Title :
Diagnosis Method for Cardiac Patient Based on Improved Dempster-Shafer Evidence Theory
Author :
Wang, Ping ; Wang, Xuben
Author_Institution :
Electr. & Inf. Eng. Coll., Xihua Univ., Chengdu
Abstract :
For getting correct diagnosis result for cardiac patient, an improvement method for Dempster-Shafer combining evidence theory was put forward in this paper. Different from D-S theory, two key parameters are introduced, one is the reliability of evidence, and another is the correlation coefficient between evidences. By weighting the evidence based on its reliability, the negative effect of unreliable evidence is reduced. By decreasing the probability evaluation of certainty and increasing the probability evaluation of uncertainty, the effect of correlative evidence to fusion result is reduced too, and then we can get better diagnosis which is closer to the fact. There is an example to compare the difference between two methods, and then the advantage of the improved method is shown.
Keywords :
cardiology; case-based reasoning; medical diagnostic computing; patient diagnosis; probability; uncertainty handling; Dempster-Shafer evidence theory; cardiac patient diagnosis method; correlation coefficient; evidence reliability; probability; uncertainty evaluation; Aggregates; Cardiac disease; Educational institutions; Measurement uncertainty; Reliability engineering; Reliability theory; Waste materials;
Conference_Titel :
Bioinformatics and Biomedical Engineering, 2008. ICBBE 2008. The 2nd International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-1747-6
Electronic_ISBN :
978-1-4244-1748-3
DOI :
10.1109/ICBBE.2008.813