Diagnostic method for thyroid disease using audio analysis technology(PDF)
《中国医学物理学杂志》[ISSN:1005-202X/CN:44-1351/R]
- Issue:
- 2024年第8期
- Page:
- 1031-1035
- Research Field:
- 医学信号处理与医学仪器
- Publishing date:
Info
- Title:
- Diagnostic method for thyroid disease using audio analysis technology
- Author(s):
- LIU Tong; ZHANG Bowei; FENG Chao; GU Yi; GAO Qingshan
- Department of Thyroid Surgery, Sichuan Provincial Peoples Hospital, Chengdu 610072, China
- Keywords:
- Keywords: thyroid disease audio analysis GA-SVM model diagnostic method
- PACS:
- R318
- DOI:
- DOI:10.3969/j.issn.1005-202X.2024.08.017
- 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.
Last Update: 2024-08-31