应用模糊c均值聚类法研究西族糖尿病足的临床分型

Cao Yemin, Zhang Haowei, Xu Hongtao, Xi Jiuyi, Zhu Xunsheng, Gu Zheng
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引用次数: 1

摘要

席九益,1923年生,著名外周血管疾病专家。从事科研和临床教学工作60余年,治愈患者无数。确定了糖尿病足的五种临床分型,取得了显著的疗效。然后利用103个案例的信息,通过计算迭代,采用模糊c均值聚类方法。随着样本的扩大,我们相信可以达到更高的准确率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Research on the clinical classification of Xi clan diabetic foot using fuzzy C-means clustering method
Xi Jiuyi, born in 1923, is a famous expert on peripheral vascular diseases. He has been engaged in scientific research and clinical teaching over 60 years and cured of the countless patients. He has decided the five clinical classifications of diabetic foot (DF) and got outstanding curative effects. Following the medical practice of Professor Xi and using engineering technology, we collect symptoms, signs, tongue and pulse condition of 103 cases. Then we use fuzzy C-means clustering method by calculation iterative with the information of 103 cases. The result shows the average accuracy rate is 86.41% similarity with Professor Xi's results of clinical classification. With the expansion of the samples, we believe a higher accuracy rate can be reached. We can draw a conclusion that fuzzy C-means clustering method can reflect the Professor Xi's idea of DF clinic classification, thus inherit the academic ideas of Xi effectively.
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