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Cites:

Information Journal Paper

Title

PARAMETER ESTIMATION FOR IMPROVING ASSOCIATION INDICATORS IN BINARY LOGISTIC REGRESSION

Pages

  135-154

Abstract

 The aim of this paper is to estimate the parameters of BINARY LOGISTIC REGRESSION model for maximizing the log-likelihood function with improved ASSOCIATION INDICATORs. Logistic regression, similar to other PARAMETER ESTIMATION approaches, requires an indicator for the estimation appropriateness of its parameters, one of which is the ASSOCIATION INDICATOR. The ASSOCIATION INDICATORs demonstrate the frequency of success responses occurred against failure in certain number of Bernoulli independent experiments. In PARAMETER ESTIMATION, existing indicators' values are not sensitive to the parameter values, whereas the proposed indicators are sensitive to the estimated parameters during the iterative procedure. Therefore, the innovation of this study is in proposing a new ASSOCIATION INDICATOR of BINARY LOGISTIC REGRESSION with more sensitivity to the estimated parameters in maximizing the log-likelihood in iterative procedure. Findings of an example analysis and their comparison with ASSOCIATION INDICATORs imply higher accuracy and appropriateness of the proposed indicators.

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  • Cite

    APA: Copy

    BASHIRI, MAHDI, & KAMRANRAD, REZA. (2011). PARAMETER ESTIMATION FOR IMPROVING ASSOCIATION INDICATORS IN BINARY LOGISTIC REGRESSION. PRODUCTION AND OPERATIONS MANAGEMENT, 2(1 (2)), 135-154. SID. https://sid.ir/paper/379065/en

    Vancouver: Copy

    BASHIRI MAHDI, KAMRANRAD REZA. PARAMETER ESTIMATION FOR IMPROVING ASSOCIATION INDICATORS IN BINARY LOGISTIC REGRESSION. PRODUCTION AND OPERATIONS MANAGEMENT[Internet]. 2011;2(1 (2)):135-154. Available from: https://sid.ir/paper/379065/en

    IEEE: Copy

    MAHDI BASHIRI, and REZA KAMRANRAD, “PARAMETER ESTIMATION FOR IMPROVING ASSOCIATION INDICATORS IN BINARY LOGISTIC REGRESSION,” PRODUCTION AND OPERATIONS MANAGEMENT, vol. 2, no. 1 (2), pp. 135–154, 2011, [Online]. Available: https://sid.ir/paper/379065/en

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