Faculty Directory
Jorge Nocedal

Walter P. Murphy Professor of Industrial Engineering and Management Sciences and (by courtesy) Engineering Sciences and Applied Mathematics

Director, Center for Optimization and Statistical Learning

Contact

2145 Sheridan Road
Tech E274
Evanston, IL 60208-3109

847-491-5038Email Jorge Nocedal

Website

Jorge Nocedal's Homepage


Departments

Industrial Engineering and Management Sciences


Download CV

Education

Ph.D. Mathematical Sciences, Rice University, Houston, TX

B.S. Physics, National University of Mexico, Mexico City, Mexico


Research Interests

Optimization, machine learning, optimal control, software, scientific computing.


Selected Publications

  • Berahas, Albert S.; Bollapragada, Raghu; Nocedal, Jorge, An investigation of Newton-Sketch and subsampled Newton methods, Optimization Methods and Software
  • Xie, Yuchen; Byrd, Richard H.; Nocedal, Jorge, Analysis of the BFGS method with errors, SIAM Journal on Optimization
  • Bollapragada, Raghu; Byrd, Richard H.; Nocedal, Jorge, Exact and inexact subsampled Newton methods for optimization, IMA Journal of Numerical Analysis
  • Berahas, Albert S.; Byrd, Richard H.; Nocedal, Jorge, Derivative-free optimization of noisy functions via quasi-Newton methods, SIAM Journal on Optimization
  • Bollapragada, Raghu; Mudigere, Dheevatsa; Nocedal, Jorge; Shi, Hao Jun Michael; Tang, Ping Tak Peter, A Progressive Batching L-BFGS Method for Machine Learning, 35th International Conference on Machine Learning, ICML 2018
  • Bollapragada, Raghu; Byrd, Richard; Nocedal, Jorge, Adaptive sampling strategies for stochastic optimization , SIAM Journal on Optimization
  • Bottou, Léon; Curtis, Frank E.; Nocedal, Jorge, Optimization methods for large-scale machine learning, SIAM Review
  • Keskar, N.; Nocedal, J.; Öztoprak, F.; Wächter, A., A second-order method for convex ℓ1-regularized optimization with active-set prediction, Optimization Methods and Software