3 papers
cs.LG2026
Sonata: A Hybrid World Model for Inertial Kinematics under Clinical Data Scarcity
Blaise Delaney, Salil Patel, Yuji Xing +3
We introduce Sonata, a compact latent world model for six-axis trunk IMU representation learning under clinical data scarcity. Clinical cohorts typically comprise tens to hundreds…
eess.IV2024
2D and 3D Deep Learning Models for MRI-based Parkinson's Disease Classification: A Comparative Analysis of Convolutional Kolmogorov-Arnold Networks, Convolutional Neural Networks, and Graph Convolutional Networks
Salil B Patel, Vicky Goh, James F FitzGerald +1
Parkinson's Disease (PD) diagnosis remains challenging. This study applies Convolutional Kolmogorov-Arnold Networks (ConvKANs), integrating learnable spline-based activation functi…
q-bio.QM2024
Hierarchical Machine Learning Classification of Parkinsonian Disorders using Saccadic Eye Movements: A Development and Validation Study
Salil B Patel, Oliver B Bredemeyer, James J FitzGerald +1
Discriminating between Parkinson's Disease (PD) and Progressive Supranuclear Palsy (PSP) is difficult due to overlapping symptoms, especially early on. Saccades (rapid conjugate ey…