Faculty Directory
Jorge Nocedal

David A. and Karen Richards Sachs Professor of Industrial Engineering and Management Sciences

Chair of Industrial Engineering and Management Sciences

Contact

2145 Sheridan Road
Tech C216
Evanston, IL 60208-3109

847-491-5038Email Jorge Nocedal

Website

Jorge Nocedal's Homepage


Departments

Industrial Engineering and Management Sciences


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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

  • N. Keskar, J. Nocedal, F. ztoprak, A. Wchter, “A second-order method for convex -regularized optimization with active-set prediction”, Optimization Methods and Software, (2016)
  • R. H. Byrd, S. L. Hansen, Jorge Nocedal, Y. Singer, “A stochastic quasi-Newton method for large-scale optimization”, SIAM Journal on Optimization, (2016)
  • Richard H. Byrd, Gillian M. Chin, Jorge Nocedal, Figen Oztoprak, “A family of second-order methods for convex ?1-regularized optimization”, Mathematical Programming, (2015)
  • Richard H. Byrd, Jorge Nocedal, Figen Oztoprak, “An inexact successive quadratic approximation method for L-1 regularized optimization”, Mathematical Programming, (2015)
  • Stefan Solntsev, Jorge Nocedal, Richard H. Byrd, “An algorithm for quadratic ?1-regularized optimization with a flexible active-set strategy”, Optimization Methods and Software, (2015)
  • Nocedal, Jorge; Byrd, Richard H.; Oztoprak, Figen, “An inexact successive quadratic approximation method for L-1 regularized optimization”, Mathematical Programming, (2015)
  • Nocedal, Jorge; Waltz, Richard A.; ztoprak, Figen, “An interior point method for nonlinear programming with infeasibility detection capabilities”, Optimization Methods and Software, (2014)
  • Byrd, Richard H.; Nocedal, Jorge; Waltz, Richard A.; Wu, Yuchen, “On the use of piecewise linear models in nonlinear programming”, Mathematical Programming, (2013)