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Artificial Intelligence/Cognitive Science Report and Reprint Archive

David Leake
Computer Science Department, Indiana University

Full papers are in compressed postscript unless otherwise specified. Abstracts are in plain text or html. A plain text listing of archive contents in refer format with abstracts, publication information and keywords is also available. The archive was last updated on August 18, 2000. For problems, questions, or comments please contact David Leake at leake@cs.indiana.edu.

The URL for this index page is http://www.cs.indiana.edu/~leake/INDEX.html. Papers can also be retrieved by anonomous ftp from ftp.cs.indiana.edu (129.79.254.195) in the directory /pub/leake.

The archive is divided into sections for

Two additional on-line resources maintained by David Leake are:

Books

[CBR book cover] [GDL book cover] [Evaluating Explanations book cover]

Leake, D. B., editor. (1996) Case-Based Reasoning: Experiences, Lessons, and Future Directions. Menlo Park, CA: AAAI Press/MIT Press, Menlo Park, CA. The overview chapter is available at http://www.cs.indiana.edu/~leake/papers/a-96-01.html. This book can be ordered online from the MIT Press.

Ram, A. and Leake, D. B., editors. (1995). Goal-Driven Learning. Cambridge, MA: MIT Press/Bradford Books. Prefaces and a condensation of the introductory chapter are available. This book can be ordered online from the MIT Press.

Leake, D. B. (1992). Evaluating Explanations: A Content Theory. Hillsdale, NJ: Lawrence Erlbaum Associates. A brief description and table of contents are available.

Papers

Retrieval, Reuse, Revision, and Retention in CBR
(pdf)
Lopez de Mantaras, Ramon, McSherry, David, Bridge, Derek, Leake, David, Smyth, Barry, Craw, Susan, Faltings, Boi, Maher, Mary Lou, Cox, Michael, Forbus, Kenneth, Keane, Mark, Aamodt, Agnar, Watson, Ian; Retrieval, Reuse, Revision, and Retention in CBR. Knowledge Engineering Review, 20(3), 215--240, 2005.
Facilitating CBR for Incompletely-Described Cases: Distance Metrics for Partial Problem Descriptions
(pdf )
Steven Bogaerts and David Leake ECCBR-2004: Advances in case-based reasoning. Springer Verlag. 14 pages.
Aiding Knowledge Capture by Searching for Extensions of Knowledge Models
(abstract | pdf )
David B. Leake, Ana Maguitman, Thomas Reichherzer, Alberto Cañas, Marco Carvalho, Marco Arguedas, Sofia Brenes, and Tom Eskridge. Proceedings of the Second International Conference on Knowledge Capture (K-Cap 2003). ACM Press. 10 pages. In press.
Dispatching Cases Versus Merging Case-Bases: When MCBR Matters
(abstract | pdf )
David B. Leake and Raja Sooriamurthi, Proceedings of the Sixteenth International Florida Artificial Intelligence Research Society Conference (FLAIRS-2003), AAAI Press, 2003, pp. 129-133.
Topic Extraction and Extension to Support Concept Mapping
(abstract | pdf )
David B. Leake, Ana Maguitman, and Thomas Reichherzer. Proceedings of the Sixteenth International Florida Artificial Intelligence Research Society Conference (FLAIRS-2003), AAAI Press, 2003, pp. 325-329
Automatically Selecting Strategies for Multi-Case-Base Reasoning
(abstract | pdf )
David B. Leake and Raja Sooriamurthi. ECCBR 2002: Advances in Case-Based Reasoning. Springer-Verlag, Berlin, 2002, pp. 204-218.
Managing Multiple Case Bases: Dimensions and Issues
(abstract | pdf )
David B. Leake and Raja Sooriamurthi. Proceedings of the Fifteenth International Florida Artificial Intelligence Research Society Conference. AAAI Press, Menlo Park, 2002, pp. 106-110. 5 pages.
Assessing Conceptual Similarity to Support Concept Mapping
(abstract | pdf )
David B. Leake, Ana Maguitman, and Alberto Cañas. Proceedings of the Fifteenth International Florida Artificial Intelligence Research Society Conference. AAAI Press, Menlo Park, 2002, pp. 186-172. 5 pages.
Exploiting Information Access Patterns for Context-Based Retrieval
(abstract | pdf )
Travis Bauer and David B. Leake. Proceedings of the 2002 International Conference on Intelligent User Interfaces, IUI-01, ACM Press, 2001. 2 pages.
Real Time User Context Modeling for Information Retrieval Agents
(abstract | pdf | html)
Travis Bauer and David B. Leake. Proceedings of the 2001 ACM CIKM: Tenth International Conference on Information and Knowledge Management, ACM Press, 2001. 3 pages.
WordSieve: A Method for Real-Time Context Extraction
(abstract | pdf | html)
Travis Bauer and David B. Leake. Modeling and Using Context: Proceedings of the Third International and Interdisciplinary Conference, Context 2001, Springer-Verlag, Berlin, 2001. 14 pages.
Artificial Intelligence (A brief non-technical introduction)
(abstract | html | pdf)
David B. Leake. Van Nostrand Scientific Encyclopedia, Ninth Edition, Wiley, New York, 2002. 11 pages. In press.
When Two Case Bases are Better Than One: Exploiting Multiple Case Bases.
(abstract | pdf.)
David B. Leake and Raja Sooriamurthi. Case-Based Reasoning Research and Development: Proceedings of the Fourth International Conference on Case-Based Reasoning, ICCBR-01, Springer-Verlag, Berlin, 2001. 15 pages.
A Research Agent Architecture for Real Time Data Collection and Analysis.
(abstract | pdf | html)
Travis Bauer and David Leake. Working Notes of the Second International Workshop on Infrastructure for Agents, Multi-Agent Systems, and Scalable Multi-Agent Systems. Fifth International Conference on Intelligent Agents, Montreal, CA, 2001, pp. 61-66.
Combining Concept Mapping with CBR: Towards Experience-Based Support for Knowledge Modeling.
(abstract | pdf.)
Alberto Cañas, David B. Leake and Ana Maguitman. Proceedings of the Fourteenth International Florida Artificial Intelligence Research Society Conference. AAAI Press, Menlo Park, 2001, pp. 286-290.
An Integrated Interface for Proactive, Experience-Based Design Support.
(abstract |pdf )
David B. Leake, Larry Birnbaum, Cameron Marlow, and Hao Yang. Proceedings of the 2001 Conference on Intelligent User Interfaces (IUI-2001). ACM Press, 2001, pp. 101-108.
Towards Context-Based Search Engine Selection.
(abstract |pdf )
David B. Leake and Ryan Scherle. Proceedings of the 2001 Conference on Intelligent User Interfaces (IUI-2001). ACM Press, 2001, pp. 109-112.
Introduction to the Special Issue on Maintaining Case-Based Reasoning Systems.
(pdf )
David B. Leake, Barry Smyth, Qiang Yang, and David C. Wilson. Computational Intelligence,, 17(2):193-195, 2001. 5 pages.
Remembering Why to Remember: Performance-Guided Case-Base Maintenance.
(abstract | pdf.)
David B. Leake and David C. Wilson. Advances in Case-Based Reasoning: Proceedings of EWCBR-2K, Springer-Verlag, Berlin, 2000. 13 pages.
Capture, Storage and Reuse of Lessons about Information Resources: Supporting Task-Based Information Search
(abstract | pdf )
David B. Leake, Travis Bauer, Ana Maguitman and David C. Wilson. Proceedings of the AAAI-00 Workshop on Intelligent Lessons Learned Systems. AAAI Press, Menlo Park, 2000. 5 pages. In press.
Case-Based Recommender Components for Scientific Problem-Solving Environments
(abstract | pdf | ps.Z )
David C. Wilson, David B. Leake and Randall Bramley. Proceedings of the Sixteenth IMACS World Congress, 2000. 6 pages. In press.
Constructing and Transforming CBR Implementations: Techniques for Corporate Memory Management
(abstract | pdf | ps.Z )
Arijit Sengupta, David C. Wilson and David B. Leake. Proceedings of the Workshop on Practical Case-Based Reasoning Strategies for Building and Maintaining Corporate Memories, Third International Conference on Case-Based Reasoning, Seeon, Germany, 1999. 9 pages. (This is a revised version of the paper below.)
On Constructing the Right Sort of CBR Implementation
(abstract | pdf | ps.Z )
Arijit Sengupta, David C. Wilson and David B. Leake. Proceedings of the IJCAI-99 Workshop on Automating the Construction of Case Based Reasoners, Stockholm, Sweden, 1999. 5 pages.
Combining CBR with Interactive Knowledge Acquisition, Manipulation and Reuse
(abstract | pdf | ps.Z )
David B. Leake and David C. Wilson. Proceedings of the Third International Conference on Case-Based Reasoning, ICCBR-99, Springer-Verlag, Berlin. 15 pages.
Integrating Information Resources: A Case Study of Engineering Design Support
(abstract |pdf | ps.Z)
David B. Leake, Larry Birnbaum, Cameron Marlow, and Hao Yang. Proceedings of the Third International Conference on Case-Based Reasoning, ICCBR-99, Springer-Verlag, Berlin. 15 pages. Selected for the ICCBR-99 Outstanding Application Paper Award.
When Experience is Wrong: Examining CBR for Changing Tasks and Environments.
(abstract | pdf | ps.Z)
David B. Leake and David C. Wilson. Proceedings of the Third International Conference on Case-Based Reasoning, ICCBR-99, Springer-Verlag, Berlin. 15 pages.
Selecting Task-Relevant Sources for Just-in-Time Retrieval
(abstract | pdf | ps.Z)
David B. Leake, Ryan Scherle, Jay Budzik and Kristian Hammond. Proceedings of the AAAI-99 Workshop on Intelligent Information Systems. AAAI Press, Menlo Park, 1999. 5 pages.
Task-Based Knowledge Management.
(abstract | pdf | ps.Z)
David B. Leake, Larry Birnbaum, Cameron Marlow, and Hao Yang. Proceedings of the AAAI-99 Workshop on Exploring Synergies of Knowledge Management and Case-Based Reasoning. AAAI Press, Menlo Park, 1999. 5 pages.
Managing, Mapping, and Manipulating Conceptual Knowledge.
(abstract | pdf | ps.Z )
Alberto Cañas, David B. Leake and David C. Wilson. Proceedings of the AAAI-99 Workshop on Exploring Synergies of of Knowledge Management and Case-Based Reasoning. AAAI Press, Menlo Park, 1999. 5 pages.
Categorizing Case-Base Maintenance: Dimensions and Directions
(abstract | pdf | ps.Z.)
David B. Leake and David C. Wilson. Advances in Case-Based Reasoning: Proceedings of EWCBR-98, Springer-Verlag, Berlin. 13 pages.
Integrating CBR Components within a Case-Based Planner.
David B. Leake and Andrew Kinley. Proceedings of the AAAI-98 Workshop on Case-Based Reasoning Integrations, AAAI Press, San Mateo, 1998. 5 pages.
Combining Reasoning Modes, Levels, and Styles through Internal CBR.
David B. Leake and Andrew Kinley. Proceedings of the 1998 AAAI Spring Symposium on Multimodal Reasoning, AAAI Press, San Mateo, 1998. 6 pages.
Learning to Integrate Multiple Knowledge Sources for Case-Based Reasoning.
David B. Leake, Andrew Kinley, and David Wilson. Proceedings of the Fifteenth International Joint Conference on Artificial Intelligence, Morgan Kaufmann, San Francisco, 1997, pp. 674-679. 6 pages.
Case-Based Similarity Assessment: Estimating Adaptability from Experience.
David B. Leake, Andrew Kinley, and David Wilson. Proceedings of the Fourteenth National Conference on Artificial Intelligence, AAAI Press, Menlo Park, CA, 1997. 6 pages.
A Case Study of Case-Based CBR.
David B. Leake, Andrew Kinley, and David Wilson. Proceedings of the Second International Conference on Case-Based Reasoning, Springer Verlag, Berlin, 1997. 12 pages.
Acquiring Case Adaptation Knowledge: A Hybrid Approach.
David B. Leake, Andrew Kinley, and David Wilson. Proceedings of the Thirteenth National Conference on Artificial Intelligence, AAAI Press, Menlo Park, CA, 1996. 6 pages. View abstract only.
Linking Adaptation and Similarity Learning.
David B. Leake, Andrew Kinley, and David Wilson. Proceedings of the Eighteenth Annual Conference of the Cognitive Science Society, Lawrence Erlbaum, 1996. 6 pages. View abstract only.
Multistrategy Learning to Apply Cases for Case-Based Reasoning.
David B. Leake, Andrew Kinley, and David Wilson. Proceedings of the Third International Workshop on Multistrategy Learning, AAAI Press, Menlo Park, CA, 1996. 10 pages. View abstract only.
CBR in Context: The Present and Future. (abstract | html | pdf | ps.Z )
David B. Leake. In Leake, D., editor, Case-Based Reasoning: Experiences, Lessons, and Future Directions, AAAI Press/MIT Press, 1996. 35 pages.
Experience, Introspection, and Expertise: Learning to Refine the Case-Based Reasoning Process (pdf | ps).
David B. Leake. Journal of Experimental and Theoretical Artificial Intelligence. 34 pages. View abstract only.
Adaptive Similarity Assessment for Case-Based Explanation.
David B. Leake. International Journal of Expert Systems Research and Applications, 8(2):165-194,1995. 42 pages. View abstract only.
Learning to Improve Case Adaptation by Introspective Reasoning and CBR
(Abstract| pdf)
David B. Leake, Andrew Kinley, and David Wilson. Proceedings of the First International Conference on Case-Based Reasoning, 1995. 13 pages.
Learning to Refine Indexing by Introspective Reasoning.
Susan Fox and David B. Leake. Proceedings of the First International Conference on Case-Based Reasoning, 1995. 10 pages. View abstract only.
Combining Rules and Cases to Learn Case Adaptation. Also in HTML.
David B. Leake. Proceedings of the Seventeenth Annual Conference of the Cognitive Science Society, 1995. 6 pages. View abstract only.
Using Introspective Reasoning to Refine Indexing. (pdf | ps).
Susan Fox and David B. Leake. Proceedings of the Fourteenth International Joint Conference on Artificial Intelligence, 1995. 7 pages. In press. View abstract only.
Abduction, Experience, and Goals: A Model of Everyday Abductive Explanation.
David B. Leake. The Journal of Experimental and Theoretical Artificial Intelligence. 7:407-428, 1995. 25 pages. View abstract only.
Towards Goal-Driven Integration of Explanation and Action.
David B. Leake. In Goal-Driven Learning, eds. A. Ram and D. Leake, MIT Press. 23 pages. View abstract only.
Becoming an expert case-based reasoner: Learning to adapt prior cases.
David B. Leake. Invited paper, Proceedings of the Eighth Annual Florida Artificial Intelligence Research Symposium, 1995. 5 pages. View abstract only.
An Architecture for Goal-Driven Explanation.
Raja Sooriamurthi and David B. Leake. Proceedings of the Eighth Annual Florida Artificial Intelligence Research Symposium, 1995. 5 pages. View abstract only.
Combining Case-Based Planning and Introspective Reasoning.
Susan Fox and David B. Leake. Proceedings of the Sixth Midwest Artificial Intelligence and Cognitive Science Conference, 1995. 6 pages. View abstract only.
Modeling Case-based Planning for Repairing Reasoning Failures.
Susan Fox and David B. Leake. Proceedings of the 1995 AAAI Spring Symposium on Representing Mental States and Mechanisms. 8 pages. View abstract only.
Representing Self-Knowledge for Introspection about Memory Search.
David B. Leake. Invited position paper, Proceedings of the 1995 AAAI Spring Symposium on Representing Mental States and Mechanisms. 5 pages. View abstract only.
Introspective Reasoning in a Case-based Planner.
Susan Fox and David B. Leake. Student research abstract. Proceedings of the Twelfth National Conference on Artificial Intelligence, 1994. 1 page. No separate abstract available.
Towards Situated Explanation.
Raja Sooriamurthi and David B. Leake. Student research abstract. Proceedings of the Twelfth National Conference on Artificial Intelligence, 1994. 1 page. No separate abstract available.
Using Introspective Reasoning to Guide Index Refinement in Case-Based Reasoning.
Susan Fox and David B. Leake. Proceedings of the Sixteenth Annual Conference of the Cognitive Science Society, 1994. 6 pages. View abstract only.
Towards A Computer Model of Memory Search Strategy Learning.
David B. Leake. Proceedings of the Sixteenth Annual Conference of the Cognitive Science Society, 1994. 6 pages. View abstract only.
A Framework for Goal-Driven Learning.
Ashwin Ram and David B. Leake. Proceedings of the 1994 AAAI Spring Symposium on Goal-Driven Learning, pp. 1-11. No separate abstract available.
Issues in Goal-Driven Explanation.
David B. Leake. Proceedings of the 1994 AAAI Spring Symposium on Goal-Driven Learning, pp. 72-79. View abstract only.
Learning Adaptation Strategies by Introspective Reasoning about Memory Search.
David B. Leake. Proceedings of the AAAI-93 Workshop on Case-Based Reasoning, AAAI Press, Menlo Park, CA, pp. 57-63, 1993. View abstract only.
Goal-Driven Learning: Fundamental Issues (A Symposium Report).
David B. Leake and Ashwin Ram. AI Magazine, 14(4):67-72, 1993. Also appears as Research Report 88 in the Indiana University Cognitive Science Research Report series. View abstract only.
Focusing Construction and Selection of Abductive Hypotheses (pdf | ps.Z).
David B. Leake. Proceedings of the Eleventh International Joint Conference on Artificial Intelligence, 1993, pp. 24-29. View abstract only.
Using Goals and Experience to Guide Abduction.
David B. Leake. Indiana University Computer Science Department Technical Report number 359, July 1992. 33 pages. View abstract only.
Constructive Similarity Assessment: Using Stored Cases to Define New Situations.
David B. Leake. Proceedings of the Fourteenth Annual Conference of the Cognitive Science Society, 1992, pp. 313-318. View abstract only.
Goal-based Explanation Evaluation.
David B. Leake. Cognitive Science, 15(4):509-545, 1991. View abstract only.

Dissertations

Looking for a Haystack: Selecting Data Sources in a Distributed Retrieval System (abstract | pdf)
Ryan Scherle. Ph.D dissertation, Indiana University, 2006. 177 pages.
Intelligent Support for Knowledge Capture and Construction (abstract | pdf)
Ana Maguitman. Ph.D dissertation, Indiana University, 2005. 202 pages.
Learning to Improve Case Adaptation (abstract | pdf)
Andrew Kinley. Ph.D dissertation, Indiana University, 2001. 149 pages.
Case-Base Maintenance: The Husbandry of Experience (abstract | pdf)
David C. Wilson. Ph.D dissertation, Indiana University, 2001. 142 pages.
Introspective Learning for Case-Based Reasoning (abstract | pdf)
Susan Fox. Ph.D dissertation, Indiana University, 1995. 270 pages.