Efficient simulation of diffusion-based choice RT models on CPU and GPU

Behavior Research Methods
Stijn VerdonckFrancis Tuerlinckx

Abstract

In this paper, we present software for the efficient simulation of a broad class of linear and nonlinear diffusion models for choice RT, using either CPU or graphical processing unit (GPU) technology. The software is readily accessible from the popular scripting languages MATLAB and R (both 64-bit). The speed obtained on a single high-end GPU is comparable to that of a small CPU cluster, bringing standard statistical inference of complex diffusion models to the desktop platform.

References

Sep 7, 2000·Journal of Mathematical Psychology·P L Smith
Aug 8, 2001·Psychological Review·M Usher, J L McClelland
Jan 12, 2005·Behavior Research Methods, Instruments, & Computers : a Journal of the Psychonomic Society, Inc·Francis Tuerlinckx
Jun 25, 2008·Journal of Mathematical Psychology·Scott D BrownPhilip L Smith
Aug 5, 2014·Psychological Review·Stijn Verdonck, Francis Tuerlinckx

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Citations

Sep 1, 2019·Behavior Research Methods·Yi-Shin LinWilliam R Holmes
Sep 26, 2021·Behavior Research Methods·Tim LoossensFrancis Tuerlinckx

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