Skip to main content

A Fuzzy Temporal Diagnosis Algorithm and a Hypothesis Discrimination Proposal

  • Conference paper

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 3561))

Abstract

Over the last decades, Artificial Intelligence has approached the decision support system design in medical domains by capturing the knowledge and configuring it in knowledge intensive software systems. Model-based diagnosis is one of the techniques which has produced the best results, such as diagnosis intelligent systems in the realm of medicine. In this domain, one of the key factors is the temporal dimension. This variable enormously complicates the design of such systems, and in particular the process of getting a reliable diagnosis solution. This paper presents a Diagnosis Abductive Algorithm based on Fuzzy Temporal Abnormal Model. This algorithm provides a solution for the above problem by the description of its dianosis explanation, allowing an approach based on the Possibility Theory for the evaluation of the diagnosis hypotheses.

This work was supported by the Spanish MEC under project MEDICI (TIC2003-09400-C04-01), the Murcia Regional Government under project PB/46/FS/02, the Spanish MEC under the FPU national plan (grant ref. AP2003-4476), and the SENECA Foundation of the Murcia Reginal Government (grant ref. FPI00911CV02).

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

Buying options

Chapter
USD   29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD   39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD   54.99
Price excludes VAT (USA)
  • Compact, lightweight 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

Learn about institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Torasso, P.: Multiple representations and multi-modal reasoning in medical diagnostic systems. Artificial Intelligence in Medicine 23, 46–69 (2001)

    Article  Google Scholar 

  2. Long, W.: Temporal reasoning for diagnosis in causal probabilistic knowledge base. Artificial Intelligence in Medicine 8, 193–215 (1996)

    Article  Google Scholar 

  3. Brusoni, V., Console, L., Terenziani, P., Dupré, D.T.: A spectrum of definitions for temporal model-based diagnosis. Artificial Intelligence 102, 39–79 (1998)

    Article  MATH  MathSciNet  Google Scholar 

  4. Campos, M., Cárceles, A., Palma, J., Marín, R.: A general purporse fuzzy temporal information management engine. In: EurAsia-ICT 2002. Advances in information and communication technology, pp. 93–97 (2002)

    Google Scholar 

  5. Palma, J., Juárez, J.M., Campos, M., Marín, R.: A fuzzy approach to temporal model-based diagnosis for intensive care units. In: Proccedings of 16th ECAI, pp. 868–872 (2004)

    Google Scholar 

  6. Hamscher, W., Console, L., de Kleer, J.: Readings in Model-Based Diagnosis. Morgan Kauffman, San Mateo (1992)

    Google Scholar 

  7. Console, L., Protinale, L., Dupré, D.T.: Using compiled knowledge to guide focus abductive diagnosis. IEEE Transactions on Knowledge and Data Engineering 8(5), 690–706 (1996)

    Article  Google Scholar 

  8. Brusoni, V., Console, L., Terenziani, P.: Efficient query answering in LaTeR. In: TIME-1995 International Workshop on Temporal Representation and Reasoning, pp. 121–128 (1995)

    Google Scholar 

  9. Dubois, D., Prade, H.: Possibilistic Theory: An Approach to Computerized Processing of Uncertainty. Plenum Press, New York (1988)

    Google Scholar 

  10. Portinale, L., Magro, D., Torasso, P.: Multi-modal diagnosis combining case-based and model-based reasoning: a formal and experimental analysis. Artificial Intelligence (158), 109–153 (2004)

    Article  MATH  MathSciNet  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2005 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Palma, J., Juárez, J.M., Campos, M., Marín, R. (2005). A Fuzzy Temporal Diagnosis Algorithm and a Hypothesis Discrimination Proposal. In: Mira, J., Álvarez, J.R. (eds) Mechanisms, Symbols, and Models Underlying Cognition. IWINAC 2005. Lecture Notes in Computer Science, vol 3561. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11499220_47

Download citation

  • DOI: https://doi.org/10.1007/11499220_47

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-26298-5

  • Online ISBN: 978-3-540-31672-5

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics