Classification of Patients with Diabetes Mellitus Using Neural Networks

被引:0
作者
Butkevych, Mykola [1 ]
Bazilevych, Kseniia [1 ]
Krivtsov, Serhii [1 ]
Tkachenko, Anton [2 ]
机构
[1] Natl Aerosp Univ, Kharkiv Aviat Inst, Kharkiv, Ukraine
[2] Kharkiv Natl Med Univ, Kharkiv, Ukraine
来源
INTEGRATED COMPUTER TECHNOLOGIES IN MECHANICAL ENGINEERING - 2021 | 2022年 / 367卷
基金
新加坡国家研究基金会;
关键词
Diabetes mellitus; Diagnostics; Machine learning; Neural network;
D O I
10.1007/978-3-030-94259-5_79
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The work is devoted to the actual problem of determining the diagnosis of a patient according to his biological data. The paper examines the relationship between biological data and the incidence of diabetes. An automated decision support system for analyzing and processing data based on a neural network has been developed. A neural network has been built for the classification of patients with diabetes mellitus. The simulation results show that the use of a software product based on the proposed neural network architecture will improve the accuracy of the diagnosis of diabetes mellitus by doctors.
引用
收藏
页码:1027 / 1037
页数:11
相关论文
共 26 条
  • [1] Bazilevych K., 2018, Int. J. Comput., V17, P153
  • [2] Chumachenko Dmytro, 2019, 2019 XIth International Scientific and Practical Conference on Electronics and Information Technologies (ELIT). Proceedings, P150, DOI 10.1109/ELIT.2019.8892307
  • [3] Chumachenko D., 2020, IJC, V19, P290, DOI DOI 10.47839/IJC.19.2.1773
  • [4] Chumachenko D., 2020, Communications in Computer and Information Science, V1158, P372, DOI 10.1007/978-3-030-61656-4_25
  • [5] Chumachenko D, 2019, CEUR WORKSHOP PROCEE, V2386, P321
  • [6] Intelligent Agent-Based Simulation of HIV Epidemic Process
    Chumachenko, Dmytro
    Chumachenko, Tetyana
    [J]. LECTURE NOTES IN COMPUTATIONAL INTELLIGENCE AND DECISION MAKING, 2020, 1020 : 175 - 188
  • [7] Chumachenko D, 2018, 2018 14TH INTERNATIONAL CONFERENCE ON ADVANCED TRENDS IN RADIOELECTRONICS, TELECOMMUNICATIONS AND COMPUTER ENGINEERING (TCSET), P192, DOI 10.1109/TCSET.2018.8336184
  • [8] Advanced Traveller Information Systems to Optimizing Freight Driver Route Selection
    Davidich, Natalia
    Chumachenko, Igor
    Davidich, Yurii
    Taisiia, Hanieva
    Artsybasheva, Natalia
    Tatiana, Melenchuk
    [J]. 2020 13TH INTERNATIONAL CONFERENCE ON DEVELOPMENTS IN ESYSTEMS ENGINEERING (DESE 2020), 2020, : 111 - 115
  • [9] Dotsenko N., 2019, CEURWORKSHOP P, V2353, P911
  • [10] Dudkina T., 2021, CEUR WORKSHOP PROCEE, V2824, P163