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Treatment of Diabetes Type II Using Genetic Algorithm

机译:遗传算法治疗糖尿病II型

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Chronic diseases is an important research field because of the growth of the number of affected people around the world. When someone has diabetes, the body either does not make enough insulin or cannot use its own insulin as well as it should. This causes sugar to build up in blood leading to complications like heart disease, stroke, and neuropathy. Poor circulation leading to loss of limbs, blindness, kidney failure, nerve damage, and death. Diagnosis plays vital role in diabetes treatment otherwise it leads to long term complications in terms of costs of the treatment of the patients and leads to many risks over the patient himself as mentioned above. In this research we propose new methodology to extract the best testing sequence evaluation mechanism for helping doctors to evaluate their patient’s cases and make the best decisions about the medicine being given. We managed to create chromosomes population each of which consists of binary decision tree, as this implementation considered being the best scenario of our problem. The system proves its efficiency by applying it on 50 patients and the results shows accuracy percentage of 95.4%.
机译:慢性病是一个重要的研究领域,因为世界各地受影响人群的增长。当有人患有糖尿病时,身体要么没有足够的胰岛素,要么不能使用自己的胰岛素。这使得糖在血液中积聚,导致心脏病,中风和神经病变等并发症。循环差导致肢体丧失,失明,肾衰竭,神经损伤和死亡。诊断在糖尿病治疗中起着至关重要的作用,否则它在患者治疗的成本方面导致长期并发症,并导致患者对患者的许多风险如上所述。在本研究中,我们提出了新的方法,以提取最佳测试序列评估机制,帮助医生评估其患者的病例,并为所赋予的药物做出最佳决定。我们设法创建染色体群体,其中每个人都由二进制决策树组成,因为这种实现被认为是我们问题的最佳情景。该系统通过将其应用于50名患者,结果表明,结果显示了95.4%的准确性百分比。

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