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://jso.dev},
  year = {2019},
}

Books

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

Articles (21)

  • Krylov.jl: A Julia basket of hand-picked Krylov methods, Alexis Montoison, Dominique Orban, Journal of Open Source Software, 8(89), 5187, 2023., 10.21105/joss.05187

  • GPMR: An Iterative Method for Unsymmetric Partitioned Linear Systems, A. Montoison, D. Orban, SIAM Journal on Matrix Analysis and Applications, 1(44), 293–311, 2023., 10.1137/21M1459265

  • Secant penalized BFGS: a noise robust quasi-Newton method via penalizing the secant condition, B. Irwin, E. Haber, Computational Optimimization and Applications, 84, 651–702, 2023., 10.1007/s10589-022-00448-x

  • 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

  • PDENLPModels.jl: An NLPModel API for Optimization Problems with PDE-Constraints, T. Migot, D. Orban, A. S. Siqueira, Journal of Open Source Software, 7(80), 4736, 2022., 10.21105/joss.04736

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

  • An adaptive stochastic sequential quadratic programming with differentiable exact augmented lagrangians, S. Na, M. Anitescu, M. Kolar, Mathematical Programming, 199, 721–791, 2022., 10.1007/s10107-022-01846-z

  • An extended delayed weighted gradient algorithm for solving strongly convex optimization problems, R. Andreani, H. Oviedo, M. Raydan, L.D. Secchin, Journal of Computational and Applied Mathematics, 416, 114525, 2022., 10.1016/j.cam.2022.114525

  • A computationally informed realisation algorithm for lithium-ion batteries implemented with LiiBRA.jl, Brady Planden, Katie Lukow, Paul Henshall, Gordana Collier, Denise Morrey, Journal of Energy Storage, 55, 105637, 2022., 10.1016/j.est.2022.105637

  • 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

  • Approximate solution of system of equations arising in interior-point methods for bound-constrained optimization, D. Ek, A. Forsgren, Computational Optimization and Applications, 79(1), 155–191, 2021., 10.1007/s10589-021-00265-8

  • 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

  • The Referenced Vertex Ordering Problem: Theory, Applications, and Solution Methods, J\'er\'emy Omer, Antonio Mucherino, Open Journal of Mathematical Optimization, 2, 1–29, 2021., 10.5802/ojmo.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

In Proceedings (3)

  • Exploiting GPU/SIMD Architectures for Solving Linear-Quadratic MPC Problems, David Cole, Sungho Shin, François Pacaud, Victor M Zavala, Mihai Anitescu, In 2023 American Control Conference (ACC), 3995–4000, 2023.,

  • A consistently adaptive trust-region method, Fadi Hamad, Oliver Hinder, In Advances in Neural Information Processing Systems, 6640–6653, 2022. Curran Associates, Inc.., https://proceedings.neurips.cc/paper_files/paper/2022/file/2c19666cbb2c14d45d39e2dcf6ab0b99-Paper-Conference.pdf

  • A Julia Implementation of Algorithm NCL for Constrained Optimization, D. Ma, D. Orban, M. A. Saunders, In Numerical Analysis and Optimization, 153–182, 2021. Springer International Publishing., 10.1007/978-3-030-72040-7_8

Talks (23)

Classes (5)