Plan diversity has been explored in case-based planning, which relies on the availability of episodic knowledge, and in first-principles planning, which relies on the availability of a complete planning domain model. We present a first comparative study of these two approaches to obtaining diverse plans. We do so by developing a conceptual framework for plan diversity which subsumes both case-based and first-principles diverse plan generation, and using it to contrast two such systems, identifying their relative strengths and weaknesses. To corroborate our analysis, we perform a comparative experimental evaluation of these systems on a real-time strategy game domain. © 2012 Springer-Verlag.
CITATION STYLE
Coman, A., & Muñoz-Avila, H. (2012). Diverse plan generation by plan adaptation and by first-principles planning: A comparative study. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Vol. 7466 LNAI, pp. 32–46). https://doi.org/10.1007/978-3-642-32986-9_5
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