Mathematical Optimization Society

MOS Prizes

Fulkerson Prize
Dantzig Prize
Beale — Orchard-Hays Prize
A.W.Tucker Prize
Lagrange Prize
Tseng Lectureship

MOS Prizes

2021 Lagrange Prize Citation

Léon Bottou, Frank E. Curtis, and Jorge Nocedal

For their paper, "Optimization Methods for Large-Scale Machine Learning", SIAM Review 60(2), 2018, which provides a foundational and insightful review of optimization methods for large-scale machine learning, including a new perspective for the simultaneous consideration of noise reduction and ill-conditioning and the foundations and analysis of second-order stochastic optimization methods for machine-learning.