TY - GEN
T1 - Construction of PCOS Prediction Model based on BP Neural Network
AU - Hu, Xianqing
AU - Yadav, Amit
AU - Khan, Asif
AU - Sah, Abhishek Pratap
AU - Azam, Sami
PY - 2025
Y1 - 2025
N2 - Polycystic ovary syndrome (PCOS), a common endocrine-metabolic disorder affecting about 10-13% of women during reproductive age worldwide, often leads to irregular menstruation, infertility, obesity, and long-term health risks such as diabetes and cardiovascular disease. In this paper, clinical data from PCOS patients and healthy control group were collected from ten hospitals containing 37 key indicators such as age, weight, BMI, menstrual cycle, etc. BP (Back Propagation) Neural Network prediction models were constructed and compared using the collected data and the cross-validation method was used for parameter tuning. It was found that BP Neural Network performed particularly well on the test set, and both demonstrated high prediction accuracy and generalization ability which provided strong evidence for the early identification and early valuable intervention opportunities for PCOS patients.
AB - Polycystic ovary syndrome (PCOS), a common endocrine-metabolic disorder affecting about 10-13% of women during reproductive age worldwide, often leads to irregular menstruation, infertility, obesity, and long-term health risks such as diabetes and cardiovascular disease. In this paper, clinical data from PCOS patients and healthy control group were collected from ten hospitals containing 37 key indicators such as age, weight, BMI, menstrual cycle, etc. BP (Back Propagation) Neural Network prediction models were constructed and compared using the collected data and the cross-validation method was used for parameter tuning. It was found that BP Neural Network performed particularly well on the test set, and both demonstrated high prediction accuracy and generalization ability which provided strong evidence for the early identification and early valuable intervention opportunities for PCOS patients.
KW - BP Neural Network
KW - confusion matrix
KW - PCOS
KW - prediction
UR - http://www.scopus.com/inward/record.url?scp=105000014351&partnerID=8YFLogxK
U2 - 10.1109/ICMCSI64620.2025.10883524
DO - 10.1109/ICMCSI64620.2025.10883524
M3 - Conference Paper published in Proceedings
AN - SCOPUS:105000014351
T3 - 6th International Conference on Mobile Computing and Sustainable Informatics, ICMCSI 2025 - Proceedings
SP - 885
EP - 889
BT - 6th International Conference on Mobile Computing and Sustainable Informatics, ICMCSI 2025 - Proceedings
PB - IEEE, Institute of Electrical and Electronics Engineers
CY - New Jersey
T2 - 6th International Conference on Mobile Computing and Sustainable Informatics, ICMCSI 2025
Y2 - 7 January 2025 through 8 January 2025
ER -
