BibTeX

% Listed in label-wise alphabetical order /surnameYEARtitle/

@article{ahookhosh2021bregman,
    author      = {Ahookhosh, Masoud and Themelis, Andreas and Patrinos, Panagiotis},
    title       = {A {B}regman Forward-Backward Linesearch Algorithm for Nonconvex Composite Optimization: Superlinear Convergence to Nonisolated Local Minima},
    journal     = {SIAM Journal on Optimization},
    volume      = {31},
    number      = {1},
    pages       = {653-685},
    year        = {2021},
    doi         = {10.1137/19M1264783},
}
@misc{behmandpoor2022spiral,
    author      = {Behmandpoor, Pourya and Latafat, Puya and Themelis, Andreas and Moonen, Marc and Patrinos, Panagiotis},
    title       = {{SPIRAL}: A Superlinearly Convergent Incremental Proximal Algorithm for Nonconvex Finite Sum Minimization},
    year        = {2022},
    archivePrefix   = {arXiv},
    eprint      = {2207.08195},
}
@article{demarchi2022proximal,
    author      = {De~Marchi, Alberto and Themelis, Andreas},
    title       = {Proximal Gradient Algorithms under Local {L}ipschitz Gradient Continuity: A Convergence and Robustness Analysis of {PANOC}},
    journal     = {Journal of Optimization Theory and Applications},
    year        = {2022},
    pages       = {771-794},
    volume      = {194},
    doi         = {10.1007/s10957-022-02048-5},
}
@misc{demarchi2022interior,
    author      = {De~Marchi, Alberto and Themelis, Andreas},
    title       = {An Interior Proximal Gradient Method for Nonconvex Optimization},
    year        = {2022},
    archivePrefix   = {arXiv},
    eprint      = {2208.00799},
}
@article{nag2022flock,
    author      = {Nag, Aneek and Huang, Shuo and Themelis, Andreas and Yamamoto, Kaoru},
    title       = {Flock navigation with dynamic hierarchy and subjective weights using nonlinear {MPC}},
    year        = {2022},
    archivePrefix   = {arXiv},
    eprint      = {2202.11331},
}
@inproceedings{evens2021neural,
    author      = {Evens, Brecht and Latafat, Puya and Themelis, Andreas and Suykens, Johan and Patrinos, Panagiotis},
    title       = {Neural Network Training as an Optimal Control Problem: An Augmented {L}agrangian Approach},
    year        = {2021},
    volume      = {},
    pages       = {5136-5143},
    number      = {},
    booktitle   = {2021 60th IEEE Conference on Decision and Control (CDC)},
    doi         = {10.1109/CDC45484.2021.9682842},
}
@inproceedings{hermans2019qpalm,
    author      = {Hermans, Ben and Themelis, Andreas and Patrinos, Panagiotis},
    booktitle   = {2019 IEEE 58th Conference on Decision and Control (CDC)},
    title       = {{QPALM}: A {N}ewton-type Proximal Augmented {L}agrangian Method for Quadratic Programs},
    year        = {2019},
    volume      = {},
    number      = {},
    pages       = {4325-4330},
    doi         = {10.1109/CDC40024.2019.9030211},
    issn        = {0743-1546},
    month       = {12},
}
@article{hermans2020qpalm,
    title       = {{QPALM}: A proximal augmented {L}agrangian method for nonconvex quadratic programs},
    author      = {Hermans, Ben and Themelis, Andreas and Patrinos, Panagiotis},
    journal     = {Mathematical Programming Computation},
    year        = {2022},
    month       = {3},
    doi         = {10.1007/s12532-022-00218-0},
}
@article{latafat2021block,
    author      = {Latafat, Puya and Themelis, Andreas and Patrinos, Panagiotis},
    title       = {Block-coordinate and incremental aggregated proximal gradient methods for nonsmooth nonconvex problems},
    journal     = {Mathematical Programming},
    year        = {2021},
    month       = {1},
    doi         = {10.1007/s10107-020-01599-7},
}
@article{latafat2022bregman,
    author      = {Latafat, Puya and Themelis, Andreas and Ahookhosh, Masoud and Patrinos, Panagiotis},
    title       = {{B}regman {F}inito/{MISO} for Nonconvex Regularized Finite Sum Minimization without {L}ipschitz Gradient Continuity},
    year        = {2022},
    journal     = {SIAM Journal on Optimization},
    volume      = {32},
    pages       = {2230-2262},
    number      = {3},
    doi         = {10.1137/21M140376X},
}
@article{laude2021conjugate,
    title       = {Conjugate dualities for relative smoothness and strong convexity under the light of generalized convexity},
    author      = {Laude, Emanuel and Themelis, Andreas and Patrinos, Panagiotis},
    year        = {2021},
    archivePrefix   = {arXiv},
    eprint      = {2112.08886},
}
@inproceedings{ou2022douglas,
    author      = {Ou, Hongjia and Themelis, Andreas and Yuno, Tsuyoshi and Kawabe, Taketoshi},
    title       = {Douglas–{P}eucker piecewise affine approximation of an optimal fuel consumption problem to apply {PANOC}},
    year        = {2022},
    volume      = {},
    pages       = {34-38},
    number      = {},
    booktitle   = {2022 SICE International Symposium on Control Systems (SICE ISCS)},
    doi         = {10.23919/SICEISCS54350.2022.9754372},
}
@inproceedings{sathya2018embedded,
    author      = {Sathya, Ajay S. and Sopasakis, Pantelis and Van Parys, Ruben and Themelis, Andreas and Pipeleers, Goele and Patrinos, Panos},
    booktitle   = {2018 European Control Conference (ECC)},
    title       = {Embedded nonlinear model predictive control for obstacle avoidance using {PANOC}},
    year        = {2018},
    volume      = {},
    number      = {},
    pages       = {1523-1528},
    doi         = {10.23919/ECC.2018.8550253},
    month       = {6},
}
@inproceedings{simoes2021lasry,
    author      = {Simões, Miguel and Themelis, Andreas and Patrinos, Panagiotis},
    booktitle   = {2021 29th European Signal Processing Conference (EUSIPCO)},
    title       = {Lasry--{L}ions Envelopes and Nonconvex Optimization: A Homotopy Approach},
    year        = {2021},
    volume      = {},
    number      = {},
    pages       = {2089-2093},
    doi         = {10.23919/EUSIPCO54536.2021.9616167}
}
@inproceedings{sopasakis2017primal,
    author      = {Sopasakis, Pantelis and Themelis, Andreas and Suykens, Johann and Patrinos, Panagiotis},
    booktitle   = {2017 25th European Signal Processing Conference (EUSIPCO)},
    title       = {A primal-dual line search method and applications in image processing},
    year        = {2017},
    pages       = {1065-1069},
    doi         = {10.23919/EUSIPCO.2017.8081371},
    month       = {8},
}
@article{stella2017forward,
    author      = {Stella, Lorenzo and Themelis, Andreas and Patrinos, Panagiotis},
    title       = {Forward-backward quasi-{N}ewton methods for nonsmooth optimization problems},
    journal     = {Computational Optimization and Applications},
    year        = {2017},
    month       = {7},
    day         = {01},
    volume      = {67},
    number      = {3},
    pages       = {443--487},
    issn        = {1573-2894},
    doi         = {10.1007/s10589-017-9912-y},
}
@inproceedings{stella2017simple,
    author      = {Stella, Lorenzo and Themelis, Andreas and Sopasakis, Pantelis and Patrinos, Panagiotis},
    booktitle   = {2017 IEEE 56th Annual Conference on Decision and Control (CDC)},
    title       = {A simple and efficient algorithm for nonlinear model predictive control},
    year        = {2017},
    pages       = {1939-1944},
    doi         = {10.1109/CDC.2017.8263933},
    month       = {12},
}
@article{stella2018newton,
    author      = {Stella, Lorenzo and Themelis, Andreas and Patrinos, Panagiotis},
    title       = {{N}ewton-type Alternating Minimization Algorithm for Convex Optimization},
    doi         = {10.1109/TAC.2018.2872203},
    journal     = {IEEE Transactions on Automatic Control},
    ISSN        = {0018-9286},
    year        = {2018},
}
@inproceedings{themelis2016stochastic,
    author      = {Themelis, Andreas and Villa, Silvia and Patrinos, Panagiotis and Bemporad, Alberto},
    booktitle   = {2016 European Control Conference (ECC)},
    title       = {Stochastic gradient methods for stochastic model predictive control},
    year        = {2016},
    pages       = {154-159},
    doi         = {10.1109/ECC.2016.7810279},
    month       = {6},
}
@article{themelis2018forward,
    author      = {Themelis, Andreas and Stella, Lorenzo and Patrinos, Panagiotis},
    title       = {Forward-Backward Envelope for the Sum of Two Nonconvex Functions: Further Properties and Nonmonotone Linesearch Algorithms},
    journal     = {SIAM Journal on Optimization},
    volume      = {28},
    number      = {3},
    pages       = {2274-2303},
    year        = {2018},
    doi         = {10.1137/16M1080240},
}
@phdthesis{themelis2018proximal,
    title       = {Proximal Algorithms for Structured Nonconvex Optimization},
    author      = {Themelis, Andreas},
    school      = {KU Leuven},
    month       = 12,
    year        = {2018},
    doi         = {10.13140/RG.2.2.25521.04962},
}
@incollection{themelis2019acceleration,
    author      = {Themelis, Andreas and Ahookhosh, Masoud and Patrinos, Panagiotis},
    editor      = {Bauschke, Heinz H. and Burachik, Regina S. and Luke, D. Russell},
    title       = {On the Acceleration of Forward-Backward Splitting via an Inexact {N}ewton Method},
    booktitle   = {Splitting Algorithms, Modern Operator Theory, and Applications},
    year        = {2019},
    publisher   = {Springer International Publishing},
    address     = {Cham},
    pages       = {363--412},
    isbn        = {978-3-030-25939-6},
    doi         = {10.1007/978-3-030-25939-6_15},
}
@article{themelis2019supermann,
    author      = {Themelis, Andreas and Patrinos, Panagiotis},
    journal     = {IEEE Transactions on Automatic Control},
    title       = {{S}uper{M}ann: a superlinearly convergent algorithm for finding fixed points of nonexpansive operators},
    year        = {2019},
    volume      = {64},
    number      = {12},
    pages       = {4875-4890},
    doi         = {10.1109/TAC.2019.2906393},
    issn        = {2334-3303},
    month       = {12},
}
@article{themelis2020douglas,
    author      = {Themelis, Andreas and Patrinos, Panagiotis},
    title       = {{D}ouglas--{R}achford Splitting and {ADMM} for Nonconvex Optimization: Tight Convergence Results},
    journal     = {SIAM Journal on Optimization},
    volume      = {30},
    number      = {1},
    pages       = {149-181},
    year        = {2020},
    doi         = {10.1137/18M1163993},
}
@article{themelis2022douglas,
    author      = {Themelis, Andreas and Stella, Lorenzo and Patrinos, Panagiotis},
    title       = {{D}ouglas-{R}achford splitting and {ADMM} for nonconvex optimization: Accelerated and {N}ewton-type algorithms},
    year        = {2022},
    journal     = {Computational Optimization and Applications},
    volume      = {82},
    pages       = {395-440},
    doi         = {10.1007/s10589-022-00366-y},
}
@inproceedings{themelis2020new,
    title       = {A new envelope function for nonsmooth {DC} optimization},
    author      = {Themelis, Andreas and Hermans, Ben and Patrinos, Panagiotis},
    booktitle   = {2020 59th IEEE Conference on Decision and Control (CDC)},
    year        = {2020},
    pages       = {4697-4702},
    doi         = {10.1109/CDC42340.2020.9304514}
}
@inproceedings{vervliet2020quadratically,
    author      = {Vervliet, Nico and Themelis, Andreas and Patrinos, Panagiotis and De Lathauwer, Lieven},
    booktitle   = {2020 28th European Signal Processing Conference (EUSIPCO)},
    title       = {A Quadratically Convergent Proximal Algorithm For Nonnegative Tensor Decomposition},
    year        = {2020},
    volume      = {},
    number      = {},
    pages       = {1020-1024},
    doi         = {10.23919/Eusipco47968.2020.9287549}}
}