Medical Big Data Statistical Management System Based on Decision Tree Algorithm

被引:0
|
作者
Miao, Yuhang [1 ]
Yu, Hang [2 ]
Song, Jiajia [3 ]
机构
[1] Qiqihar Med Univ, Sch Basic Med, Qiqihar 161006, Heilongjiang, Peoples R China
[2] Qiqihar Med Univ, Affiliated Hosp 2, Qiqihar 161006, Heilongjiang, Peoples R China
[3] Qiqihar Med Univ, Sch Marxism, Qiqihar 161006, Heilongjiang, Peoples R China
来源
2022 IEEE 6TH ADVANCED INFORMATION TECHNOLOGY, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (IAEAC) | 2022年
关键词
Decision Tree Algorithm; C4.5; Algorithm; Medical Big Data; Distributed Data Processing;
D O I
10.1109/IAEAC54830.2022.9929535
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In some hospitals, it is often seen that because there are more patients and fewer doctors, the attending doctor often rushes between the patient's wards to query the patient's physiological data, or the nurse is responsible for recording the patient's physiological data and reporting it to the doctor. The work is very labor-intensive, and the data seen by the doctor is not real-time data, so the judgment of the patient's condition is not real-time and effective. To this end, this paper develops a medical big data statistical management system, which collects, counts, and stores patients' medical information in the system's management database for centralized management and facilitates query. For the storage of medical big data(BD), this paper uses a distributed cache framework to store medical data information, and implements distributed data processing through the C4.5 algorithm of the decision tree(DT) algorithm. The experimental results of large-scale(LC) medical data processing based on the C4.5 algorithm are also The data processing efficiency of the algorithm is illustrated, which provides great convenience for medical data management.
引用
收藏
页码:2041 / 2046
页数:6
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