Cough recognition in pneumoconiosis patients based on a flexible patch with an embedded ACC sensor for remote monitoring

Table 3 Ranking of classification models for cough recognition using the MCDM approach

Classifier	TOPSIS	VIKOR.R	VIKOR.S	VIKOR.Q	Final rank
Random Forest	0.286	0.033	0.033	0	1
CatBoost	0.285	0.071	0.081	0.1	2
Bagging	0.281	0.053	0.11	0.08	3
Gradient Boosting	0.285	0.071	0.083	0.101	4
KNN	0.282	0.144	0.191	0.302	5
XGBoost	0.280	0.114	0.186	0.24	6
Logistic Regression	0.278	0.081	0.197	0.182	7
Extra Trees	0.280	0.148	0.205	0.315	8
LightGBM	0.280	0.114	0.187	0.24	9
AdaBoost	0.275	0.124	0.286	0.312	10
SVM	0.278	0.184	0.272	0.421	11
Decision Tree	0.271	0.12	0.363	0.347	12
Naive Bayes	0.240	0.29	0.966	1	13

ISSN: 1472-6947