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2006

Physical Sciences and Mathematics

Theses and Dissertations

Machine learning

Virginia Commonwealth University

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K X N Trust-Based Agent Reputation, Christopher Alonzo Parker Jan 2006

K X N Trust-Based Agent Reputation, Christopher Alonzo Parker

Theses and Dissertations

In this research, a multi-agent system called KMAS is presented that models an environment of intelligent, autonomous, rational, and adaptive agents that reason about trust, and adapt trust based on experience. Agents reason and adapt using a modification of the k-Nearest Neighbor algorithm called (k X n) Nearest Neighbor where k neighbors recommend reputation values for trust during each of n interactions. Reputation allows a single agent to receive recommendations about the trustworthiness of others. One goal is to present a recommendation model of trust that outperforms MAS architectures relying solely on direct agent interaction. A second goal is to …