Clairvoyance: A Pipeline Toolkit for Medical Time SeriesInternational Conference on Learning Representations (ICLR), 2023 |
Deep Kernel Learning for Mortality Prediction in the Face of Temporal
ShiftConference on Artificial Intelligence in Medicine in Europe (AIME), 2022 |
Nonstationary Multivariate Gaussian Processes for Electronic Health
RecordsJournal of Biomedical Informatics (JBI), 2019 |
Multi-Task Gaussian Processes and Dilated Convolutional Networks for
Reconstruction of Reproductive Hormonal DynamicsMachine Learning in Health Care (MLHC), 2019 |
Patient-Specific Effects of Medication Using Latent Force Models with
Gaussian ProcessesInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2019 |
GRU-ODE-Bayes: Continuous modeling of sporadically-observed time seriesNeural Information Processing Systems (NeurIPS), 2019 |
Sequential Gaussian Processes for Online Learning of Nonstationary
FunctionsIEEE Transactions on Signal Processing (IEEE Trans. Signal Process.), 2019 |