Search Results for author: Remi Lam

Found 6 papers, 2 papers with code

GenCast: Diffusion-based ensemble forecasting for medium-range weather

no code implementations25 Dec 2023 Ilan Price, Alvaro Sanchez-Gonzalez, Ferran Alet, Timo Ewalds, Andrew El-Kadi, Jacklynn Stott, Shakir Mohamed, Peter Battaglia, Remi Lam, Matthew Willson

Probabilistic weather forecasting is critical for decision-making in high-impact domains such as flood forecasting, energy system planning or transportation routing, where quantifying the uncertainty of a forecast -- including probabilities of extreme events -- is essential to guide important cost-benefit trade-offs and mitigation measures.

Decision Making Weather Forecasting

Lookahead Bayesian Optimization with Inequality Constraints

no code implementations NeurIPS 2017 Remi Lam, Karen Willcox

We consider the task of optimizing an objective function subject to inequality constraints when both the objective and the constraints are expensive to evaluate.

Bayesian Optimization

Bayesian Optimization with a Finite Budget: An Approximate Dynamic Programming Approach

no code implementations NeurIPS 2016 Remi Lam, Karen Willcox, David H. Wolpert

We consider the problem of optimizing an expensive objective function when a finite budget of total evaluations is prescribed.

Bayesian Optimization

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