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运用分类技术对贫血进行统计分析。

Using classification techniques for statistical analysis of Anemia.

机构信息

Computer Science and Engineering, India; Indira Gandhi Delhi Technical University for Women, India.

出版信息

Artif Intell Med. 2019 Mar;94:138-152. doi: 10.1016/j.artmed.2019.02.005. Epub 2019 Feb 19.

Abstract

Anemia in children is becoming a worldwide problem owing to the unawareness among people regarding the disease, its causes and preventive measures. This study develops a decision support system using data mining techniques that are applied to a database containing data about nutritional factors for children. The data set was taken from NFHS-4, a survey conducted by the Government of India in 2015-16. The work attempts to predict anemia among children and establish a relation between mother's health and diet during pregnancy and its effects on anemic status of her child. It aims to help parents and clinicians to understand the influence of an infant's feeding practices and diet on his/her health and provide guidelines regarding diet to prevent anemia. Earlier, systems were built on computer using medical experts' advicewhich was then translated into algorithms for use. However, this method was time consuming thus, artificial intelligence came into play utilizing knowledge discovery and data mining tools for predictive modeling. The two techniques, decision tree and association rule mining has been applied and compared to select more appropriate technique for this particular task and a model is proposed in the healthcare domain with the aim to reduce the risk of the blood-related disease anemia.

摘要

由于人们对这种疾病、其病因和预防措施缺乏认识,儿童贫血正在成为一个全球性问题。本研究使用数据挖掘技术开发了一个决策支持系统,该系统应用于一个包含儿童营养因素数据的数据库。该数据集取自 NFHS-4,这是印度政府于 2015-16 年进行的一项调查。这项工作试图预测儿童贫血,并建立母亲在怀孕期间的健康和饮食与其孩子贫血状况之间的关系。它旨在帮助父母和临床医生了解婴儿喂养习惯和饮食对其健康的影响,并提供有关预防贫血的饮食指南。早期,系统是在计算机上使用医学专家的建议构建的,然后将其转化为算法供使用。然而,这种方法耗时耗力,因此人工智能开始发挥作用,利用知识发现和数据挖掘工具进行预测建模。已经应用了决策树和关联规则挖掘这两种技术,并进行了比较,以选择更适合该特定任务的技术,并提出了一个在医疗保健领域的模型,旨在降低与血液相关的疾病贫血的风险。

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