Sutton Monro

Statistician who, with Herbert Robbins, published "A Stochastic Approximation Method" in 1951 (Annals of Mathematical Statistics), the paper that introduced stochastic approximation — a method for making successive noisy experiments converge in probability toward an unknown target. Matters to this vault as co-author of the statistical root that both Amari's stochastic descent method and the Widrow–Hoff LMS rule descend from, on the SGD family tree the vault maps around moc-backpropagation-origins.

References

• 2026-07-07: co-authored the 1951 paper founding stochastic approximation, read directly at the primary. (claim-robbins-monro-1951-stochastic-approximation)