Probabilistic Temporal Prediction of Continuous Disease Trajectories and Treatment Effects Using Neural SDEs
Personalized medicine based on medical images, including predicting future individualized
clinical disease progression and treatment response, would have an enormous impact on …
clinical disease progression and treatment response, would have an enormous impact on …
On the Generalization and Approximation Capacities of Neural Controlled Differential Equations
L Bleistein, A Guilloux - arXiv preprint arXiv:2305.16791, 2023 - arxiv.org
Neural Controlled Differential Equations (NCDEs) are a state-of-the-art tool for supervised
learning with irregularly sampled time series (Kidger, 2020). However, no theoretical …
learning with irregularly sampled time series (Kidger, 2020). However, no theoretical …