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@Article{ aravkin-baraldi-orban-2022,
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Author = {A. Y. Aravkin and R. Baraldi and D. Orban},
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Title = {A Proximal Quasi-{N}ewton Trust-Region Method for Nonsmooth Regularized Optimization},
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Journal = siopt,
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Journal = {SIAM J. Optim.},
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Year = 2022,
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Volume = 32,
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Number = 2,
@@ -12,7 +12,7 @@ @Article{ aravkin-baraldi-orban-2022
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@Article{ aravkin-baraldi-orban-2024,
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Author = {A. Y. Aravkin and R. Baraldi and D. Orban},
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Title = {A {L}evenberg–{M}arquardt Method for Nonsmooth Regularized Least Squares},
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Journal = sisc,
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Journal = {SIAM J. Sci. Comput.},
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Year = 2024,
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Volume = 46,
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Number = 4,
@@ -23,7 +23,7 @@ @Article{ aravkin-baraldi-orban-2024
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@Software{ leconte_linearoperators_jl_linear_operators_2023,
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Author = {Leconte, Geoffroy and Orban, Dominique and Soares Siqueira, Abel and contributors},
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license = {MPL-2.0},
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Title = {{LinearOperators.jl: Linear Operators for Julia}},
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Title = {{LinearOperators.jl}: Linear Operators for Julia},
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url = {https://github.com/JuliaSmoothOptimizers/LinearOperators.jl},
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version = {2.6.0},
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Year = 2023,
@@ -32,34 +32,33 @@ @Software{ leconte_linearoperators_jl_linear_operators_2023
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@Article{ leconte-orban-2023,
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Author = {G. Leconte and D. Orban},
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Title = {The Indefinite Proximal Gradient Method},
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Journal = coap,
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Journal = {Comput. Optim. Appl.},
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Year = 2025,
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Volume = 91,
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Number = 2,
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Pages = 861--903,
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Pages = {861--903},
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doi = {10.1007/s10589-024-00604-5},
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}
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@TechReport{ leconte-orban-2023-2,
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Author = {G. Leconte and D. Orban},
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Title = {Complexity of trust-region methods with unbounded {H}essian approximations for smooth and nonsmooth optimization},
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Institution = gerad,
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Institution = {GERAD},
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Year = 2023,
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Type = {Cahier},
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Number = {G-2023-65},
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Address = gerad-address,
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Address = {Montr\'eal, QC, Canada},
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url = {https://www.gerad.ca/fr/papers/G-2023-65},
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}
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@TechReport{ diouane-habiboullah-orban-2024,
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Author = {Youssef Diouane and Mohamed Laghdaf Habiboullah and Dominique Orban},
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Title = {A proximal modified quasi-Newton method for nonsmooth regularized optimization},
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Title = {A proximal modified quasi-{N}ewton method for nonsmooth regularized optimization},
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Institution = {GERAD},
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Year = 2024,
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Type = {Cahier},
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Number = {G-2024-64},
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Address = {Montr\'eal, Canada},
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doi = {10.48550/arxiv.2409.19428},
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url = {https://www.gerad.ca/fr/papers/G-2024-64},
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}
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@@ -74,47 +73,47 @@ @TechReport{ diouane-gollier-orban-2024
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doi = {10.13140/RG.2.2.16095.47527},
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}
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@Misc{orban-siqueira-cutest-2020,
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author = {D. Orban and A. S. Siqueira and {contributors}},
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title = {{CUTEst.jl}: {J}ulia's {CUTEst} interface},
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month = {October},
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url = {https://github.com/JuliaSmoothOptimizers/CUTEst.jl},
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year = {2020},
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DOI = {10.5281/zenodo.1188851},
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@Software{ orban-siqueira-cutest-2020,
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author = {D. Orban and A. S. Siqueira and {contributors}},
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title = {{CUTEst.jl}: {J}ulia's {CUTEst} interface},
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month = {October},
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url = {https://github.com/JuliaSmoothOptimizers/CUTEst.jl},
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year = {2020},
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DOI = {10.5281/zenodo.1188851},
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}
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@Misc{orban-siqueira-nlpmodels-2020,
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author = {D. Orban and A. S. Siqueira and {contributors}},
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title = {{NLPModels.jl}: Data Structures for Optimization Models},
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month = {July},
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url = {https://github.com/JuliaSmoothOptimizers/NLPModels.jl},
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year = {2020},
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DOI = {10.5281/zenodo.2558627},
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@Software{ orban-siqueira-nlpmodels-2020,
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author = {D. Orban and A. S. Siqueira and {contributors}},
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title = {{NLPModels.jl}: Data Structures for Optimization Models},
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month = {July},
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url = {https://github.com/JuliaSmoothOptimizers/NLPModels.jl},
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year = {2020},
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DOI = {10.5281/zenodo.2558627},
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}
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@Misc{jso,
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author = {T. Migot and D. Orban and A. S. Siqueira},
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title = {The {JuliaSmoothOptimizers} Ecosystem for Linear and Nonlinear Optimization},
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year = {2021},
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url = {https://juliasmoothoptimizers.github.io/},
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doi = {10.5281/zenodo.2655082},
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@Software{ jso,
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author = {T. Migot and D. Orban and A. S. Siqueira},
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title = {The {JuliaSmoothOptimizers} Ecosystem for Linear and Nonlinear Optimization},
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year = {2021},
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url = {https://juliasmoothoptimizers.github.io/},
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doi = {10.5281/zenodo.2655082},
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}
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@Misc{migot-orban-siqueira-optimizationproblems-2023,
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@Software{ migot-orban-siqueira-optimizationproblems-2023,
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author = {T. Migot and D. Orban and A. S. Siqueira},
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title = {OptimizationProblems.jl: A collection of optimization problems in Julia},
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title = {{OptimizationProblems.jl}: A collection of optimization problems in Julia},
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year = {2023},
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doi = {10.5281/zenodo.3672094},
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url = {https://github.com/JuliaSmoothOptimizers/OptimizationProblems.jl},
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}
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@techreport{kim-park-2008,
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title = {Sparse Nonnegative Matrix Factorization for Clustering},
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author = {Jingu Kim and Haesun Park},
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institution = {Georgia Inst. of Technology},
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number = {GT-CSE-08-01},
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year = {2008},
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url = {http://hdl.handle.net/1853/20058},
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@techreport{ kim-park-2008,
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title = {Sparse Nonnegative Matrix Factorization for Clustering},
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author = {Jingu Kim and Haesun Park},
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institution = {Georgia Inst. of Technology},
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number = {GT-CSE-08-01},
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year = {2008},
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url = {http://hdl.handle.net/1853/20058},
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}
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@InProceedings{ stella-themelis-sopasakis-patrinos-2017,
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doi = {10.1109/CDC.2017.8263933},
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}
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@article{demarchi-jia-kanzow-mehlitz-2023,
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@article{ demarchi-jia-kanzow-mehlitz-2023,
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author = {De~Marchi, Alberto and Jia, Xiaoxi and Kanzow, Christian and Mehlitz, Patrick},
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title = {Constrained composite optimization and augmented {L}agrangian methods},
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journal = {Mathematical Programming},
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journal = {Math. Program.},
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year = {2023},
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month = {9},
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volume = {201},
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@Article{ themelis-stella-patrinos-2017,
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Author = {Themelis, Andreas and Stella, Lorenzo and Patrinos, Panagiotis},
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Title = {Forward-Backward Envelope for the Sum of Two Nonconvex Functions: Further Properties and Nonmonotone line seach Algorithms},
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Journal = siopt,
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Journal = {SIAM J. Optim.},
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Year = 2018,
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Volume = 28,
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Number = 3,
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Pages = {2274--2303},
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doi = {10.1137/16M1080240},
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}
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@article{eckstein1992douglas,
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title={On the Douglas—Rachford splitting method and the proximal point algorithm for maximal monotone operators},
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author={Eckstein, Jonathan and Bertsekas, Dimitri P},
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journal={Mathematical programming},
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volume={55},
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number={1},
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pages={293--318},
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year={1992},
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publisher={Springer}
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@article{ eckstein-bertsekas-1992,
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title = {On the {D}ouglas—{R}achford splitting method and the proximal point algorithm for maximal monotone operators},
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author = {Eckstein, Jonathan and Bertsekas, Dimitri P},
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journal = {Math. Program.},
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volume = {55},
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number = {1},
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pages = {293--318},
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year = {1992},
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publisher = {Springer}
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}

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