CBR Readings

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See also the AAAI topics page and featured papers at ai-cbr

Contents


Introductory Publications

  • Agnar Aamodt and Enric Plaza (1994): Case-Based Reasoning: Foundational Issues, Methodological Variations, and System Approaches. Artificial Intelligence Communications, IOS Press, Vol. 7:1, pp. 39 - 59. (HTML | PDF)
  • David W. Aha, Leonard A. Breslow, and Héctor Muñoz-Avila (2001): Conversational Case-Based Reasoning. Applied Intelligence. Kluwer Academic Publishers. (DOI:10.1023/A:1008346807097 | PDF)
  • David B. Leake (1996): CBR in Context: The Present and Future. A chapter from Case-Based Reasoning: Experiences, Lesons, and Future Directions, David B. Leake, editor (AAAI Press/MIT Press). (Abstract | HTML | PDF)
  • Ramon López de Mántaras, David McSherry, Derek Bridge, David Leake, Barry Smyth, Susan Craw, Boi Faltings, Mary Lou Maher, Michael Cox, Kenneth Forbus, Mark Keane, Agnar Aamodt, and Ian Watson (2005): Retrieval, reuse, revision, and retention in case-based reasoning. Knowledge Engineering Review, Vol. 20, Issue 03, September 2005. Cambridge University Press. pp 215-240. (DOI:10.1017/S0269888906000646 | PDF)
  • Hector Munoz-Avila, Michael T. Cox (2008) Case-Based Plan Adaptation: An Analysis and Review. IEEE Intelligent Systems. IEEE inc. (PDF)
  • Hugh Osborne and Derek Bridge (1997): Similarity Metrics: A Formal Unification of Cardinal and Non-Cardinal Similarity Measures, in David B. Leake and Enric Plaza (eds.), Case-Based Reasoning Research and Development (Procs. of the 2nd International Conference on Case-Based Reasoning), Lecture Notes in Artificial Intelligence, Vol. 1266, Springer, pp.235-244. (DOI:10.1007/3-540-63233-6_495 | PDF)
  • Enric Plaza (2008): Semantics and Experience in the Future Web. Advances in Case-Based Reasoning: 9th European Conference, ECCBR 2008. Proceedings. K. D. Althoff, R. Bergmann, M. Minor, A. Hanft (eds.), Lecture Notes in Artificial Intelligence, Vol. 5239, pp. 44-58. Springer. (DOI:10.1007/978-3-540-85502-6_3 | PDF)


Journal Special Issues

  • 2008: Bichindaritz, I., Montani, S., & Portinale, L. (Eds.) (2008). Special issue on Case-Based Reasoning in the Health Sciences. Applied Intelligence, 28(3), 207-285.
  • 2006: Bichindaritz, I. (Ed.) (2006). Special issue on Case-Based Reasoning in the Health Sciences. Journal of Artificial Intelligence in Medicine, 36(2), 121-192.
  • 2006: Bichindaritz, I., & Marling, C. (Eds.) (2006). Special issue on Case-Based Reasoning in the Health Sciences. Computational Intelligence, 22(3-4), 143-282.
  • 2005: Aha, D.W., & Marling, C. (Eds.) (2005). Special issue on Case-Based Reasoning Commentaries. Knowledge Engineering Review, 20(3), 201-328.
  • 2005: Leake, D. & McSherry, D. (Eds.) (2005). Special Issue on Explanation in Case-Based Reasoning. Artificial Intelligence Review, 24(2), 99-220.
  • 2004: Shiu, S.C.K., & Pal, S.K. (Eds.) (2004). Special issue on Case-Based Reasoning: Concepts, Features and Soft Computing. Applied Intelligence, 21(3), 233-238.
  • 2002: P. Cunningham & R. Burke (Eds.) (2002). Special issue on Case-Based Reasoning. Artificial Intelligence Review, 18(3-4), 159-341.
  • 2001: Leake, D.B., Smyth, B., Wilson, D.C., & Yang, Q. (Eds.) (2001). Special issue on Maintaining Case-Based Reasoning Systems. Computational Intelligence, 17(2).
  • 2001: D.W. Aha & H. Munoz-Avila (Eds.) (2001). Special issue on Interactive Case-Based Reasoning. Applied Intelligence, 14(1), 1-129.
  • 1999: Bergmann, R. (Ed.) (1999). Special issue on Case-Based Reasoning for Engineering Applications. International Journal on Engineering Applications of Artificial Intelligence, 12(6), 661-759.
  • 1999: B. Knight & E. Nissan (Eds.) (1999). A forum on case-based reasoning. The New Review of Applied Expert Systems, 5, 141-212.
  • 1997: D.W. Aha (Ed.) (1997). Lazy learning. Artificial Intelligence Review, 11(1-5), 1-423.
  • 1997: Macura, R.T., & Macura, K. (Eds.) (1997). Special issue on Case-Based Reasoning: Opportunities and Applications in Health Care. Artificial Intelligence in Medicine, 9(1), 1-106.
  • 1993: J. Kolodner (Ed.) (1993). Special issue on Case-Based Reasoning. Machine Learning, 10(3), 195-363.
  • 1991: E. Simoudis (Ed.) (1991). Special issue on Case-Based Reasoning. International Journal of Expert Systems: Research and Applications, 4(2), 117-247.

Best Paper Award Winners (ICCBR/ECCBR)

A listing of ICCBR and ECCBR best paper awards since 2002. See our page on Meetings to get full bibliographic information for the proceedings.

  • ICCBR 2009
    • Lisa Cummins and Derek Bridge: Maintenance by a Committee of Experts: The MACE Approach to Case-Base Maintenance. Pp. 120-134 in the proceedings. doi:10.1007/978-3-642-02998-1_10
  • ECCBR 2008
    • Eyke Hüllermeier, Ilya Vladimirskiy, Belén Prados Suárez, and Eva Stauch: Supporting Case-Based Retrieval by Similarity Skylines: Basic Concepts and Extensions. Pp. 240-254 in the proceedings. doi:10.1007/10.1007/978-3-540-85502-6_16
  • ECCBR 2006
    • Ross Nicholson, Derek Bridge, and Nic Wilson: Decision Diagrams: Fast and Flexible Support for Case Retrieval and Recommendation. Pp. 136-150 in the proceedings. doi:10.1007/11805816_12
    • Raquel Ros, Manuela Veloso, Ramon López de Màntaras, Carles Sierra, and Josep Lluís Arcos: Retrieving and Reusing Game Plays for Robot Soccer. doi:10.1007/11805816_6
  • ICCBR 2005
    • David W. Aha, Matthew Molineaux, and Marc Ponsen: Learning to Win: Case-Based Plan Selection in a Real-Time Strategy Game. Pp. 5-20 in the proceedings. doi:10.1007/11536406_4
  • ECCBR 2004
    • Dónal Doyle, Pádraig Cunningham, Derek Bridge and Yusof Rahman: Explanation Oriented Retrieval. Pp. 157-168 in the proceedings. doi:10.1007/b99702
    • Nirmalie Wiratunga, Ivan Koychev, and Stewart Massie: Feature Selection and Generalisation for Retrieval of Textual Cases. Pp. 806-820 in the proceedings. doi:10.1007/b99702
  • ICCBR 2003
    • Josep Lluís Arcos, Maarten Grachten, Ramon López de Mántaras: Extracting Performers' Behaviors to Annotate Cases in a CBR System for Musical Tempo Transformations. Pp. 20-34 in the proceedings. doi:10.1007/3-540-45006-8_5
    • Armin Stahl, Thomas Gabel: Using Evolution Programs to Learn Local Similarity Measures. Pp. 537-551 in the proceedings. doi:10.1007/3-540-45006-8_41
  • ECCBR 2002
    • Tsz-Chiu Au, Héctor Muñoz-Avila, and Dana S. Nau: On the Complexity of Plan Adaptation by Derivational Analogy in a Universal Classical Planning Framework. Pp. 13-27 in the proceedings. doi:10.1007/3-540-46119-1_3
    • Deepak Khemani, Radhika B. Selvamani, Ananda Rabi Dhar, and S. M. Michael: InfoFrax: CBR in Fused Cast Refractory Manufacture. Pp. 275-283 in the proceedings. doi:10.1007/3-540-46119-1_41
  • ICCBR 2001
    • Lorraine McGinty and Barry Smyth: Collaborative Case-Based Reasoning: Applications in Personalized Route Planning. ICCBR '01: Proceedings of the 4th International Conference on Case-Based Reasoning. DOI: 10.1007/3-540-44593-5_26

Best Paper Award Winners (Other than ICCBR/ECCBR)

  • FLAIRS 2008 Best Paper Award
    • Molineaux, M., Aha, D.W., & Moore, P. (2008). Learning continuous action models in a real-time strategy environment. Proceedings of the Twenty-First Florida Artificial Intelligence Research Conference (pp. 257-262). Coconut Grove, FL: AAAI Press.
  • IJCAI 1999 Distinguished Paper Award
    • Ian Watson and Dan Gardingen: A Distributed Case-Based Reasoning Application for Engineering Sales Support. In Proceedings of the 16th International Joint Conference on Artificial Intelligence (IJCAI-99), Vol. 1: pp. 600-605. Morgan Kaufmann Publishers Inc. ISBN: 1-55860-613-0
  • IJCAI 1995 Best Paper Award
    • Smyth, B. and Keane, M. (1995). "Remembering to Forget: A Competence-Preserving Deletion Policy for Case-Based Reasoning". In: Proceedings of the 14th International Joint Conference on Artificial Intelligence. Montreal, Canada

Dissertations (alphabetized)

  • Aamodt, Agnar: A Knowledge-Intensive, Integrated Approach to Problem Solving and Sustained Learning. Thesis for the degree doktor ingeniør, University of Trondheim, Norwegian Institute of Technology, Trondheim, Norway, May 1991. (PDF)
  • Abdollahi, Jafar: Analysing Complex Oil Well Problems through Case-Based Reasoning. Thesis for the degree of doctor philosophiae, Norwegian University of Science and Technology, Trondheim, Norway, November 2007. (Abstract/Fulltext PDF)
  • Arcos, Josep Lluis: The Noos Representation Language (1997), Universitat Politècnica de Catalunya, Barcelona, Catalonia (URL)
  • Armengol, Eva: A Framework for Integrated Learning and Problem Solving (1997), Universitat Politècnica de Catalunya, Barcelona, Catalonia. (PDF)
  • Cassens, Jörg: Explanation Awareness and Ambient Intelligence as Social Technologies. Thesis for the degree doctor scientiarum, Norwegian University of Science and Technology, Trondheim, Norway, May 2008. (Abstract/Fulltext PDF)
  • Cox, Michael T. Introspective Multistrategy Learning: Constructing a Learning Strategy under Reasoning Failure, PhD Dissertation, College of Computing, Georgia Institute of Technology, 1996. (URL)
  • Francis, Anthony. Context-Sensitive Asynchronous Memory, PhD Dissertation, College of Computing, Georgia Institute of Technology, 2000. (URL)
  • Gómez, Mario: Open, Reusable, and Configurable Multi Agent Systems: A Knowledge Modelling Approach (2004), Universitat Autònoma de Barcelona, Cerdanyola del Vallès, Catalonia ([1])
  • Grimnes, Morten F. J.: Imagecreek: A Knowledge Level Approach to Case-based Image Interpretation. Thesis for the degree doctor scientiarum, Norwegian University of Science and Technology, Trondheim, Norway, July 1998.
  • Gu, Mingyang: Knowledge-Intensive Conversational Case-Based Reasoning in Software Component Retrieval. Thesis for the degree doctor philosophiae, Norwegian University of Science and Technology, Trondheim, Norway, September 2006. (Abstract/Fulltext PDF)
  • Kofod-Petersen, Anders: A Case-Based Approach to Realising Ambient Intelligence among Agents. Thesis for the degree doctor scientiarum, Norwegian University of Science and Technology, Trondheim, Norway, May 2007. (PDF)
  • López, Beatriz: Aprenentatge i generació de plans per a sistemes experts (1993), Universitat Politècnica de Catalunya, Barcelona, Catalonia.
  • Martin, Francisco: Case-Based Sequence Analysis in Dynamic, Imprecise, and Adversarial Domains (2004), Universitat Politècnica de Catalunya, Barcelona, Catalonia. (URL)
  • Munoz-Avila, H. Integrating Twofold Case Retrieval and Complete Decision Replay in CAPlan/CbC. PhD Thesis, University of Kaiserslautern, Kaiserslautern, Germany, 1998. ([2] various formats)
  • Ontañón, Santiago: Ensemble Case-Based Learning for Multi-Agent Systems (2005), Universitat Autònoma de Barcelona, Cerdanyola del Vallès, Catalonia. ([3])
  • Öztürk, Pinar: A Knowledge Level Model of Context and Context Use in Diagnostic Domains. Thesis for the degree doctor scientiarum, Norwegian University of Science and Technology, Trondheim, Norway, January 2000.
  • Ram, Ashwin. Question-Driven Understanding: An Integrated Theory of Story Understanding, Memory, and Learning, PhD Dissertation, Department of Computer Science, Yale University, 1989.
  • Ros, Raquel. Action Selection in Cooperative Robot Soccer using Case-Based Reasoning. Monografies de l'Institut d'Investigació en Inteligència Artificial, Vol. 33, IIIA-CSIC, Barcelona, Spain, 2008.([4])
  • Santamaria, Juan Carlos. Learning Adaptive Reactive Agents, PhD Dissertation, College of Computing, Georgia Institute of Technology, 1997. (URL)
  • Sørmo, Frode: Case-Based Tutoring with Concept Maps. Thesis for the degree doctor scientiarum, Norwegian University of Science and Technology, Trondheim, Norway, February 2007. (Abstract/Fulltext PDF)
  • Xu, Ke: Case-Based Task Decomposition with Incomplete Domain Descriptions. Lehigh University. Bethlehem, PA, USA, 2006. (PDF)


Hector Muñoz-Avila (hem4 at lehigh.edu) is responsible for maintaining this page. You can send him corrections, edits and comments.
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