Learning to Behave Socially

نویسنده

  • Maja J Mataric
چکیده

Our previous work introduced a methodology for synthesizing and analyzing basic behaviors which served as a substrate for generating a large repertoire of higher{level group interactions (Matari c 1992, Matari c 1993). In this paper we describe how, given the substrate, agents can learn to behave socially, i.e. to maximize average individual by maximizing collective beneet. While this is a well{deened problem for rational agents, it is diicult to learn in situated domains. We describe three sources of reinforcement and show their necessity for learning non{greedy social rules. The learning strategy is demonstrated on a group of physical mobile robots learning to yield and share information in a foraging task.

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تاریخ انتشار 1994