Application of Local Influence Diagnostics to the Linear Logistic Regression Models

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Application of Local Influence Diagnostics to the Linear Logistic Regression Models

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MONZUR HOSSAIN (Bangladesh Bank)
M. ATAHARUL ISLAM (University of Dhaka)

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Monzur Hossain

Abstract

This paper focuses the development of the diagnostics for the perturbations of case-weights and explanatory variables (one or more) in a linear logistic regression model. The effect of specific perturbation scheme on the estimation of parameters is also assessed. In addition, the interpretation of the value of curvature diagnostics is highlighted in this paper. This paper also demonstrates and extends the utility of the diagnostics for dichotomous outcome variables. For illustration, a sub-set of the Framingham Heart Study data set is used.

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Paper provided by EconWPA in its series Econometrics with number 0409004.

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Length: 13 pages
Date of creation: 06 Sep 2004
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Handle: RePEc:wpa:wuwpem:0409004

Note: Type of Document - pdf; pages: 13. Suggested citation of this paper is:Hossain, Monzur and Islam, M. Ataharul, 'Application of local influence diagnostics to the linear logistic regression models'. Dhaka University Journal of Science, 51(2): 2003.
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Find related papers by JEL classification:
C1 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General
C2 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables
C3 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables
C4 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics
C5 - Mathematical and Quantitative Methods - - Econometric Modeling
C8 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs

This paper has been announced in the following NEP Reports:

NEP-ECM-2004-09-12 (Econometrics)

References listed on IDEAS
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Weissfeld, Lisa A. & Schneider, Helmut, 1990. "Influence diagnostics for the Weibull model fit to censored data," Statistics & Probability Letters, Elsevier, vol. 9(1), pages 67-73, January. [Downloadable!] (restricted)
Weissfeld, L. A., 1990. "Influence diagnostics for the proportional hazards model," Statistics & Probability Letters, Elsevier, vol. 10(5), pages 411-417, October. [Downloadable!] (restricted)

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This page was last updated on 2009-12-16.

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