Publications, talks and other references

If you use JSO, we ask that you cite us. In addition to any specific reference that may suggested by the packages you are using, we also ask you to cite:

JuliaSmoothOptimizers. Dominique Orban and Abel Soares Siqueira. Zenodo. Apr, 2019. 10.5281/zenodo.2655082

@Misc{jso-2019,
  author = {D. Orban and A. S. Siqueira},
  title = {{JuliaSmoothOptimizers}: Infrastructure and Solvers for Continuous Optimization in {J}ulia},
  doi = {10.5281/zenodo.2655082},
  URL = {https://juliasmoothoptimizers.github.io},
  year = {2019},
}

Books

  • Iterative Solution of Symmetric Quasi-Definite Linear Systems, D. Orban, M. Arioli, SIAM, 2017., 10.1137/1.9781611974737

Articles

  • DCISolver.jl: A Julia Solver for Nonlinear Optimization using Dynamic Control of Infeasibility, T. Migot, D. Orban, A. S. Siqueira, Journal of Open Source Software, 7(70), 3991, 2022., 10.21105/joss.03991

  • A Proximal Quasi-Newton Trust-Region Method for Nonsmooth Regularized Optimization, Aleksandr Y. Aravkin, Robert Baraldi, Dominique Orban, SIAM Journal on Optimization, 32(2), 900–929, 2022., 10.1137/21M1409536

  • TriCG and TriMR: Two Iterative Methods for Symmetric Quasi-definite Systems, A. Montoison, D. Orban, SIAM Journal on Scientific Computing, 43(4), A2502–A2525, 2021., 10.1137/20m1363030

  • Exact linesearch limited-memory quasi-Newton methods for minimizing a quadratic function, D. Ek, A. Forsgren, Computational Optimization and Applications, 79(3), 789–816, 2021., 10.1007/s10589-021-00277-4

  • Design and implementation of a modular interior-point solver for linear optimization, M. Tanneau, M. F. Anjos, A. Lodi, Mathematical Programming Computation, 13(3), 509–551, 2021., 10.1007/s12532-020-00200-8

  • A Regularization Method for Constrained Nonlinear Least Squares, D. Orban, A. S. Siqueira, Computational Optimization and Applications, 76, 961–989, 2020., 10.1007/s10589-020-00201-2

  • BiLQ: An Iterative Method for Nonsymmetric Linear Systems with a Quasi-Minimum Error Property, A. Montoison, D. Orban, SIAM Journal on Matrix Analysis and Applications, 41(3), 1145–1166, 2020., 10.1137/19m1290991

  • LNLQ: An Iterative Method for Least-Norm Problems with an Error Minimization Property, R. Estrin, D. Orban, M. A. Saunders, SIAM Journal on Matrix Analysis, 40(3), 1102–1124, 2019., 10.1137/18M1194948

  • A Tridiagonalization Method for Symmetric Saddle-Point System, A. Buttari, D. Orban, D. Ruiz, D. Titley-Peloquin, SIAM Journal on Scientific Computing, 41(5), S409–S432, 2019., 10.1137/18M1194900

  • The Conjugate Residual Method in Linesearch and Trust-Region Methods, M.-A. Dahito, D. Orban, SIAM Journal on Optimization, 29(3), 1988–2025, 2019., 10.1137/18M1204255

  • LSLQ: An Iterative Method for Linear Least-Squares with an Error Minimization Property, R. Estrin, D. Orban, M. A. Saunders, SIAM Journal on Matrix Analysis, 40(1), 254–275, 2019., 10.1137/17M1113552

  • A Unified Efficient Implementation of Trust-region Type Algorithms for Unconstrained Optimization, J.-P. Dussault, INFOR: Information Systems and Operational Research, 58(2), 290–309, 2019., 10.1080/03155986.2019.1624490

Talks

Classes