Simple matrix methods for analyzing diffusion models of choice probability, choice response time, and simple response time |
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Authors: | Adele Diederich Jerome R. Busemeyer |
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Affiliation: | a School of Humanities and Social Sciences, International University Bremen, P.O. Box 750 561, D-28725 Bremen, Germany b Psychology Department, Indiana University, Bloomington, IN 47405, USA |
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Abstract: | Diffusion processes (e.g., Wiener process, Ornstein-Uhlenbeck process) are powerful approaches to model human information processes in a variety of psychological tasks. Lack of mathematical tractability, however, has prevented broad applications of these models to empirical data. This tutorial explains step by step, using a matrix approach, how to construct these models, how to implement them on a computer, and how to calculate the predictions made by these models. In particular, we present models for binaries choices for unidimensional and multiattribute choice alternatives; for simple reaction time tasks; and for three alternatives choice problems. |
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Keywords: | Diffusion models Wiener process Ornstein-Uhlenbeck process Markov chains |
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