Optimizing Rare Disease Gait Classification through Data Balancing and Generative AI: Insights from Hereditary Cerebellar Ataxia - Trabassi, Dante; Castiglia, Stefano Filippo; Bini, Fabiano; Marinozzi, Franco; Ajoudani, Arash; Lorenzini, Marta; Chini, Giorgia; Varrecchia, Tiwana; Ranavolo, Alberto; De Icco, Roberto; Casali, Carlo; Serrao, Mariano (Sensors (Basel, Switzerland), 2024)
Keywords: Adult; Aged; Algorithms; Artificial Intelligence; Ataxia; Cerebellar ataxia; Cerebellar Ataxia - diagnosis; Cerebellar Ataxia - genetics; Cerebellar Ataxia - physiopathology; Classification; data augmentation; data balancing; Data collection; Datasets; Diseases; Female; Fourier transforms; Gait; Gait - physiology; gait analysis; Gait Analysis - methods; generative artificial intelligence; Humans; Kinematics; Male; Medical research; Medicine, Experimental; Middle Aged; Range of motion; Rare Diseases; Software; Walking; Italy; inertial measurement unit; rare diseases; cerebellar ataxia; data augmentation; conditional tabular generative artificial network; data balancing; synthetic minority oversampling technique; generative artificial network; generative artificial intelligence; gait analysis