Frank E. Curtis

Optimization Methods for Large-Scale Machine Learning

Léon Bottou, Frank E. Curtis, Jorge Nocedal · SIAM Review · 2018 · 317 citations · Full text

Model Optimization, Versatile Sg Algorithm, Engineering +10

A trust region algorithm with a worst-case iteration complexity of $$\mathcal{O}(\epsilon ^{-3/2})$$ O ( ϵ - 3 / 2 ) for nonconvex optimization

Frank E. Curtis, Daniel P. Robinson, Mohammadreza Samadi · Mathematical Programming · 2016 · 168 citations

Numerical Analysis, Engineering, Trust Region Algorithm +5

A Sequential Quadratic Programming Algorithm for Nonconvex, Nonsmooth Constrained Optimization

Frank E. Curtis, Michael L. Overton · SIAM Journal on Optimization · 2012 · 127 citations

Mathematical Programming, Numerical Analysis, Engineering +16

A BFGS-SQP method for nonsmooth, nonconvex, constrained optimization and its evaluation using relative minimization profiles

Frank E. Curtis, Tim Mitchell, Michael L. Overton · Optimization methods & software · 2016 · 101 citations · Full text

A quasi-Newton algorithm for nonconvex, nonsmooth optimization with global convergence guarantees

Frank E. Curtis, Xiaocun Que · Mathematical Programming Computation · 2015 · 81 citations

Numerical Analysis, Mathematical Programming, Engineering +9