Comparison of different inference algorithms for medical decision making

Guven Kose; Hayri Sever; Mert Bal; Alp Ustundag

doi:10.1080/18756891.2014.853929

Comparison of different inference algorithms for medical decision making

Guven Kose, Hayri Sever, Mert Bal^*, Alp Ustundag

^*Corresponding author for this work

Department of Industrial Engineering

Research output: Contribution to journal › Article › peer-review

8 Citations (Scopus)

Abstract

A medical diagnosis system (DRCAD), which consists of two sub-modules Bayesian and rule-based inference models, is presented in this study. Three types of tests are conducted to assess the performances of the models producing synthetic data based on the ALARM network. The results indicate that the linear combination of the aforementioned models leads to a 5% and a 30% improvement in medical diagnosis when compared to the "Rule Based Method" and the "Bayesian Network Based Method", respectively.

Original language	English
Pages (from-to)	29-44
Number of pages	16
Journal	International Journal of Computational Intelligence Systems
Volume	7
Issue number	SUPPL.1
DOIs	https://doi.org/10.1080/18756891.2014.853929
Publication status	Published - Jan 2014

Keywords

ALARM Network
Bayesian Networks
Medical Decision Support Systems
Rule-Based Systems

Access to Document

10.1080/18756891.2014.853929

Cite this

@article{9e428743e2db49ea8928e083a132c3ad,

title = "Comparison of different inference algorithms for medical decision making",

abstract = "A medical diagnosis system (DRCAD), which consists of two sub-modules Bayesian and rule-based inference models, is presented in this study. Three types of tests are conducted to assess the performances of the models producing synthetic data based on the ALARM network. The results indicate that the linear combination of the aforementioned models leads to a 5% and a 30% improvement in medical diagnosis when compared to the {"}Rule Based Method{"} and the {"}Bayesian Network Based Method{"}, respectively.",

keywords = "ALARM Network, Bayesian Networks, Medical Decision Support Systems, Rule-Based Systems",

author = "Guven Kose and Hayri Sever and Mert Bal and Alp Ustundag",

year = "2014",

month = jan,

doi = "10.1080/18756891.2014.853929",

language = "English",

volume = "7",

pages = "29--44",

journal = "International Journal of Computational Intelligence Systems",

issn = "1875-6891",

publisher = "Springer International Publishing AG",

number = "SUPPL.1",

}

TY - JOUR

T1 - Comparison of different inference algorithms for medical decision making

AU - Kose, Guven

AU - Sever, Hayri

AU - Bal, Mert

AU - Ustundag, Alp

PY - 2014/1

Y1 - 2014/1

N2 - A medical diagnosis system (DRCAD), which consists of two sub-modules Bayesian and rule-based inference models, is presented in this study. Three types of tests are conducted to assess the performances of the models producing synthetic data based on the ALARM network. The results indicate that the linear combination of the aforementioned models leads to a 5% and a 30% improvement in medical diagnosis when compared to the "Rule Based Method" and the "Bayesian Network Based Method", respectively.

AB - A medical diagnosis system (DRCAD), which consists of two sub-modules Bayesian and rule-based inference models, is presented in this study. Three types of tests are conducted to assess the performances of the models producing synthetic data based on the ALARM network. The results indicate that the linear combination of the aforementioned models leads to a 5% and a 30% improvement in medical diagnosis when compared to the "Rule Based Method" and the "Bayesian Network Based Method", respectively.

KW - ALARM Network

KW - Bayesian Networks

KW - Medical Decision Support Systems

KW - Rule-Based Systems

UR - http://www.scopus.com/inward/record.url?scp=84886441555&partnerID=8YFLogxK

U2 - 10.1080/18756891.2014.853929

DO - 10.1080/18756891.2014.853929

M3 - Article

AN - SCOPUS:84886441555

SN - 1875-6891

VL - 7

SP - 29

EP - 44

JO - International Journal of Computational Intelligence Systems

JF - International Journal of Computational Intelligence Systems

IS - SUPPL.1

ER -

Comparison of different inference algorithms for medical decision making

Abstract

Keywords

Access to Document

Other files and links

Fingerprint

Cite this