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Capturing Dynamic Performance in a Cognitive Model: Estimating ACT‐R Memory Parameters With the Linear Ballistic Accumulator
Topics in Cognitive Science 14 (4):889-903 (2022)
Abstract
The parameters governing our behavior are in constant flux, and capturing these dynamics in cognitive models remains a challenge. We demonstrate how a mapping between ACT‐R's model of declarative memory and the linear ballistic accumulator enables efficient estimation of memory parameters from data. The resulting estimates provide a cognitively meaningful explanation for observed differences in behavior over time and between individuals.Author's Profile
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References found in this work
The time course of perceptual choice: The leaky, competing accumulator model.Marius Usher & James L. McClelland - 2001 - Psychological Review 108 (3):550-592.
Threaded cognition: An integrated theory of concurrent multitasking.Dario D. Salvucci & Niels A. Taatgen - 2008 - Psychological Review 115 (1):101-130.
How Does Rumination Impact Cognition? A First Mechanistic Model.Marieke K. Vugt & Maarten Velde - 2018 - Topics in Cognitive Science 10 (1):175-191.
How Does Rumination Impact Cognition? A First Mechanistic Model.Marieke K. van Vugt & Maarten van der Velde - 2018 - Topics in Cognitive Science 10 (1):175-191.
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