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The problem of sequential design for a nonparametric regression with binary data is considered. The aim of the statistical analysis is the estimation of a quantal response curve p. An adaptive method is developed that proposes the location of the next best design point on the basis of past observations. The behavior of this estimator is discussed and its small sample properties are investigated using a simulation study.
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