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Choice model analysis of the “pick any/n” type of binary data
Authors:Yoshio Takane
Abstract:In the “pick any/n” method, subjects are asked to choose any number of items from a list of n items according to some criterion. This kind of data can be analyzed as a special case of either multiple-choice data or successive categories data where the number of response categories is limited to two. An item response model was proposed for the latter case, which is a combination of an unfolding model and a choice model. The marginal maximum-likelihood estimation method was developed for parameter estimation to avoid incidental parameters, and an expectation-maximization algorithm used for numerical optimization. Two examples of analysis are given to illustrate the proposed method, which we call MAXSC.
Keywords:multiple-choice data  successive categories data  unfolding model  marginal maximum-likelihood (MML) method  expectation-maximization algorithm
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