Supervised learning for automatic emotion recognition in Parkinson’s disease through smartwatch signals

• Published in: Expert systems with applications Vol. 249; p. 123474
• Main Authors: Pepa, Lucia, Spalazzi, Luca, Ceravolo, Maria Gabriella, Capecci, Marianna
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.09.2024
• Subjects: Automatic emotion recognition; Machine learning; Parkinson’s disease; Random forest; Shapley value; Smartwatch; Automatic emotion recognition; Random forest; Shapley value; Parkinson’s disease; Smartwatch; Machine learning

People with Parkinson’s Disease (PwPD) usually experience several neuropsychiatric signs such as anxiety, depression, and negative emotions that contribute to disability and worsening of quality of life. Notwithstanding, the assessment of these symptoms are largely underrated, subjective and difficu...