Monitoring procedure for parameter change in causal time series. - Jean-Marc Bardet; William Kengne (J. Multivar. Anal., 2014)

Deep learning for ψ-weakly dependent processes. - William Kengne; Modou Wade (CoRR, 2023)

Excess risk bound for deep learning under weak dependence. - William Kengne (CoRR, 2023)

Sparse-penalized deep neural networks estimator under weak dependence. - William Kengne; Modou Wade (CoRR, 2023)

Penalized deep neural networks estimator with general loss functions under weak dependence. - William Kengne; Modou Wade (CoRR, 2023)

Minimax optimality of deep neural networks on dependent data via PAC-Bayes bounds. - Pierre Alquier; William Kengne (CoRR, 2024)

Robust deep learning from weakly dependent data. - William Kengne; Modou Wade (Neural Networks, 2025)

Deep learning from strongly mixing observations: Sparse-penalized regularization and minimax optimality. - William Kengne; Modou Wade (J. Complex., 2026)