Title :
Mixing and memory: emergent cooperation in an information marketplace
Author :
Armstrong, Aaron A. ; Durfee, Edmund H.
Author_Institution :
Artificial Intelligence Lab., Michigan Univ., Ann Arbor, MI, USA
Abstract :
An information marketplace consists of a group of agents buying and selling information content and services. Self-interested agents may find it rational to cheat others in the market. The authors have modeled federations of digital libraries selling information to one another. In the model, cooperation emerges through endogenous incentives. They had hypothesized that a number of factors would encourage cooperation: greater familiarity with trading partners, more memory for modeling others, fewer initially misbehaving agents, lower rates of strategy exploration, smaller world sizes, and more rapidly evolving measures of the likelihood of other agents to cooperate. The simulations confirmed many of the hypotheses. However the benefits of a small world size are dependent on memory size, and the usefulness of rapidly evolving estimates of cooperation is dependent on the types of strategies employed by the agents. They suggest that it will become increasingly important to allow agents conceptually to carve their networked environment into subcommunities where familiarity and trust can emerge, as opposed to promoting indiscriminate interactions within a large society of digital agents
Keywords :
cooperative systems; information services; library automation; software agents; agents; cheating; cooperation likelihood; digital library federations; emergent cooperation; endogenous incentives; familiarity; information content buying; information content selling; information marketplace; information service buying; information service selling; memory; misbehaving agents; mixing; modeling; networked environment; rapidly evolving cooperation estimates; self-interested agents; simulation; strategy exploration; subcommunities; trading partners; trust; world sizes; Artificial intelligence; Bandwidth; Business; Costs; Economies of scale; Electric breakdown; Laboratories; Libraries; Multiagent systems; Probes; Quality of service; Software libraries; Spirals;
Conference_Titel :
Multi Agent Systems, 1998. Proceedings. International Conference on
Conference_Location :
Paris
Print_ISBN :
0-8186-8500-X
DOI :
10.1109/ICMAS.1998.699029