activity
20132021
most citedDecomposition Techniques for Bilinear Saddle Point Problems and Variational Inequalities with Affine Monotone Operators on Domains Given by Linear Minimization Oracles

7 citations · 13 across the 8 of their papers we have counts for

collaborators

8 papers

stat.ME2021★ 2 cited

Conformal Uncertainty Sets for Robust Optimization

Chancellor Johnstone, Bruce Cox

Decision-making under uncertainty is hugely important for any decisions sensitive to perturbations in observed data. One method of incorporating uncertainty into making optimal dec…

physics.soc-ph2020★ 1 cited

Developing a Resilient, Robust and Efficient Supply Network in Africa

Bruce A. Cox, Christopher M. Smith, Timothy W. Breitbach +2

Supply chains need to balance competing objectives; in addition to efficiency they need to be resilient to adversarial and environmental interference, and robust to uncertainties i…

math.OC2020

Decomposition of Large Scale Linear Programming Problems Containing both Linking Variables and Constraints via Accuracy Certificates

Bruce A. Cox

Several well known large scale linear programming decomposition methodologies exist. Benders Decomposition, which covers the case where some small subset of variables link the othe…

cs.AI2019

Comparing Greedy Constructive Heuristic Subtour Elimination Methods for the Traveling Salesman Problem

Petar D. Jackovich, Bruce A. Cox, Raymond R. Hill

This paper further defines the class of fragment constructive heuristics used to compute feasible solutions for the Traveling Salesman Problem into arc-greedy and node-greedy subcl…

stat.AP2019

Effects of Aggregation Methodology on Uncertain Spatiotemporal Data

Zachary T. Hornberger, Bruce A. Cox, Raymond R. Hill

Large spatiotemporal demand datasets can prove intractable for location optimization problems, motivating the need to aggregate such data. However, demand aggregation introduces er…

math.OC2019

Optimal Heterogeneous Asset Location Modeling for Expected Spatiotemporal Search and Rescue Demands using Historic Event Data

Zachary T. Hornberger, Bruce A. Cox, Brian J. Lunday

The United States Coast Guard is charged with the coordination of all search and rescue missions in maritime regions within the United States purview. Given the size of the Pacific…

math.OC2015★ 7 cited

Decomposition Techniques for Bilinear Saddle Point Problems and Variational Inequalities with Affine Monotone Operators on Domains Given by Linear Minimization Oracles

Bruce Cox, Anatoli Juditsky, Arkadi Nemirovski

The majority of First Order methods for large-scale convex-concave saddle point problems and variational inequalities with monotone operators are proximal algorithms which at every…

math.OC2013★ 3 cited

Dual subgradient algorithms for large-scale nonsmooth learning problems

Bruce Cox, Anatoli Juditsky, Arkadi Nemirovski

"Classical" First Order (FO) algorithms of convex optimization, such as Mirror Descent algorithm or Nesterov's optimal algorithm of smooth convex optimization, are well known to ha…