Search Results for author: George Miloshevich

Found 2 papers, 1 papers with code

Extreme heatwave sampling and prediction with analog Markov chain and comparisons with deep learning

no code implementations18 Jul 2023 George Miloshevich, Dario Lucente, Pascal Yiou, Freddy Bouchet

In addition, we show that the SWG emulator trained on 80 years of data is capable of estimating extreme return times of order of thousands of years for heatwaves longer than several days more precisely than the fit based on generalised extreme value distribution.

Dimensionality Reduction

Probabilistic forecasts of extreme heatwaves using convolutional neural networks in a regime of lack of data

2 code implementations1 Aug 2022 George Miloshevich, Bastien Cozian, Patrice Abry, Pierre Borgnat, Freddy Bouchet

The main scientific message is that most of the time, training neural networks for predicting extreme heatwaves occurs in a regime of lack of data.

Transfer Learning

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