory and the Moments -- Maximum Likelihood Estimation -- Calculating the Mean of the Exponential Family -- Calculating the Variance of the Exponential Family -- The Variance Function -- Linear Structure and the Link Function -- The Generalization -- Distributions -- Estimation Procedures -- Estimation Techniques -- Newton-Raphson and Root Finding -- Weighted Least Squares -- Iterative Weighted Least Squares -- Residuals and Model Fit -- Defining Residuals -- Anscombe Residuals -- The Deviance Function and Deviance Residuals -- Measuring and Comparing Goodness of Fit -- Asymptotic Properties -- Motivation.".
- catalog extent "viii, 101 p. :".
- catalog identifier "0761920552 (acid-free paper)".
- catalog isPartOf "Quantitative applications in the social sciences ; no. 07-134.".
- catalog isPartOf "Quantitative applications in the social sciences ; v. 134".
- catalog issued "2001".
- catalog issued "c2001.".
- catalog language "eng".
- catalog publisher "Thousand Oaks, Calif. : Sage Publications, Inc.,".
- catalog subject "519.5/35 21".
- catalog subject "Linear models (Statistics)".
- catalog subject "QA276 .G455 2001".
- catalog tableOfContents "Model Specification -- Probability Distributions -- The Linear Model -- Linear Algebra and Calculus -- Software -- Looking Forward -- The Exponential Family -- Justification -- Derivation -- Canonical Form -- Multiparameter Models -- Likelihood Theory and the Moments -- Maximum Likelihood Estimation -- Calculating the Mean of the Exponential Family -- Calculating the Variance of the Exponential Family -- The Variance Function -- Linear Structure and the Link Function -- The Generalization -- Distributions -- Estimation Procedures -- Estimation Techniques -- Newton-Raphson and Root Finding -- Weighted Least Squares -- Iterative Weighted Least Squares -- Residuals and Model Fit -- Defining Residuals -- Anscombe Residuals -- The Deviance Function and Deviance Residuals -- Measuring and Comparing Goodness of Fit -- Asymptotic Properties -- Motivation.".
- catalog title "Generalized linear models : a unified approach / Jeff Gill.".
- catalog type "text".