Journal article

Modeling continuous outcome color decisions with the circular diffusion model: Metric and categorical properties.

PL Smith, S Saber, EA Corbett, SD Lilburn

Psychological Review | AMER PSYCHOLOGICAL ASSOC | Published : 2020

Abstract

The circular diffusion model is extended to provide a theory of the speed and accuracy of continuous outcome color decisions and used to characterize eye-movement decisions about the hues of noisy color patches in an isoluminant, equidiscriminability color space. Heavy-tailed distributions of decision outcomes were found with high levels of chromatic noise, similar to those found in visual working memory studies with high memory loads. Decision times were longer for less accurate decisions, in agreement with the slow error property typically found in difficult 2-choice tasks. Decision times were shorter, and responses were more accurate in parts of the space corresponding to nameable color c..

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University of Melbourne Researchers

Grants

Awarded by Australian Research Council


Funding Acknowledgements

This research was supported by Australian Research Council Discovery Grants DP140102970 and DP180101686. A conference paper describing this work was presented at the Australian Mathematical Psychology Conference, Melbourne, Australia in February 2019. We are grateful to David Sewell for his assistance with pilot testing the eye movement decision task. We thank Gordon Logan and Marius Usher for helpful comments on an earlier version of this article. Data and code for the model can be downloaded from https://github.com/philipls/CircularDiffusion.