Katya Scheinberg

Efficient svm training using low-rank kernel representations

Shai Fine, Katya Scheinberg · 2002 · 592 citations

SARAH: A Novel Method for Machine Learning Problems Using Stochastic\n Recursive Gradient

Lam M. Nguyen, Jie Liu, Katya Scheinberg et al. · arXiv (Cornell University) · 2017 · 267 citations · Full text

Recent progress in unconstrained nonlinear optimization without derivatives

Andrew R. Conn, Katya Scheinberg, Philippe L. Toint · Mathematical Programming · 1997 · 254 citations

Nondifferentiable Optimization, Recent Progress, Nonlinear Optimization +1

Fast alternating linearization methods for minimizing the sum of two convex functions

Donald Goldfarb, Shiqian Ma, Katya Scheinberg · Mathematical Programming · 2012 · 243 citations

Mathematical Programming, Conic Optimization, Numerical Analysis +10

Global Convergence of General Derivative-Free Trust-Region Algorithms to First- and Second-Order Critical Points

Andrew R. Conn, Katya Scheinberg, L. N. Vicente · SIAM Journal on Optimization · 2009 · 212 citations

Mathematical Programming, Numerical Analysis, Large-scale Global Optimization +14