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. 2025 Jan 17;13(2):181. doi: 10.3390/healthcare13020181
AdaBoost Adaptive boosting
ANN Artificial Neural Network
AUC area under the curve
AUROC Area Under the Receiver Operating Curve
Bagging Bootstrapped aggregating
Bi-LSTM Bidirectional Long Short-Term Memory
BMI body mass index
CC Correlation Coefficient
CNN Convolutional Neural Network
DWT discrete wavelet transform
ELM Extreme Learning Machine
FFNN Feedforward Neural Network
GBM Gradient Boosting Machine
HRV heart rate variability
HT Hilbert transform
ICC Interclass Correlation Coefficient
kNN k-nearest neighbor
KSVM Kernel SVM
LASSO Least Absolute Shrinkage and Selection Operator
LD Linear Discriminant
LGBM Light Gradient Boosting Machine
LR Logistic regression
ML Machine Learning
MLPs Multilayer Perceptron Networks
NB Naïve Bayes
OSA Obstructive Sleep Apnea
PCA principal component analysis
QD Quadratic Discriminant
RF random forest
RR Ridge regression
SVM Support Vector Machine
TAN tree-augmented Naïve Bayes
XGB Extreme Gradient Boosting