Feature Selection of Diabetic Retinopathy Disease Using Particle Swarm Optimization and Neural Network

被引:0
作者
Herliana, Asti [1 ]
Arifin, Toni [1 ]
Susanti, Sari [1 ]
Hikmah, Agung Baitul [2 ]
机构
[1] Univ BSI, Bandung, Indonesia
[2] AMIK BSI Tasikmalaya, Tasikmalaya, Indonesia
来源
2018 6TH INTERNATIONAL CONFERENCE ON CYBER AND IT SERVICE MANAGEMENT (CITSM) | 2018年
关键词
Diabetic Retinopathy; Classification; particle swarm optimization (PSO); Neural Network;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Currently, there are many medical experts who face difficulty in conducting early detection for diabetic retinopathy. This occurs because it is difficult to recognize the early symptoms of this disease. In order for this disease to be detected early, an accurate classification method is required. Data mining concept is one alternative in conducting classification. This study was conducting by applying particle swarm optimization (PSO) method to select the best Diabetic Retinopathy feature based on diabetic retinopathy dataset. Then, the selected feature is further classified using classification method of neural network. The study result show that there is an increase in result by applying neural network based particle swarm optimization (PSO) of 76.11%. This study also show that there is an increase in classification result by using feature selection method of 4.35% from previous result of 71.76% by only applying neural network method.
引用
收藏
页码:128 / 131
页数:4
相关论文
共 14 条
[1]   An ensemble-based system for automatic screening of diabetic retinopathy [J].
Antal, Balint ;
Hajdu, Andras .
KNOWLEDGE-BASED SYSTEMS, 2014, 60 :20-27
[2]  
Arifin T., 2017, J INFORM, V4, P155
[3]  
Harsono F. H., 2016, WASPADA TREN DIABETE
[4]  
Herliana A., 2016, J INFORM, V3, P148
[5]  
Hidayatulloh T., 2016, SWABUMI, V4, P186
[6]  
Loke A., 2017, DIABETES
[7]  
Lubis R. R., 2008, DIABETIK RETINOPATI
[8]  
Praveena S, 2015, 2015 INTERNATIONAL CONFERENCE ON INDUSTRIAL INSTRUMENTATION AND CONTROL (ICIC), P1378, DOI 10.1109/IIC.2015.7150963
[9]  
Radhimeenakshi S, 2016, PROCEEDINGS OF THE 10TH INDIACOM - 2016 3RD INTERNATIONAL CONFERENCE ON COMPUTING FOR SUSTAINABLE GLOBAL DEVELOPMENT, P3107
[10]  
Siregar B. P., 2017, JUMLAH PENDERITA DIA