Abstract
This chapter introduces the concept of intelligent agent, analyses some of the issues and trends in developing them and presents a specific agent development approach. The presented approach, called Disciple, relies on . importing ontologies from existing repositories of knowledge, and on teaching the agent how to perform various tasks, in a way that resembles how an expert would teach a human apprentice when solving problems in cooperation.
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References
Alphatech, Inc. 1998. HPKB Year I End-to-End Battlespace Challenge Problem Specification, Burlington, MA.
Chandrasekaran, B., and Johnson, T. R. 1993. Generic Tasks and Task Structures: History, Critique and New Directions, In David, J.M., Krivine, J.P., and Simmons, R. (Eds.) Second Generation Expert Systems, pp. 239–280. Springer-Verlag.
Chaudhri, V. K., Farquhar, A., Fikes, R., Park, P. D., and Rice, J. P. 1998. OKBC: A Programmatic Foundation for Knowledge Base Interoperability. In Proc. AAAI-98, pp. 600–607, Menlo Park, CA: AAAI Press.
Clancey, W. J. 1984. NEOMYCIN: Reconfiguring a rule-based system with application to teaching. In Clancey W. J. and Shortliffe, E. H., (Eds.) Readings in Medical Artificial Intelligence, pp. 361–381. Reading, MA, Addison-Wesley.
Cohen P., Schrag R., Jones E., Pease A., Lin A., Starr B., Gunning D., and Burke M. 1998. The DARPA High-Performance Knowledge Bases Project, AI Magazine, 19(4), 25–49.
Farquhar, A., Fikes, R., and Rice, J. 1996. The Ontolingua Server: a Tool for Collaborative Ontology Construction. In Proceedings of the Knowledge Acquisition for Knowledge-Based Systems Workshop, Banff, Alberta, Canada.
Fellbaum, C. (Ed.) 1998. WordNet: An Electronic Lexical Database, MIT Press.
Giarratano, J., and Riley, G. 1994. Expert Systems: Principles and Programming, Boston, PWS Publ. Comp.
Gil, Y. 1994. Knowledge Refinement in a Reflective Architecture. In Proc. AAAI-94, Seattle, WA.
Lenat, D. B. 1995. CYC: A Large-scale investment in knowledge infrastructure Comm of the ACM 38(11):33–38.
MacGregor R. 1991. The Evolving Technology of Classification-Based Knowledge Representation Systems. In Sowa, J. (Ed.) Principles of Semantic Networks: Explorations in the Representations of Knowledge, pp. 385–400. San Francisco, CA, Morgan Kaufmann.
Michalski, R. S. and Tecuci, G., (Eds.) 1994. Machine Learning: A Multistrategy Approach Volume 4. San Mateo, CA., Morgan Kaufmann.
Musen, M.A. and Tu S.W. 1993. Problem-solving models for generation of task-specific knowledge acquisition tools. In Cuena J. (Ed.) Knowledge-Oriented Software Design, Elsevier, Amsterdam.
Stoffel, K., Taylor, M., and Hendler, J. 1997. Efficient Management of Very Large Ontologies. In Proc. AAAI-97, Menlo Park, Calif., AAAI Press.
Tecuci, G. 1998. Building Intelligent Agents: An Apprenticeship Multistrategy Learning Theory, Methodology, Tool and Case Studies. London, England, Academic Press.
Tecuci, G., Boicu, M., Wright, K., Lee, S.W., Marcu, D. and Bowman, M. 1999. An Integrated Shell and Methodology for Rapid Development of Knowledge-Based Agents. Proc. AAAI-99, July 18–22, Orlando, Florida, Menlo Park, CA, AAAI Press.
Tecuci, G. and Kodratoff, Y. (Eds.) 1995. Machine Learning and Knowledge Acquisition: Integrated Approaches, Academic Press.
UMLS 1998. Unified Medical Language System, UMLS Knowledge Sources 9th Edition, National Library of Medicine. (http://www.nlm.nih.gov/research/umls/)
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Tecuci, G., Boicu, M., Wright, K., Won Lee, S., Marcu, D., Bowman, M. (2000). A Tutoring Based Approach to the Development of Intelligent Agents. In: Teodorescu, HN., Mlynek, D., Kandel, A., Zimmermann, HJ. (eds) Intelligent Systems and Interfaces. International Series in Intelligent Technologies, vol 15. Springer, Boston, MA. https://doi.org/10.1007/978-1-4615-4401-2_1
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DOI: https://doi.org/10.1007/978-1-4615-4401-2_1
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