Abstract
A number of calculators that compute the risk of atherosclerosis has been developed and made available on the Internet. They all are based on computing weighted sum of risk factors. We propose instead to use more flexible rule-based approach to estimate this risk. The used rules were created using machine learning methods and further refined by domain expert. Using our rule-based expert system NEST, we built a consultation module AtherEx, that helps (via Internet) a non-expert user to evaluate his atherosclerosis risk.
Keywords
- Domain Expert
- Atherosclerosis Risk
- Atherosclerosis Risk Factor
- Combination Function
- Uncertainty Processing
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.
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References
Berka, P., Laš, V., Svátek, V.: NEST: re-engineering the compositional approach to rule-based inference. Neural Network World, 367–379 (5/04, 2004)
Berka, P., Laš, V., Tomečková, M.: AtherEx: an Expert System for Atherosclerosis Risk Assessment. In: Miksch, S., Hunter, J., Keravnou, E.T. (eds.) AIME 2005. LNCS (LNAI), vol. 3581, pp. 79–88. Springer, Heidelberg (2005)
Berka, P., Rauch, J., Tomečková, M.: Lessons Learned from the ECML/PKDD Discovery Challenge on the Atherosclerosis Risk Factors Data. Computing and Informatics 26(3), 329–344 (2007)
Duda, R.O., Gasching, J.E.: Model Design in the Prospector Consultant System for Mineral Exploration. In: Michie, D. (ed.) Expert Systems in the Micro Electronic Age. Edinburgh University Press, UK (1979)
Framingham Risk Assessment Calculator, chd.uni-muenster.de/Framingham.php
Hájek, P.: Combining Functions for Certainty Factors in Consulting Systems. Int. J. Man-Machine Studies 22 (1985)
Heart Score, http://www.escardio.org/knowledge/decision_tools/heartscore
NCEP APT III system, http://www.incirculation.net/index.asp?did=23849
PROCAM Risk Calculator, http://www.chd-taskforce.de/calculator/calculator.htm
PROCAM Risk Score, http://www.chd-taskforce.de/risk-english.htm
Rauch, J.,, Berka, P.: Knowledge Discovery in Financial Data - a Case Study. Neural Network World 7(4-5) (1997)
Risk Assessment Tool, http://www.nhlbi.nih.gov/guidelines/cholesterol/risk_tbl.htm
Shortliffe, E.H.: Computer-Based Medical Consultations: MYCIN. Elsevier, New York (1976)
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Berka, P., Tomečková, M. (2009). Atherosclerosis Risk Assessment Using Rule-Based Approach. In: Ras, Z.W., Dardzinska, A. (eds) Advances in Data Management. Studies in Computational Intelligence, vol 223. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-02190-9_16
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DOI: https://doi.org/10.1007/978-3-642-02190-9_16
Publisher Name: Springer, Berlin, Heidelberg
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