On combining machine learning with decision making

A Simplex Method for Function Minimization

J. A. Nelder, R. Mead · The Computer Journal · 1965 · 28.9K citations

Natural Sciences, Computer Science, Mathematics +8

Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Examples

Mikhail Belkin, Partha Niyogi, Vikas Sindhwani · 2006 · 3.3K citations

Computing, Computer Science, Computational Geometry +16

Convergence of Stochastic Processes.

Peter M. Robinson, David Pollard · Economica · 1985 · 2.3K citations

Engineering, Mathematics, Probability Theory +16

On the mathematical foundations of learning

Felipe Cucker, Steve Smale · Bulletin of the American Mathematical Society · 2001 · 1.6K citations · Full text

Natural Sciences, Manufacturing Engineering, Mathematics +9

An algorithmic framework for convex mixed integer nonlinear programs

Pierre Bonami, Lorenz T. Biegler, Andrew R. Conn et al. · Discrete Optimization · 2007 · 885 citations · Full text

Natural Sciences, Computer Science, Mathematics +13