Diagnostic method for thyroid disease using audio analysis technology

VernacularTitle:基于音频分析技术的甲状腺疾病诊断方法
Author: Tong LIU ¹ ; Bowei ZHANG ; Chao FENG ; Yi GU ; Qingshan GAO
Author Information

1. 四川省人民医院甲状腺外科,四川成都 610072
Keywords: thyroid disease; audio analysis; GA-SVM model; diagnostic method
From: Chinese Journal of Medical Physics 2024;41(8):1031-1035
CountryChina
Language:Chinese
Abstract: By combining the ability of SMOTE data augmentation method to process complex audio data with the accurate prediction ability of GA-SVM,a GA-SVM model based on SMOTE data augmentation algorithm is proposed and applied to the diagnosis of thyroid diseases.The results demonstrate the excellent performance of the proposed method in the classification and diagnosis of thyroid diseases.Compared with other methods,the proposed method has better diagnostic efficacy and higher applicability in the classification and diagnosis of thyroid diseases.