Simulating exploration versus exploitation in agent foraging under different environment uncertainties

Research output: Contribution to journalArticleOtherpeer-review

Abstract

For artificial agents trading off exploration (food seeking) versus (short-term) exploitation (or consumption), our experiments suggest that uncertainty (interpreted information, theoretically) magnifies food seeking. In more uncertain environments, with food distributed uniformly randomly, exploration appears to be beneficial. In contrast, in biassed (less uncertain) environments, with food concentrated in only one part, exploitation appears to be more advantageous. Agents also appear to do better in biassed environments.

Original languageEnglish
Article numbere39
Pages (from-to)18-20
Number of pages3
JournalBehavioral and Brain Sciences
Volume42
DOIs
Publication statusPublished - 2019

Cite this

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title = "Simulating exploration versus exploitation in agent foraging under different environment uncertainties",
abstract = "For artificial agents trading off exploration (food seeking) versus (short-term) exploitation (or consumption), our experiments suggest that uncertainty (interpreted information, theoretically) magnifies food seeking. In more uncertain environments, with food distributed uniformly randomly, exploration appears to be beneficial. In contrast, in biassed (less uncertain) environments, with food concentrated in only one part, exploitation appears to be more advantageous. Agents also appear to do better in biassed environments.",
author = "Nader Chmait and Dowe, {David L.} and Green, {David G.} and Li, {Yuan Fang}",
year = "2019",
doi = "10.1017/S0140525X18001954",
language = "English",
volume = "42",
pages = "18--20",
journal = "Behavioral and Brain Sciences",
issn = "0140-525X",
publisher = "Cambridge University Press",

}

Simulating exploration versus exploitation in agent foraging under different environment uncertainties. / Chmait, Nader; Dowe, David L.; Green, David G.; Li, Yuan Fang.

In: Behavioral and Brain Sciences, Vol. 42, e39, 2019, p. 18-20.

Research output: Contribution to journalArticleOtherpeer-review

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