Simulating exploration versus exploitation in agent foraging under different environment uncertainties

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, explorat...

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Veröffentlicht in:The Behavioral and brain sciences 2019, Vol.42, p.e39-e39, Article e39
Hauptverfasser: Chmait, Nader, Dowe, David L., Green, David G., Li, Yuan-Fang
Format: Artikel
Sprache:eng
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Zusammenfassung: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.
ISSN:0140-525X
1469-1825
DOI:10.1017/S0140525X18001954