Diagnostic method for thyroid disease using audio analysis technology
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.