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Penaksiran Dan Pengujian Model Regresi Beta-Logistik Heckman-Willis

Jurnal : Forum Statistika dan Komputasi

Judul : Penaksiran Dan Pengujian Model Regresi Beta-Logistik Heckman-Willis

Penulis : Nusar Hajarisman, Asep Saefuddin

Volume : Vol 6, No 2 (2001)

Abstrak :

Methods are presented for modeling dose-related effects in proportion data when extra-binomial variability is a concern. Motivation is taken from experiments in developmental toxicology, where the observed proportions. Appeal is made to the well-known beta-binomial distribution to represent the overdispersion. From this, an exponential function of the linear predictor is used to model the dose-response relationship. The spesification was introduced previously for econometric applications by Heckman and Willis; it induces a form logistic regression for mean response, together with a reciprocal biexponential model for the intralitter correlation. For large sample, likelihood based methods for estimating and testing the joint proportion-correlation response are studied.

Keywords : logistic regression, beta-binomial distributin, biexponential model

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