The Effects of 24-hour Sleep Deprivation on the Exploration-Exploitation Trade-off
Overview
Authors
Affiliations
Sleep deprivation has a complex set of neurological effects that go beyond a mere slowing of mental processes. While cognitive and perceptual impairments in sleep deprived individuals are widespread, some abilities remain intact. In an effort to characterize these effects, some have suggested an impairment of complex decision making ability despite intact ability to follow simple rules. To examine this trade-off, 24-hour total sleep deprived individuals performed two versions of a resource acquisition foraging task, one in which exploration is optimal (to succeed, abandon low value, high saliency options) and another in which exploitation is optimal (to succeed, refrain from switching between options). Sleep deprived subjects exhibited decreased performance on the exploitation task compared to non-sleep deprived controls, yet both groups exhibited increased performance on the exploratory task. These results speak to previous neuropsychological work on cognitive control.
A Primer on Foraging and the Explore/Exploit Trade-Off for Psychiatry Research.
Addicott M, Pearson J, Sweitzer M, Barack D, Platt M Neuropsychopharmacology. 2017; 42(10):1931-1939.
PMID: 28553839 PMC: 5561336. DOI: 10.1038/npp.2017.108.
Exploration-exploitation strategy is dependent on early experience.
Humphreys K, Lee S, Telzer E, Gabard-Durnam L, Goff B, Flannery J Dev Psychobiol. 2015; 57(3):313-21.
PMID: 25783033 PMC: 5934758. DOI: 10.1002/dev.21293.
Partial sleep in the context of augmentation of brain function.
Pigarev I, Pigareva M Front Syst Neurosci. 2014; 8:75.
PMID: 24822040 PMC: 4013465. DOI: 10.3389/fnsys.2014.00075.