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Keith Levi — Publications and Presentations    

Journal Publications

Levi, K. Expert systems should be more accurate than human experts: Evaluation procedures from human judgment and decision making. IEEE Transactions on Systems, Man, and Cybernetics, Special Issue on Knowledge Engineering, 1989, 19(3), 647 - 657.

Levi, K. A signal detection framework for the evaluation of probabilistic forecasts. Organizational Behavior and Human Decision Processes, 1985, 36, 143-166.

Levi, K. & Arsanjani, A. A goal-driven approach to enterprise component identification and specification. Communications of the ACM 45(10): 45-52 (2002)

Levi, K., Perschbacher, D.L., Miller, C.A., Shalin, V.L., & Druhan, B.B. An explanation–based learning approach to knowledge compilation: a pilot's associate application. IEEE Expert, 1992, 7(3), 44-51.

Levi, K. Shalin, V.L. & Perschbacher, D. (1990) Learning plans for an intelligent assistant by observing user behavior. International Journal of Man-Machine Studies, 33, 489 - 503.

Levi, K., Shalin, V.L., & Scott, P.D. Machine learning: Knowledge acquisition for knowledge–based systems. Scientific Honeyweller, 1988, 9, (1), 130-140.

Miller, C.A. and Levi, K. (1994) Linked-learning for knowledge acquisition: A Pilot's Associate case study. Knowledge Acquisition Journal, 6, 93-114.

Shalin, V.L., Wisniewski, E., Levi, K., & Scott, P.D. A formal analysis of machine learning systems for knowledge acquisition. International Journal of Man-Machine Studies, 1988, 29, 429-446.

Yates, J.F., Lee, J., Levi, K.R., & Curley, S.P. (1990) Measuring and analyzing probability judgment accuracy in medicine. Phillipine Journal of Internal Medicine, 28, 21-32.

Book Chapters

Miller, C.A. and Levi, K. A machine learning approach to knowledge-based software engineering. (1995) In Kodratoff, Y.,and Tecuci, G. (Eds.) Machine Learning and Knowledge Acquisition, Morgan Kaufmann.

Shalin, V.L., Wisniewski, E., Levi, K., & Scott, P.D. (1990) A formal analysis of machine learning systems for knowledge acquisition. In Gaines, B., and Boose, J. (Eds), Machine Learning and Uncertain Reasoning, Academic Press, San Diego.

Conference Proceedings

Levi, K.R. TARGET's Role in Knowledge Acquisition, Engineering, and Validation. (1994) Paper presented at and published in the proceedings of the Third Conference on CLIPS, September 12-14, NASA Johnson Space Center, Houston, Texas, pp. 162-168.

DuBois, D., Shalin, V.L., Levi, K., and Borman, W.C., "Job Knowledge Test Design: A Cognitively-Oriented Approach," Paper presented at and published in the Proceedings of the Society of Industrial/Organizational Psychology, April, 1994.

Levi, K. & Kovach, P. Example-based expert systems: Aids for knowledge acquisition. Proceedings of the Eighth International Honeywell Computer Science Conference, Bloomington, MN, May, 1984.

Levi, K., Moberg, D., Miller, C.A., and Rose, F. Multilevel causal-process modeling: bridging the plan, execution, and device implementation gaps. Paper presented at and published in Proceeding of Applications of Artificial Intelligence 1993: Knowledge-Based Systems in Aerospace and Industry; April 1993, Orlando, Florida.

Levi, K., Perschbacher, D.L., Hoffman, M., Miller, C.A., Shalin, V.L., & Druhan, B.B. (1991) An explanation–based learning system to support Pilot's Associate knowledge engineering. Paper presented at and published in the Conference on Associate Technology: Opportunities and Challenges, George Mason University, June 6 - 7.

Levi, K., Perschbacher, D.L., Shalin, V.L., & North, R. The importance of implicit and explicit knowledge representations for fielding an operational Pilot's Associate. Paper presented at and published in the proceedings of the second tri-national workshop, The Human Electronic Crew: Examining Human-Computer Teamwork, Ingolstadt, Federal Republic of Germany, September, 1990.

Levi, K., Perschbacher, D., & Shalin, V.L. Learning plans and information requirements for pilot aiding. Proceedings of the AAAI-88 Workshop on Integration of Knowledge Acquisition and Performance Systems, August 1988, St. Paul, MN.

Miller, C.A. and Levi, K. Using explanation-based learning for knowledge acquisition: A Pilot's Associate case study. International Joint Conference on Artificial Intelligence, Workshop on Knowledge Acquisition and Machine Learning; August 1993, Chambery, France.

Perschbacher, D.L., Levi, K., Hoffman, M., (1991) Learning Tactical Plans for a Pilot Aid. Paper presented at and published in the proceedings of the National Aerospace and Electronics Conference -- NAECON `91, May 20-24, Dayton, Ohio.

Perschbacher, D.L., Levi, K., & Shalin, V.L. Learning tactical plans for a pilot's assistant. Proceedings of the Sixth International Workshop on Machine Learning, 1989, Ithaca, NY: Morgan Kaufmann, 191-193.

Shalin, V.L., Geddes, N.H., Hoshstrasser, B.H., Miller, C., Levi, K.R., & Perschbacher, D.P. (1990) Towards a Theory of Pilot Information Requirements During Plan Development and Execution. Proceedings of the International Conference on Human Machine Interaction and Artificial Intelligence in Aerospace Systems, Sept. 1990, Toulouse, France.

Shalin, V.L., Levi, K., & Perschbacher, D.L. Identifying knowledge–based deficiencies by observing user behavior. Proceedings of the Sixth International Workshop on Machine Learning, Ithaca, New York, June, 1989: Morgan Kaufmann, 296-301.

Shalin, V.L., Levi, K., & Perschbacher, D.L. (1990) Learning Pilot Tactics for an Intelligent Pilot's Assistant. Proceedings of the International Conference on Human Machine Interaction and Artificial Intelligence in Aerospace Systems, Sept. 1990, Toulouse, France.

Presentations

Levi, K., Yates, J.F., Young, M., & Juni, J. Nuclear ventriculography is no better than clinical history for the prediction of coronary artery disease. Paper presented at the American Federation of Clinical Research Conference, Washington, D.C., 1986.

Levi, K. Symposium on applications of machine learning, (Chair). University of California-Irvine, June 26, 1987. Panel members for this day-long symposium included J. Anderson (Brown University), P. Langley (University of California, Irving), J. Laird (University of Michigan), R. Michalski (George Mason University), and T. Mitchell (Carnegie Mellon University).

Levi, K. Learning plans and information requirements for pilot aiding. Invited address given at the Industry Day Symposium for the European Summer School in Machine Learning, Les Arcs, France, July, 1988.

Levi, K. The learning apprentice paradigm: automated knowledge acquisition by observing expert performance. Presentation to the Minneapolis Special Interest Group in Artificial intelligence, Minneapolis, MN, October, 1988.

Levi, K. Session on Pilot Aiding, (Session organizer). DARPA Workshop on Applications of Machine Learning, Snowbird, Utah, April, 1989. Session presenters included Gerald DeJong (University of Illinois), Norm Geddes (Search Technology), Mark Hoffman (ISX, Inc.), John Laird (University of Michigan), Gurdial Saini (Wright Research and Development Center), and David Wilkins (University of Illinois).

Levi, K. Chaired special session on "Integrating AI Reasoning Systems and Hardware Description Languages" at the Applications of Artificial Intelligence 1993 conference; Orlando, Florida, April, 1993.

Levi, K. Use of inference nets in a cognitive approach to job performance testing. Presentation given to the Office of Naval Research Conference on Cognitive Science and Diagnosis, Northwestern University, September 1994.

Levi, K., and Miller, C.A.. Automated Acquisition of Plans and Information Requirements in an Intelligent Agent Architecture, Ninth International Machine Learning Conference, July, 1992, Aberdeen, Scotland.

Levi, K., Miller, C.A., and Druhan, B. An Explanation–Based Learning Approach to Knowledge Compilation, Ninth International Machine Learning Conference, July, 1992, Aberdeen, Scotland.

Miller, C.A., Levi, K., Perschbacher, D., Shalin, V. & North, R. (1990) New dimensions in representational mismatch (and how machine learning can help with some of them). Presentation at the Fifth AAAI Knowledge Acquisition for Knowledge-Based Systems Workshop. Banff, Alberta, Canada, November.

Perschbacher, D.L., Levi, K., (1991) Properties enabling indexing an EBL macro for a real-time reactive planner. Presentation at the Symposium on Learning Methods for Planning and Scheduling, January 5-6, Palo Alto, California.

Shalin, V.L., Miller, C.A., Geddes, N.D., Hoshstrasser, B.D., Perschbacher, D.L and Levi, K.R. (1990) Automated acquisition of information requirements for an intelligent display. Paper presented at the NASA and Air Force Workshop on Space Operations and Automation Research, Albuquerque, NM.

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