Sequential Designs for Binary Data with the Purpose to Maximize the Probability of Response |
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| Authors: | Ellinor Fackle Fornius |
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| Institution: | 1. Department of Statistics , Stockholm University , Stockholm, Sweden ellinor.fackle-fornius@stat.su.se |
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| Abstract: | Two kinds of sequential designs are proposed for finding the point that maximizes the probability of response assuming a binary response variable and a quadratic logistic regression model. One is a parametric optimal design approach, and the other one is a nonparametric stochastic approximation approach. The suggested sequential designs are evaluated and compared in a simulation study. In summary, the parametric approach performed very well whereas its competitor failed in some cases. |
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| Keywords: | c-optimal design Quadratic logistic model Response Surface Methodology Sequential design Stochastic approximation |
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