Search Results for author: Paul Hager

Found 6 papers, 3 papers with code

Spatiotemporal Representation Learning for Short and Long Medical Image Time Series

no code implementations12 Mar 2024 Chengzhi Shen, Martin J. Menten, Hrvoje Bogunović, Ursula Schmidt-Erfurth, Hendrik Scholl, Sobha Sivaprasad, Andrew Lotery, Daniel Rueckert, Paul Hager, Robbie Holland

Moreover, tracking longer term developments that occur over months or years in evolving processes, such as age-related macular degeneration (AMD), is essential for accurate prognosis.

Contrastive Learning Decision Making +3

Propagation and Attribution of Uncertainty in Medical Imaging Pipelines

1 code implementation28 Sep 2023 Leonhard F. Feiner, Martin J. Menten, Kerstin Hammernik, Paul Hager, Wenqi Huang, Daniel Rueckert, Rickmer F. Braren, Georgios Kaissis

In this paper, we propose a method to propagate uncertainty through cascades of deep learning models in medical imaging pipelines.

Best of Both Worlds: Multimodal Contrastive Learning with Tabular and Imaging Data

1 code implementation CVPR 2023 Paul Hager, Martin J. Menten, Daniel Rueckert

Medical datasets and especially biobanks, often contain extensive tabular data with rich clinical information in addition to images.

Contrastive Learning

Unified Signature Cumulants and Generalized Magnus Expansions

no code implementations5 Feb 2021 Peter K. Friz, Paul Hager, Nikolas Tapia

The signature of a path can be described as its full non-commutative exponential.

Probability 60L10, 60L90, 60E10, 60G44, 60G48, 60G51, 60J76

Reinforced optimal control

no code implementations24 Nov 2020 Christian Bayer, Denis Belomestny, Paul Hager, Paolo Pigato, John Schoenmakers, Vladimir Spokoiny

Least squares Monte Carlo methods are a popular numerical approximation method for solving stochastic control problems.

Math regression

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