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Simulating human periodic tapping and implications for cognitive models

Authors
Mr. Pierre Gianferrara
Carnegie Mellon University ~ Psychology
Shawn Betts
Carnegie Mellon University, United States of America
Daniel Bothell
Carnegie Mellon University
Dr. John Anderson
Carnegie Mellon University ~ Psychology
Abstract

This project’s purpose was to simulate human periodic motor behavior in a simple self-paced tapping task that involved period error correction and feedback processing. When humans try to tap at a certain period, their inter-tap times are normally distributed with a standard deviation that is proportional to the period. When they try to change the period of their tapping, they do so in a single tap instead of a progressive correction taking place over multiple taps. We calibrated ACT-R’s new periodic tapping motor extension based on human experimental results and showed that ACT-R can simulate human motor behavior. Future research can leverage these findings and ACT-R’s periodic tapping motor extension to simulate fast-paced skilled motor behavior in complex perceptual-motor environments.

Tags

Keywords

ACT-R
modeling
period
tapping
error
correction
skill
automaticity
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Cite this as:

Gianferrara, P. G., Betts, S., Bothell, D., & Anderson, J. R. (2021, July). Simulating human periodic tapping and implications for cognitive models. Paper presented at Virtual MathPsych/ICCM 2021. Via mathpsych.org/presentation/570.