Global and Surrogate Optimization

UT Arlington Faculty:Victoria Chen, Jay Rosenberger
Ph.D. Students: Nadia Martinez (2013), Hadis Anahihdeh (2018), Xinglong Ju (2019)

Topics: Multivariate adaptive regression splines, Mixed integer linear programming, Black-box optimization under uncertainty

  • Ju, X., V. C. P. Chen, J. M. Rosenberger, and F. Liu (2019). “Knot Optimization for Multivariate Adaptive Regression Splines.”  In Proceedings of the 2019 Industrial and Systems Engineering Research Conference, Orlando, FL, May.
  • Martinez, N. M., H. Anahideh, J. M. Rosenberger, D. L. Martinez, V. C. P. Chen, and B. P. Wang (2017).  “Global Optimization of Non-convex Piecewise Linear Regression Splines.”  Journal of Global Optimization, 68(3), pp. 563–586.  COSMOS Technical Report 14-10.
  • Martinez, N. M., D. L. Martinez, J. M. Rosenberger, and V. C. P. Chen (2011).  “Global Optimization for a Piecewise Linear Regression Spline Function.”  In Proceedings of the 2011 Industrial Engineering Research Conference, Reno, NV, May