Abstract
A robot which can act according to natural language instructions must complement information from experiences and common knowledge to adapt to various situations. In this paper, we propose a method to evaluate the similarities of concepts by representing situations in abstract layers which are hierarchically arranged. We also present a method for case-based reasoning for planning which uses the layers as viewpoints for case retrieval. The technique is applied to the action planning for the house-work robot.
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Bareiss, R., and King, J.: Similarity Assessment in Case-based Reasoning. Proceeding of the 1989 DARPA workshop on case-based reasoning:67–71, (1989).
Kobayashi, Shigenobu,: Problems for the Case-Based Reasoning. (in Japanese), Information Processing Society of Japan(IPSJ) Technical Report 91-AI-75:29–38, (1991).
Kolodner, J.: Judging Which is the “Best” Case for a Case-Based Reasoner. Proceeding of the 1989 DARPA workshop on case-based reasoning:77–81, (1989).
Kolodner, J. & Riesebeck, C.: Case-Based Reasoning. 11th IJCAI Tutorial, (1989).
Maeda, S.,: Refinement of Case Base by the Revised Results of the Case. (in Japanese), IPSJ Technical Report 91-AI-75, pp.79–85, (1991).
Nabeta, S., Terano, T.: Restoration and Utilization of Information Retrieving Know-How Using Case-Based Reasoning. (in Japanese), IPSJ Technical Report 91-AI-75:69–78, (1991).
Navinchandra, D.: Case Based Reasoning in CYCLOPS, a Design Problem Solver. Kolondner, J (ed) Proceeding of a Workshop on Case-Based Reasoning:86–301, (1988).
Proter, B.: Similarity Assessment: “Computation vs. Representation”. Proceeding of the 1989 DARPA workshop on case-based reasoning:82–84, (1989).
Thagard, P., Holyoak, K.: How to Compute Semantic Similarity. Proceeding of the 1989 DARPA workshop on case-based reasoning:84–86, (1989).
Zhang, W., Sugeno, M.: A Dynamic Memory Model for Scene Understanding. Proceeding of 6th Fuzzy System Symposium (Tokyo):211–214, (1990).
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© 1994 Springer-Verlag Berlin Heidelberg
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Yokogawa, T., Sakurai, T., Nukuzuma, A., Takagi, T., Kobayashi, S. (1994). Case-based reasoning for action planning by representing situations at the abstract layers. In: Driankov, D., Eklund, P.W., Ralescu, A.L. (eds) Fuzzy Logic and Fuzzy Control. IJCAI 1991. Lecture Notes in Computer Science, vol 833. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-58279-7_23
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DOI: https://doi.org/10.1007/3-540-58279-7_23
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