Medical decision support systems based on Fuzzy Cognitive Maps

Author:

Habib Shaista12,Akram Muhammad3

Affiliation:

1. Punjab University College of Information Technology, University of the Punjab, Lahore, Pakistan

2. School of Systems and Technology, University of Management and Technology, Lahore, Pakistan

3. Department of Mathematics, University of the Punjab, New Campus, Lahore, Pakistan

Abstract

This paper determines the risk for cardiovascular diseases (CVDs), and nutrition level in infants aged 0–6 months using Fuzzy Cognitive Maps (FCMs). The aim of this study is to facilitates the medical experts to early detects these diseases with accuracy, so that overall death ratio can be reduced. Firstly, we have introduced the concepts of FCMs and briefly refer to the applications of these methods in medical. After that, two intelligent decision support systems for cardiovascular and malnutrition are developed using FCMs. The proposed cardiovascular risk assessment system takes six inputs: chest pain, cholesterol, heart rate, blood pressure, blood sugar, and old peak and determines CVDs risk. The second decision support system of malnutrition diagnosis takes twelve inputs: breastfeeding, daily income, maternal education, colostrum intake, energy intake, protein intake, vitamin A intake, iron intake, family size, height, weight, head circumference, and skin fold thickness and diagnoses the nutrition level in infants. We have explained the working of both decision support systems using case studies.

Publisher

World Scientific Pub Co Pte Lt

Subject

Applied Mathematics,Modeling and Simulation

Cited by 14 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Causal Discovery From Abundant but Noisy Fuzzy Cognitive Map Set;IEEE Transactions on Fuzzy Systems;2024-07

2. Fuzzy Cognitive Map Applications in Medicine over the Last Two Decades: A Review Study;Bioengineering;2024-01-30

3. Analysis of Parameters Related to Malaria with Comparative Study on Fuzzy Cognitive Maps and Neutrosophic Cognitive Maps;Fuzzy Logic Applications in Computer Science and Mathematics;2023-09-15

4. Pythagorean fuzzy cognitive analysis for medical care and treatment decisions;Granular Computing;2023-08-26

5. An Overview of Making Decisions on Medical Problems Using Fuzzy Cognitive Maps;2023 14th International Conference on Information, Intelligence, Systems & Applications (IISA);2023-07-10

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