{"title":"Energy Efficient Data Mining Approach for Estimating the Diabetes","authors":"R RajeshSharma","doi":"10.36548/jeea.2021.2.004","DOIUrl":null,"url":null,"abstract":"Diabetes is a major cause of organ failure in the human body, and it is one of the leading causes of organ failure. As of now, there is no preventive medicine or vaccine for diabetes. As a result, people all around the world are accustomed to living with diabetes for the rest of their lives. Medical practitioners advise diabetic patients to have a healthy lifestyle that includes regular exercise and a well-balanced diet in order to prevent the effects of diabetes from spreading to other organs of the human body. In most cases, the diabetes is spreading like a heredity disease to the infected people and even to children and it can’t be estimated priory. In recent days, the deep learning algorithms are widely used to estimate the forthcoming effects of several problems by using the data mining process. In the proposed work, the performance of deep ANN and back propagation ANN is considered for estimating diabetes from several primary data factors obtained from a publicly available dataset called Pima Indian diabetes dataset.","PeriodicalId":11075,"journal":{"name":"Day 1 Mon, June 28, 2021","volume":"16 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2021-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Day 1 Mon, June 28, 2021","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.36548/jeea.2021.2.004","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Diabetes is a major cause of organ failure in the human body, and it is one of the leading causes of organ failure. As of now, there is no preventive medicine or vaccine for diabetes. As a result, people all around the world are accustomed to living with diabetes for the rest of their lives. Medical practitioners advise diabetic patients to have a healthy lifestyle that includes regular exercise and a well-balanced diet in order to prevent the effects of diabetes from spreading to other organs of the human body. In most cases, the diabetes is spreading like a heredity disease to the infected people and even to children and it can’t be estimated priory. In recent days, the deep learning algorithms are widely used to estimate the forthcoming effects of several problems by using the data mining process. In the proposed work, the performance of deep ANN and back propagation ANN is considered for estimating diabetes from several primary data factors obtained from a publicly available dataset called Pima Indian diabetes dataset.
糖尿病是人体器官衰竭的主要原因,是导致器官衰竭的主要原因之一。到目前为止,还没有预防糖尿病的药物或疫苗。因此,全世界的人都习惯了与糖尿病一起度过余生。医生建议糖尿病患者保持健康的生活方式,包括经常锻炼和均衡的饮食,以防止糖尿病的影响扩散到人体的其他器官。在大多数情况下,糖尿病像遗传疾病一样传播给感染者甚至儿童,而且无法估计其先期。近年来,深度学习算法被广泛用于利用数据挖掘过程来估计一些问题即将产生的影响。在提出的工作中,考虑了深度神经网络和反向传播神经网络的性能,以从公开可用的数据集(称为Pima Indian diabetes dataset)中获得的几个主要数据因素来估计糖尿病。