Publications and CV

For my (possibly outdated) CV click HERE.

Submitted and Working Papers

• Principled Deep Neural Network Training through Linear Programming.
  Bienstock D., Muñoz G. and Pokutta S. Submitted.
• New Limits of Treewidth-based tractability in Optimization.
  Faenza Y., Muñoz G. and Pokutta S. Submitted.
• Production scheduling for strategic open pit mine planning: A mixed integer programming approach.
  Rivera O., Espinoza D., Goycoolea M., Moreno E. and Muñoz G. Submitted.
• Outer-Product-Free Sets for Polynomial Optimization and Oracle-Based Cuts.
  Bienstock D., Chen C. and Muñoz G. Submitted. Code can be found HERE.

Journal and Conference Publications

• LP formulations for polynomial optimization problems.
  Bienstock D. and Muñoz G. SIAM Journal on Optimization 28 (2), pp. 1121-1150, 2018.
• A study of the Bienstock-Zuckerberg algorithm, Applications in Mining and Resource Constrained Project Scheduling.
  Muñoz G., Espinoza D., Goycoolea M., Moreno E., Queyranne M. and Rivera O. Computational Optimization and Applications, 69(2), pp. 501-534, 2018.
• Sinkhorn Networks: Using Optimal Transport Techniques to Learn Permutations.
  Mena G., Belanger D., Muñoz G. and Snoek J. NIPS Workshop in Optimal Transport and Machine Learning, 2017.
• Robust optimization of power network operation: storage devices and the role of forecast errors in renewable energies.
  Matke C., Bienstock D., Muñoz G., Yang S., Kleinhans D. and Sager S. Complex Networks & Their Applications V. Studies in Computational Intelligence, vol 693, pp. 809-820, 2017.
• Approximate method for AC transmission switching based on a simple relaxation for AC-OPF problems.
  Bienstock D. and Muñoz G. Power & Energy Society General Meeting, IEEE pp. 1-5, July 2015.
• Open Pit Mine Scheduling under uncertainty: a robust approach.
  Espinoza D., Goycoolea M., Moreno E., Muñoz G., and Queyranne M. APCOM 2013 – Applications of Computers and Operations Research in the Mineral Industry, pp. 433-444, 2013.

Ph.D. Thesis

• Integer programming techniques for Polynomial Optimization. Columbia University Academic Commons, 2017.

Engineering Degree Thesis

• Linear Integer Programming Models and Applications in Mining (in Spanish). Academic Repository Universidad de Chile, 2012.