TitleCase-Based Learning in Goal-Driven Autonomy Agents for Real-Time Strategy Combat Tasks
Publication TypeConference Paper
Year of Publication2011
AuthorsJaidee, U, Muñoz-Avila, H, Aha, DW
Conference NameCase-Based Reasoning in Computer Games: Papers from the ICCBR Workshop
PublisherUniversity of Greenwich
Conference LocationLondon
KeywordsCase-based learning, goal-driven autonomy, real-time strategy

We describe a study on using case-based learning techniques in a
goal-driven autonomy (GDA) agent for real-time strategy games. The two case
bases in our Learning GDA (LGDA) agent store (1) the expected states that an
agent can reach when executing an action in and (2) the next goals to pursue
when a discrepancy occurs between the expected and encountered states. We
report on an ablation study that demonstrates performance gains using LGDA.

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Goal reasoning
goal-driven autonomy
case-based learning