Skip to main content

Advertisement

Springer Nature Link
Account
Menu
Find a journal Publish with us Track your research
Search
Saved research
Cart
  1. Home
  2. Journal of Intelligent and Robotic Systems
  3. Article

Scale-guided object matching for case-based reasoning

  • Published: February 1993
  • Volume 7, pages 15–29, (1993)
  • Cite this article
Download PDF
Save article
View saved research
Journal of Intelligent and Robotic Systems Aims and scope Submit manuscript
Scale-guided object matching for case-based reasoning
Download PDF
  • Juan E. Vargas1 &
  • John R. Bourne2 
  • 48 Accesses

  • 1 Citation

  • Explore all metrics

Abstract

Case-Based Reasoning (CBR) can be seen as a problem-solving paradigm that advocates the use of previous experiences to limit search spaces and to reduce opportunities for error repetition. In this paradigm, the case at hand is compared against former experiences to select from a set of possible courses of action the best one. A comparison method is required to ensure that the most resembling experience is, in fact, chosen to drive the problem-solving process. This paper discusses an object-oriented framework that provides a scale-guided measure of similarity between objects, and shows how this framework can be applied for case-based reasoning, drawing examples from device diagnosis.

Article PDF

Download to read the full article text

Similar content being viewed by others

Towards Addressing Problem-Distribution Drift with Case Discovery

Chapter © 2023

On-Demand and Model-Driven Case Building Based on Distributed Data Sources

Chapter © 2023

Learning Case-Based Reasoning Solutions by Association Rules Approach

Chapter © 2019

Explore related subjects

Discover the latest articles, books and news in related subjects, suggested using machine learning.
  • Bayesian Network
  • Computational Intelligence
  • Enterprise Architecture
  • Knowledge Based Systems
  • Person-Centered Psychotherapy
  • Scale Invariance

References

  • Anderson, J.R.,The Architecture of Cognition, Harvard University Press (1983).

  • Ballou, N.,et al., Coupling an expert system shell with an Object-oriented Database System,J. Object-Oriented Programming 1(2), June/July (1988).

  • Dague, P., Raiman, O., and Deves, P., Troubleshooting: When modelling is the trouble,Proc. AAAI-87, Morgan Kaufmann, Seattle, WA (1987).

    Google Scholar 

  • Davis, R., Diagnostic reasoning based on structure and behavior,Artificial Intelligence,24(3), 347–410 (1984).

    Google Scholar 

  • Forbus, K., Qualitative process theory,Artificial Intelligence 24, 85–168 (1984).

    Google Scholar 

  • Forbus, K., Interpreting observations of physical systems,IEEE Trans. Systems Man Cybernet. SMC-17(3) (1987).

  • Gentner, D., Structure-mapping: A theoretical framework for analogy,Cognitive Science 7, 155–170 (1983).

    Google Scholar 

  • Goguen, J.A. and Meseguer, J., Unifying functional, object-oriented, and functional programming with logical semantics, inResearch Directions in Object-Oriented Programming, (eds B. Shriver and P. Wegner), MIT Press (1987).

  • Goldberg, A., and Robson, D.,Smalltalk 80: The Language and its Implementation, Addison-Wesley, Reading, MA (1983).

    Google Scholar 

  • Kandell, A.,Fuzzy Techniques in Pattern Recognition, Wily, New York (1982).

    Google Scholar 

  • Keane, M.T.,Analogical Problem Solving, Wiley, New York (1988).

    Google Scholar 

  • Keene, Sonya E.,Object-Oriented Programming in Common Lisp, Addison-Wesley, Reading, MA (1989).

    Google Scholar 

  • Kim, W. and Lochovsky, F.H., (eds)Object-Oriented Concepts, Databases and Applications, ACM Press (1989).

  • Kolodner, J., (ed.),Case-Based Reasoning, Proc. Workshop on CBR, May 1988, Morgan Kaufmann, Seattle, WA (1988).

    Google Scholar 

  • Milne, Robert, Strategies for diagnosis,IEEE Trans. Systems Man Cybernet. SMC-17(3) (1987).

  • Murata, M. and Kusumoto, K., Daemon: Another way of invoking methods,J. Object-Oriented Programming 2(2), July/Aug (1989).

  • Newton, M., and Watkins, J., The combination of logic and objects for knowledge representation,J. Object-Oriented Programming 1(4), Nov/Dec (1988).

  • Saunders, John H., A survey of object-oriented programming languages,J. Object-Oriented Programming 1(6), March/April (1989).

  • Shriver, B. and Wegner, P. (eds.),Research Directions in Object-Oriented Programming, MIT Press (1987).

  • Simon, H., The architecture of complexity, inThe Sciences of the Artificial, MIT Press (1969).

  • Snyder, Alan, Inheritance and the development of encapsulated software components, inResearch Directions in Object-Oriented Programming (ed. B. Shriver and P. Wegner), MIT Press (1987).

  • Spang Robinson Report, Vol. 2, No. 10, Spang Robinson, Palo Alto (1986).

  • Taenzer, D., Gangi, M., and Podar, S., Object-oriented software reuse: The yoyo problem,J. Object-Oriented Programming 2(3), Sept/Oct (1989).

  • Tversky, A., Features of similarity,Psychological Review, July (1977).

  • Vargas, J.E., Hofmann, M.O., Bourne, J.R., and Brodersen, A., Similarity-based reasoning about analog circuits,Proc. First Int. Conf. on Industrial and Eng. Applications of Artificial Intelligence and Expert Systems, Tullahoma, Tenn. (1988).

Download references

Author information

Authors and Affiliations

  1. Department of Electrical and Computer Engineering, University of South Carolina, 29208, Columbia, SC, USA

    Juan E. Vargas

  2. Department of Electrical Engineering, Vanderbilt University, 37212, Nashville, TN, USA

    John R. Bourne

Authors
  1. Juan E. Vargas
    View author publications

    Search author on:PubMed Google Scholar

  2. John R. Bourne
    View author publications

    Search author on:PubMed Google Scholar

Rights and permissions

Reprints and permissions

About this article

Cite this article

Vargas, J.E., Bourne, J.R. Scale-guided object matching for case-based reasoning. J Intell Robot Syst 7, 15–29 (1993). https://doi.org/10.1007/BF01258210

Download citation

  • Received: 07 December 1990

  • Accepted: 07 August 1991

  • Issue date: February 1993

  • DOI: https://doi.org/10.1007/BF01258210

Share this article

Anyone you share the following link with will be able to read this content:

Sorry, a shareable link is not currently available for this article.

Provided by the Springer Nature SharedIt content-sharing initiative

Key words

  • Case-based reasoning
  • object-oriented methods
  • device diagnosis
  • similarity
  • analogy
  • associative data bases

Advertisement

Search

Navigation

  • Find a journal
  • Publish with us
  • Track your research

Discover content

  • Journals A-Z
  • Books A-Z

Publish with us

  • Journal finder
  • Publish your research
  • Language editing
  • Open access publishing

Products and services

  • Our products
  • Librarians
  • Societies
  • Partners and advertisers

Our brands

  • Springer
  • Nature Portfolio
  • BMC
  • Palgrave Macmillan
  • Apress
  • Discover
  • Your US state privacy rights
  • Accessibility statement
  • Terms and conditions
  • Privacy policy
  • Help and support
  • Legal notice
  • Cancel contracts here

Not affiliated

Springer Nature

© 2026 Springer Nature