Rats adopt the optimal timescale for evidence integration in a dynamic environment.

TitleRats adopt the optimal timescale for evidence integration in a dynamic environment.
Publication TypeJournal Article
Year of Publication2018
AuthorsPiet, AT, Hady, AEl, Brody, CD
JournalNat Commun
Volume9
Issue1
Pagination4265
Date Published2018 Oct 15
ISSN2041-1723
Abstract

Decision making in dynamic environments requires discounting old evidence that may no longer inform the current state of the world. Previous work found that humans discount old evidence in a dynamic environment, but do not discount at the optimal rate. Here we investigated whether rats can optimally discount evidence in a dynamic environment by adapting the timescale over which they accumulate evidence. Using discrete evidence pulses, we exactly compute the optimal inference process. We show that the optimal timescale for evidence discounting depends on both the stimulus statistics and noise in sensory processing. When both of these components are taken into account, rats accumulate and discount evidence with the optimal timescale. Finally, by changing the volatility of the environment, we demonstrate experimental control over the rats' accumulation timescale. The mechanisms supporting integration are a subject of extensive study, and experimental control over these timescales may open new avenues of investigation.

DOI10.1038/s41467-018-06561-y
Alternate JournalNat Commun
PubMed ID30323280
PubMed Central IDPMC6189050
Grant ListR01 MH108358 / MH / NIMH NIH HHS / United States
5-R01-MH108358 / / U.S. Department of Health & Human Services | NIH | National Institute of Mental Health (NIMH) /