Search Results for author: Elizabeth Louise Baker

Found 2 papers, 0 papers with code

Simulating infinite-dimensional nonlinear diffusion bridges

no code implementations28 May 2024 Gefan Yang, Elizabeth Louise Baker, Michael L. Severinsen, Christy Anna Hipsley, Stefan Sommer

However, simulating the diffusion bridge for natural data can be challenging due to both the intractability of the drift term and continuous representations of the data.

Conditioning non-linear and infinite-dimensional diffusion processes

no code implementations2 Feb 2024 Elizabeth Louise Baker, Gefan Yang, Michael L. Severinsen, Christy Anna Hipsley, Stefan Sommer

Generative diffusion models and many stochastic models in science and engineering naturally live in infinite dimensions before discretisation.

Time Series Time Series Analysis

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