基于进化计算和FCM算法的智能2型糖尿病患者管理系统

2007 International Symposium on Information Technology Convergence (ISITC 2007) Pub Date : 2007-11-23 DOI:10.1109/ISITC.2007.25

Eungyeong Kim, M. Lee, Hyogun Yoon, T. Gatton

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引用次数: 4

摘要

本研究提出一种结合模糊c-均值(FCM)和进化计算的管理系统，以提供泛在环境中基于患者情境信息的最优治疗方案。由于FCM存在容易陷入局部解的缺点，我们通过进化计算灵敏地调整了初始值。在适应度评价中，我们采用贝叶斯验证，从中选择出较优的方案;在性能评价中，我们以2型糖尿病患者为对象进行实验和评价。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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An Intelligent Type 2 Diabetic Patient Management System Using Evolutionary Computation and FCM Algorithm

The present study proposes a management system combining fuzzy c-means (FCM) and evolutionary computation in order to provide an optimal treatment method based on the patient's context information in ubiquitous environment. Because FCM has the shortcoming of falling easily into a local solution, we adjusted the initial values sensitively through evolutionary computation. In fitness evaluation, we used Bayesian validation so that superior solutions are selected, and in performance evaluation, experiment and evaluation were made with type 2 diabetic patients.

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来源期刊

2007 International Symposium on Information Technology Convergence (ISITC 2007)

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