Adaptive Control of Thought-Rational (ACT-R) and the
Linear Ballistic Accumulator (LBA) were compared in a
model mimicry simulation of the Psychomotor Vigilance
Task (PVT), a simple, reaction time (RT) task requiring
sustained attention. The models use different formalisms to
capture the full response profile of the PVT. The parameters
were varied systematically to illustrate the ranges of the
models’ predictions, to assess the models’ estimation
properties, and to determine which parameters in the models
correspond with each other. Both models produced skewed
RT distributions typical of empirical data, including false
starts and lapses. The simulation study demonstrated that both
models and their parameters are recoverable. Lastly, isolated
parameters in the LBA model captured the effects of varying
parameters in the ACT-R model, but the reverse was not
always true. These interesting correspondences across
different modeling formalisms suggest the possibility of
integrating ACT-R and the LBA in future work