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William Kengne

Minimax optimality of deep neural networks on dependent data via PAC-Bayes bounds

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Oct 29, 2024
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Deep learning from strongly mixing observations: Sparse-penalized regularization and minimax optimality

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Jun 12, 2024
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Robust deep learning from weakly dependent data

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May 08, 2024
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Penalized deep neural networks estimator with general loss functions under weak dependence

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May 10, 2023
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Sparse-penalized deep neural networks estimator under weak dependence

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Mar 02, 2023
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Excess risk bound for deep learning under weak dependence

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Feb 15, 2023
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Deep learning for $ψ$-weakly dependent processes

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Feb 01, 2023
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