We consider a distributed personalized optimization problem over a network of nodes whose cost functions depend on a decision variable consisting of two parts: global (shared) part and local ...

Stochastic Optimization with Adaptive Restart (SOAR) a Global Optimization Framework. This project contains a selection of implementations of the SOAR framework. If using this code, please refer and ...

In the new paper Symbolic Discovery of Optimization Algorithms, a research team from Google and UCLA presents a method for formulating algorithm discovery as program search and applies it to find ...

In this paper, we consider the yet-uncharted assortment optimization problem under the Exponomial choice model, where the objective is to determine the revenue maximizing set of products that should ...