Publications

Quantifying the Uncertainty of Electric Vehicle Charging with Probabilistic Load Forecasting

Amara-Ouali, Hamrouche, Principato, Goude — World Electric Vehicle Journal, 16(2), 88 (2025). DOI · Best Presentation Award, EVS37 2024

Conformal Prediction for Hierarchical Data

Principato, Amara-Ouali, Goude, Hamrouche, Poggi, Stoltz — Transactions on Machine Learning Research (2024). Preprint

Forecasting Electric Vehicle Charging Station Occupancy: Smarter Mobility Data Challenge

Amara-Ouali, Goude, Doumèche, Veyret, Thomas, Hebenstreit, et al. — Journal of Data-centric Machine Learning Research (2023). PDF

Daily peak electrical load forecasting with a multi-resolution approach

Amara-Ouali, Fasiolo, Goude, Yan — International Journal of Forecasting (2022). DOI · PDF

A Review of Electric Vehicle Load Open Data and Models

Amara-Ouali, Goude, Massart, Poggi, Yan — Energies, 14(8), 2233 (2021). DOI

Spatio-Temporal Modelling of Electric Vehicle Charging Demand

Bouaachra, Amara-Ouali, Goude, Lachieze-Rey — ACM (2026). DOI

A Benchmark of Electric Vehicle Load and Occupancy Models for Day-Ahead Forecasting on Open Charging Session Data

Amara-Ouali, Goude, Hamrouche, Bishara — Proc. 13th ACM International Conference on Future Energy Systems, pp. 193-207 (2022). DOI

Plugging Attention into Power Grids: Towards Transparent Forecasting

Campagne, Zehavi, Amara-Ouali, Goude, Kalogeratos (2025)

Graph Neural Networks for Electricity Load Forecasting

Campagne, Amara-Ouali, Goude, Zehavi, Kalogeratos (2025)

A Review of Electric Vehicle Charging Session Open Data

Amara-Ouali, Massart, Poggi, Goude, Yan — Proc. 12th ACM International Conference on Future Energy Systems, pp. 278-279 (2021). DOI · PDF

Deep Learning applied to hierarchical forecasting

JDS 2025. Slides (PDF)

Quantifying the Uncertainty of EV Charging with Probabilistic Load Forecasting

EVS37, Seoul, Apr. 2024 — Best Presentation Award

EV Charging Load with Point Processes & Multivariate Mixtures

ENBIS-21

Statistical modelling of electric vehicle charging behaviours

PhD thesis, Universite Paris-Saclay (2022). HAL