CERAMATHS - DMATHS seminar: presentation by William Kengne
The CERAMATHS Mathematics Department seminar will host William Kengne (CY Cergy Paris Université), Thursday, March 9, 2023
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Le 09/03/2023
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14:00 - 15:00
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Seminar
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Mont Houy Campus
Abel de Pujol Building 2
amphi 70 E
The CERAMATHS Mathematics Department seminar will host William Kengne (CY Cergy Paris Université) on Thursday, March 9, 2023, for the following talk:
Deep learning under weak dependence
We consider deep neural networks for learning weakly dependent processes. The framework considered is quite general and includes: regression, classification, time series prediction,...
The consistency of the empirical risk minimization algorithm in this class of deep neural networks is proven.
We establish a generalization bound, which admits a convergence speed close to that obtained on independent observations.
An excess risk bound is also established. An application to the classification problem is considered.
Work in collaboration with Modou Wade.
