TY - JOUR
T1 - Simulating exploration versus exploitation in agent foraging under different environment uncertainties
AU - Chmait, Nader
AU - Dowe, David L.
AU - Green, David G.
AU - Li, Yuan Fang
PY - 2019
Y1 - 2019
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85063881058&partnerID=8YFLogxK
U2 - 10.1017/S0140525X18001954
DO - 10.1017/S0140525X18001954
M3 - Article
C2 - 30940253
AN - SCOPUS:85063881058
SN - 0140-525X
VL - 42
SP - 18
EP - 20
JO - Behavioral and Brain Sciences
JF - Behavioral and Brain Sciences
M1 - e39
ER -