Performance Evaluation of the Machine Learning Algorithms Used in Inference Mechanism of a Medical Decision Support System
Joint Authors
Bal, Mert
Sever, Hayri
Kose, Guven
Amasyali, M. Fatih
Demırhan, Ayse
Source
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-15, 15 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-09-11
Country of Publication
Egypt
No. of Pages
15
Main Subjects
Medicine
Information Technology and Computer Science
Abstract EN
The importance of the decision support systems is increasingly supporting the decision making process in cases of uncertainty and the lack of information and they are widely used in various fields like engineering, finance, medicine, and so forth, Medical decision support systems help the healthcare personnel to select optimal method during the treatment of the patients.
Decision support systems are intelligent software systems that support decision makers on their decisions.
The design of decision support systems consists of four main subjects called inference mechanism, knowledge-base, explanation module, and active memory.
Inference mechanism constitutes the basis of decision support systems.
There are various methods that can be used in these mechanisms approaches.
Some of these methods are decision trees, artificial neural networks, statistical methods, rule-based methods, and so forth.
In decision support systems, those methods can be used separately or a hybrid system, and also combination of those methods.
In this study, synthetic data with 10, 100, 1000, and 2000 records have been produced to reflect the probabilities on the ALARM network.
The accuracy of 11 machine learning methods for the inference mechanism of medical decision support system is compared on various data sets.
American Psychological Association (APA)
Bal, Mert& Amasyali, M. Fatih& Sever, Hayri& Kose, Guven& Demırhan, Ayse. 2014. Performance Evaluation of the Machine Learning Algorithms Used in Inference Mechanism of a Medical Decision Support System. The Scientific World Journal،Vol. 2014, no. 2014, pp.1-15.
https://search.emarefa.net/detail/BIM-1048430
Modern Language Association (MLA)
Bal, Mert…[et al.]. Performance Evaluation of the Machine Learning Algorithms Used in Inference Mechanism of a Medical Decision Support System. The Scientific World Journal No. 2014 (2014), pp.1-15.
https://search.emarefa.net/detail/BIM-1048430
American Medical Association (AMA)
Bal, Mert& Amasyali, M. Fatih& Sever, Hayri& Kose, Guven& Demırhan, Ayse. Performance Evaluation of the Machine Learning Algorithms Used in Inference Mechanism of a Medical Decision Support System. The Scientific World Journal. 2014. Vol. 2014, no. 2014, pp.1-15.
https://search.emarefa.net/detail/BIM-1048430
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1048430