no code implementations • 26 Aug 2020 • Shisheng Cui, Uday V. Shanbhag
We consider monotone inclusion problems where the operators may be expectation-valued, a class of problems that subsumes convex stochastic optimization problems as well as subclasses of stochastic variational inequality and equilibrium problems.
no code implementations • 12 Feb 2020 • Shisheng Cui, Chia-Jung Chang
The Gaussian process (GP) model, which has been extensively applied as priors of functions, has demonstrated excellent performance.