Sequential Designs for Binary Data with the Purpose to Maximize the Probability of Response

• 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.

Subject headings

NATURVETENSKAP  -- Matematik -- Sannolikhetsteori och statistik (hsv//swe)

NATURAL SCIENCES  -- Mathematics -- Probability Theory and Statistics (hsv//eng)

Keyword

c-optimal design

Quadratic logistic model

Response Surface Methodology

Sequential Design

Stochastic approximation

Publication and Content Type

ref (subject category)

art (subject category)