Robust optimization of convolutional neural networks with a uniform experiment design method: a case of phonocardiogram testing in patients with heart diseases

BMC Bioinformatics

Tian-Hsiang Huang¹  Fu-I. Chou²  Jin-Yi Qu²  Jinn-Tsong Tsai³  Jyh-Horng Chou⁴  Wen-Hsien Ho⁵  Po-Yuan Yang⁶  Po-Chih Chang⁷ 

[1] Center for Big Data Research, Kaohsiung Medical University, No.100, Shin-Chuan 1st Road, 807, Kaohsiung, Taiwan;Department of Electrical Engineering, National Kaohsiung University of Science and Technology, No. 415, Chien-Kung Road, 807, Kaohsiung, Taiwan;Department of Healthcare Administration and Medical Informatics, Kaohsiung Medical University, No.100, Shin-Chuan 1st Road, 807, Kaohsiung, Taiwan;Department of Computer Science, National Pingtung University, No. 4-18, Min-Sheng Road, 900, Pingtung, Taiwan;Department of Healthcare Administration and Medical Informatics, Kaohsiung Medical University, No.100, Shin-Chuan 1st Road, 807, Kaohsiung, Taiwan;Department of Mechanical Engineering, National Chung-Hsing University, No. 145, Xingda Road, 402, Taichung, Taiwan;Department of Electrical Engineering, National Kaohsiung University of Science and Technology, No. 415, Chien-Kung Road, 807, Kaohsiung, Taiwan;Department of Healthcare Administration and Medical Informatics, Kaohsiung Medical University, No.100, Shin-Chuan 1st Road, 807, Kaohsiung, Taiwan;Department of Medical Research, Kaohsiung Medical University Hospital, No.100, Shin-Chuan 1st Road, 807, Kaohsiung, Taiwan;Department of Information Engineering and Computer Science, Feng Chia University, No. 100, Wenhwa Road, 407, Taichung, Taiwan;Division of Thoracic Surgery, Department of Surgery, Kaohsiung Medical University Hospital, No.100, Shin-Chuan 1st Road, 807, Kaohsiung, Taiwan;Weight Management Center, Kaohsiung Medical University Hospital, No.100, Shin-Chuan 1st Road, 807, Kaohsiung, Taiwan;College of Medicine, Ph.D. Program in Biomedical Engineering, Kaohsiung Medical University, No.100, Shin-Chuan 1st Road, 807, Kaohsiung, Taiwan;Department of Sports Medicine, College of Medicine, Kaohsiung Medical University, No.100, Shin-Chuan 1st Road, 807, Kaohsiung, Taiwan;

关键词: Phonocardiogram;    Heart disease;    Robust optimization;    Convolutional neural network;    Uniform design;   

DOI  :  10.1186/s12859-021-04032-8

来源: Springer

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