Publications

Peer-Reviewed Journals

Tohme, T.*, Sadr, M.*, Youcef-Toumi, K., and Hadjiconstantinou, N.G., 2023, MESSY Estimation: Maximum-Entropy based Stochastic and Symbolic densitY Estimation, Transactions on Machine Learning Research (TMLR). (*: co-first author)

Tohme, T., Liu, D., and Youcef-Toumi, K., 2022, GSR: A Generalized Symbolic Regression ApproachTransactions on Machine Learning Research (TMLR).

Tohme, T., Vanslette, K., and Youcef-Toumi, K., 2021, Reliable Neural Networks for Regression Uncertainty Estimation, Reliability Engineering and System Safety, Volume 229.

Tohme, T., Vanslette, K., and Youcef-Toumi, K., 2020, A Generalized Bayesian Approach to Model Calibration, Reliability Engineering and System Safety, Volume 204.

Vanslette, K., Tohme, T., and Youcef-Toumi, K., 2020, A General Model Validation and Testing Tool, Reliability Engineering and System Safety, Volume 195.

Master's Thesis

Tohme, T., 2020, The Bayesian Validation Metric: A Framework for Probabilistic Model Calibration and Validation, Massachusetts Institute of Technology.