Human performance across decision making, selective attention, and working memory tasks: Experimental data and computer simulations

Andrea Stocco; Brianna L Yamasaki; Chantel S Prat

doi:10.1016/j.dib.2018.01.056

Human performance across decision making, selective attention, and working memory tasks: Experimental data and computer simulations

Data Brief. 2018 Feb 21:17:907-914. doi: 10.1016/j.dib.2018.01.056. eCollection 2018 Apr.

Authors

Andrea Stocco¹, Brianna L Yamasaki¹, Chantel S Prat¹

Affiliation

¹ Department of Psychology and Institute for Learning and Brain Sciences, University of Washington, United States.

Abstract

This article describes the data analyzed in the paper "Individual differences in the Simon effect are underpinned by differences in the competitive dynamics in the basal ganglia: An experimental verification and a computational model" (Stocco et al., 2017) [1]. The data includes behavioral results from participants performing three cognitive tasks (Probabilistic Stimulus Selection (Frank et al., 2004) [2], Simon task (Craft and Simon, 1970) [3], and Automated Operation Span (Unsworth et al., 2005) [4]), as well as simulationed traces generated by a computational neurocognitive model that accounts for individual variations in human performance across the tasks. The experimental data encompasses individual data files (in both preprocessed and native output format) as well as group-level summary files. The simulation data includes the entire model code, the results of a full-grid search of the model's parameter space, and the code used to partition the model space and parallelize the simulations. Finally, the repository includes the R scripts used to carry out the statistical analyses reported in the original paper.