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20192026
most citedAdaptive Weighting Scheme for Automatic Time-Series Data Augmentation

17 citations · 36 across the 16 of their papers we have counts for

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stat.ML2023

MADS: Modulated Auto-Decoding SIREN for time series imputation

Tom Bamford, Elizabeth Fons, Yousef El-Laham +1

Time series imputation remains a significant challenge across many fields due to the potentially significant variability in the type of data being modelled. Whilst traditional impu…

stat.ML2023

Deep Gaussian Mixture Ensembles

Yousef El-Laham, Niccolò Dalmasso, Elizabeth Fons +1

This work introduces a novel probabilistic deep learning technique called deep Gaussian mixture ensembles (DGMEs), which enables accurate quantification of both epistemic and aleat…