Skip to main content

Towards Computer-Aided Differential Diagnosis: A Holonic Multi-agent Based Medical Diagnosis System

  • Conference paper
  • First Online:
Distributed Computing and Artificial Intelligence, Special Sessions, 15th International Conference (DCAI 2018)

Part of the book series: Advances in Intelligent Systems and Computing ((AISC,volume 801))

  • 687 Accesses

Abstract

The state of the art of the Medical Diagnosis Systems (MDSs) has demonstrated an exciting advancement in recent years. Clearly, the success of these systems is very much dependent on the quality of their input, however, so far no computer-aided decision support system has been introduced to address this issue. Such a system should be capable of performing the Differential Diagnosis (DDx) process, in which upon receiving the chief compliant, some potential diagnoses are considered, according to which enough evidence and supporting information will be gathered in order to shrink the probability of the other candidates. This paper shows that DDx domain is a holonic domain, and hence, this process can be implemented using a holonic multi-agent based MDS.

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 129.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 169.99
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

Institutional subscriptions

Similar content being viewed by others

References

  1. IBM Watson Health: Available https://www.ibm.com/watson/health/

  2. Fisher, H., Tomlinson, A., Ramnarayan, P., Britto, J.: ISABEL: support with clinical decision making. Pediatr. Nurs. 15(7), 34–35 (2003)

    Article  Google Scholar 

  3. Merriam-Webster: Differential Diagnosis. https://www.merriam-webster.com/dictionary/differential%20diagnosis

  4. Segen, J.: Concise Dictionary of Modern Medicine. McGraw-Hill, New York (2006)

    Google Scholar 

  5. Akbari, Z., Unland, R.: A holonic multi-agent system approach to differential diagnosis. In: Berndt, J., Unland, R. (eds.) Multiagent System Technologies. MATES 2017. LNCS, vol. 10413, pp. 272–290 (2017)

    Chapter  Google Scholar 

  6. Akbari, Z., Unland, R.: A holonic multi-agent based diagnostic decision support system for computer-aided history and physical examination. In: Submitted to the 16th International Conference on Practical Applications of Agents and Multi-Agent Systems (2018)

    Google Scholar 

  7. Koestler, A.: The Gost in the Machine. Hutchinson, London (1967)

    Google Scholar 

  8. Gerber, C., Siekmann, J., Vierke, G.: Holonic Multi-Agent Systems, Technical report DFKI-RR-99-03. German Research Centre for Artificial Intelligence (1999)

    Google Scholar 

  9. Ester, M., Kriegel, H.-P., Sander, J., Xu, X.: A density-based algorithm for discovering clusters in large spatial databases with noise. In: Simoudis, E., Han, J., Fayyad, U. (eds.) The 2nd International Conference on Knowledge Discovery and Data Mining, pp. 226–231 (1996)

    Google Scholar 

  10. Akbari, Z., Unland, R.: Automated determination of the input parameter of the dbscan based on outlier detection. In: Artificial Intelligence Applications and Innovations. IFIP Advances in Information and Communication Technology, vol. 475, pp. 280–291 (2016)

    Google Scholar 

  11. NIST/SEMATECH e-Handbook of Statistical Methods. http://www.itl.nist.gov/div898/handbook/. Accessed Mar 2018

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Zohreh Akbari .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2019 Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Akbari, Z., Unland, R. (2019). Towards Computer-Aided Differential Diagnosis: A Holonic Multi-agent Based Medical Diagnosis System. In: Rodríguez, S., et al. Distributed Computing and Artificial Intelligence, Special Sessions, 15th International Conference. DCAI 2018. Advances in Intelligent Systems and Computing, vol 801. Springer, Cham. https://doi.org/10.1007/978-3-319-99608-0_46

Download citation

Publish with us

Policies and ethics