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Pierrick Legrand

2 accepted papers

2024

Reservoir Computing for Short High-Dimensional Time Series: an Application to SARS-CoV-2 Hospitalization Forecast

ICML 2024poster

In this work, we aimed at forecasting the number of SARS-CoV-2 hospitalized patients at 14 days to help anticipate the bed requirements of a large scale hospital using public data and electronic health records data. Previous attempts led to mitigated performance in this high-dimension setting; we in…

Cited by 1SourcePDFScholar
2021

New Variants of DFA Based on Loess and Lowess Methods: Generalization of the Detrending Moving Average

ICASSP 2021accepted

Proposed early in the 90ies, the detrended fluctuation analysis (DFA) can be used to estimate the Hurst exponent and has been proven relevant in various applications, from economics to biomedical. For the last years, variants have been proposed. They differ in the way to estimate the trend of the ce…

Cited by 0SourceScholar