DataCare: Big Data Analytics Solution for Intelligent Healthcare Management

被引:16
|
作者
Baldominos, Alejandro [1 ]
De Rada, Fernando [2 ]
Saez, Yago [1 ]
机构
[1] Univ Carlos III Madrid, Comp Sci Dept, Leganes, Spain
[2] Camilo Jose Cela Univ, Madrid, Spain
关键词
Architecture; Artificial Intelligence; Big Data; Healthcare; Management; INFORMATION-SYSTEM; DESIGN;
D O I
10.9781/ijimai.2017.03.002
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents DataCare, a solution for intelligent healthcare management. This product is able not only to retrieve and aggregate data from different key performance indicators in healthcare centers, but also to estimate future values for these key performance indicators and, as a result, fire early alerts when undesirable values are about to occur or provide recommendations to improve the quality of service. DataCare's core processes are built over a free and open-source cross-platform document-oriented database (MongoDB), and Apache Spark, an open-source cluster computing framework. This architecture ensures high scalability capable of processing very high data volumes coming at fast speed from a large set of sources. This article describes the architecture designed for this project and the results obtained after conducting a pilot in a healthcare center. Useful conclusions have been drawn regarding how key performance indicators change based on different situations, and how they affect patients' satisfaction.
引用
收藏
页码:13 / 20
页数:8
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