S-WD-EEMD: A hybrid framework for imbalanced sEMG signal analysis in diagnosis of human knee abnormality - Vijayvargiya, Ankit; Sinha, Aparna; Gehlot, Naveen; Jena, Ashutosh; Kumar, Rajesh; Moran, Kieran (PloS one, 2024)
Keywords: Abnormalities; Adult; Algorithms; Artificial intelligence; Classifiers; Data processing; Decomposition; Diagnosis; Electromyography; Electromyography - methods; Female; Humans; Injuries; Knee; Knee - physiopathology; Knee Joint - physiopathology; Learning algorithms; Machine Learning; Male; Medical diagnosis; Muscles; Neural networks; Neuromuscular diseases; Orthopedics; Oversampling; Range of motion; Signal analysis; Signal classification; Signal processing; Signal Processing, Computer-Assisted; Support vector machines; Wavelet Analysis; Wavelet transforms; Taiwan