Title

Strategic interactions against non-stationary agents

Author

PABLO FRANCISCO HERNANDEZ LEAL

Access level

Open Access

Summary or description

Designing an agent that is capable of interacting with another agent is an open problem. An

interaction happen when two or more agents perform an action in an environment and they obtain

an utility based on the performed joint action.Current multiagent learning techniques do not fare

well with agents that change their behavior during a repeated interaction. This happens because

they usually do not model the other agents’ behavior and instead make some assumptions that for

real scenarios are too restrictive. Furthermore, considering that many applications demand different

types of agents to work together this should be an important problem to solve. It does not matter if

the domain is cooperative (where agents have a common goal) or competitive (where objectives are

different), there is one common aspect: agents must learn how their counterpart is acting and react

quickly to changes in behavior.

Publisher

Instituto Nacional de Astrofísica, Óptica y Electrónica

Publish date

January 11, 2015

Publication type

Doctoral thesis

Format

application/pdf

Language

English

Audience

General public

Citation suggestion

Hernandez-Leal P. F.

Source repository

Repositorio Institucional del INAOE

Downloads

671

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