Performance Evaluation of Machine Learning Frameworks for Aphasia Assessment

• Published in: Sensors (Basel, Switzerland) Vol. 21; no. 8; p. 2582
• Main Authors: Mahmoud, Seedahmed S., Kumar, Akshay, Li, Youcun, Tang, Yiting, Fang, Qiang
• Format: Journal Article
• Language: English
• Published: Switzerland MDPI AG 07.04.2021; MDPI
• Subjects: Algorithms; Aphasia; Aphasia - diagnosis; aphasia assessment; Artificial intelligence; Classification; Data collection; Datasets; deep neural network; Humans; Language; Machine Learning; machine learning framework; Mandarin; Medical imaging; Neural networks; Neural Networks, Computer; Patients; Performance evaluation; Speaking; Speech; speech impairment; China; aphasia assessment; Mandarin; machine learning framework; speech impairment; deep neural network

Speech assessment is an essential part of the rehabilitation procedure for patients with aphasia (PWA). It is a comprehensive and time-consuming process that aims to discriminate between healthy individuals and aphasic patients, determine the type of aphasia syndrome, and determine the patients’ imp...