no code implementations • 7 Feb 2021 • Simon Olofsson, Eduardo S. Schultz, Adel Mhamdi, Alexander Mitsos, Marc Peter Deisenroth, Ruth Misener
Typically, several rival mechanistic models can explain the available data, so design of dynamic experiments for model discrimination helps optimally collect additional data by finding experimental settings that maximise model prediction divergence.
1 code implementation • 5 Oct 2018 • Simon Olofsson, Lukas Hebing, Sebastian Niedenführ, Marc Peter Deisenroth, Ruth Misener
Given rival mathematical models and an initial experimental data set, optimal design of experiments suggests maximally informative experimental observations that maximise a design criterion weighted by prediction uncertainty.
no code implementations • ICML 2018 • Simon Olofsson, Marc Peter Deisenroth, Ruth Misener
Healthcare companies must submit pharmaceutical drugs or medical devices to regulatory bodies before marketing new technology.