A. Kelly et al., Response-time dynamics: Evidence for linear and low-dimensional nonlinear structure in human choice sequences, Q J EXP P-A, 54(3), 2001, pp. 805-840
Citations number
60
Categorie Soggetti
Psycology
Journal title
QUARTERLY JOURNAL OF EXPERIMENTAL PSYCHOLOGY SECTION A-HUMAN EXPERIMENTAL PSYCHOLOGY
Response time (RT) is a commonly used measure of cognitive performance, whi
ch is usually characterized as stochastic. However, useful information may
be hidden in the apparently random fluctuations of RT. Dynamical systems an
alysis techniques allow an exploration of the alternative hypothesis that R
T fluctuations are deterministic, albeit in a complex manner. We applied ca
reful task construction and noise-reduction and surrogate series tests to s
how that RT series from a forced-pace serial response-time task have low-di
mensional chaotic characteristics. In Experiment 1, 80% of subjects' filter
ed RT series had low dimensionality, sensitive dependence on initial condit
ions, spectra close to I If, and stable attractor geometry across sessions.
In Experiment 2, we showed that the size of the inter-stimulus interval (I
SI) determined the number of subjects with low-dimensional chaotic series.
A small ISI caused 100% of subjects to respond in the chaotic regime, where
as only 25% had a low-dimensional chaotic RT component when the ISI was lar
ge. We argue that demanding task requirements cause a reduction in the dime
nsionality of the dynamics, producing RT fluctuations that may reflect a re
sponse strategy for controlling RT.