Skip to main content

Case-Based Reasoning Systems

  • Chapter
  • First Online:
Successful Case-based Reasoning Applications-2

Part of the book series: Studies in Computational Intelligence ((SCI,volume 494))

Abstract

This book reports on a set of recently implemented intelligent systems, having the case-based reasoning (CBR) methodology as their core. The selected works witness the heterogeneity of the domains in which CBR can be exploited, but also reveal some common directions that are clearly emerging in this specific research area. The present chapter provides a brief introduction to CBR, for readers unfamiliar with the topic. It then summarizes the main research contributions that will be presented in depth in the following chapters of this book.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 84.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Hardcover Book
USD 109.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. Aamodt, A., Plaza. E.: Case-based reasoning: foundational issues, methodological variations and systems approaches. AI Commun. 7, 39–59 (1994)

    Google Scholar 

  2. Aha, D., Munoz-Avila, H.: Introduction: interactive case-based reasoning. Appl. Intell. 14, 7–8 (2001)

    Google Scholar 

  3. Aha, D., Marling, C., Watson, I.: Case-based reasoning commentaries: introduction. Knowl. Eng. Rev. 20, 201–202 (2005)

    Google Scholar 

  4. Bergmann, R.: Experience Management: Foundations, Development Methodology, and Internet-based Applications. Springer, Berlin (2002)

    Google Scholar 

  5. Bichindaritz, I.:Memory Structures and Organization in Case-Based Reasoning. Studies in Computational Intelligence, vol. 73, pp. 175–194. Springer, Berlin (2008)

    Google Scholar 

  6. De Mantaras, R.L., McSherry, D., Bridge, D., Leake, D., Smyth, B., Craw, S., Faltings, B., Maher, M.L., Cox, M.T., Forbus, K.: Retrieval, reuse, revision and retention in case-based reasoning. Knowl. Eng. Rev. 20, 215–240 (2005)

    Article  Google Scholar 

  7. Elhadi, M.T.: Using statutes-based IR drive legal CBR. Appl. Artif. Intell. 15(6), 587–600 (2001)

    Google Scholar 

  8. Hullermeier, H.: Case-Based Approximate Reasoning. Springer, Berlin (2007)

    Google Scholar 

  9. Jurisica, I., Glasgow, J.: Applications of case-based reasoning in molecular biology. AI Mag. 25(1), 85–95 (2004)

    Google Scholar 

  10. Kolodner, J.L.: Case-based reasoning. Morgan Kaufmann, San Mateo, CA (1993)

    Google Scholar 

  11. Leake, D.B., Smyth, B., Wilson, D.C., Yang, Q. (eds): Special issue on maintaining case based reasoning systems. Comput. Intell. 17(2), 193–398 (2001)

    Google Scholar 

  12. Minor, M., Montani, S., Recio Garcia, J. (eds): Special issue on process-oriented case-based reasoning. Inf. Sys. (2013, in press)

    Google Scholar 

  13. Montani, S.: How to use contextual knowledge in medical case-based reasoning systems: a survey on very recent trends. Artif. Intell. Med. 51, 125–131 (2011)

    Article  Google Scholar 

  14. Patterson, D., Rooney, N., Galushka, M.: A regression based adaptation strategy for case-based reasoning. In: Dechter, R., Kearns, M., Sutton, R. (eds.) Eighteenth National Conference on Artificial intelligence Edmonton, Alberta, Canada, pp. 87–92. American Association for Artificial Intelligence, Menlo Park, CA (2002)

    Google Scholar 

  15. Surma, J., Vanhoof, K.: Integration rules and cases for the classification task. In: Veloso, M., Aamodt, A. (eds) Proceedings of the 1st International Conference on Case-Based Reasoning, Sesimbra, Portugal. Lecture Notes in Computer Science, vol. 1010, pp. 325–334. Springer, Berlin (1995)

    Google Scholar 

  16. Watson, I.: Applying Case-Based Reasoning: Techniques for Enterprise Systems. Morgan Kaufmann, San Mateo (1997)

    MATH  Google Scholar 

  17. Wilson, D.R., Martinez, T.R.: Improved heterogeneous distance functions. J. Artif. Intell. Res. 6, 1–34 (1997)

    MathSciNet  MATH  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Lakhmi C. Jain .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2014 Springer-Verlag Berlin Heidelberg

About this chapter

Cite this chapter

Montani, S., Jain, L.C. (2014). Case-Based Reasoning Systems. In: Montani, S., Jain, L. (eds) Successful Case-based Reasoning Applications-2. Studies in Computational Intelligence, vol 494. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-38736-4_1

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-38736-4_1

  • Published:

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-38735-7

  • Online ISBN: 978-3-642-38736-4

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics