Publications

Conference Proceedings

• A Learning-based Mathematical Programming Formulation for the Automatic Configuration of Optimization Solvers
  G. Iommazzo, C. D’Ambrosio, A. Frangioni, L. Liberti
  LOD (2021)
  [DOI] | [ArXiv] | [BibTeX] 📋 copy

  @inproceedings{IDF+20b,
    author = {Gabriele Iommazzo and Claudia D'Ambrosio and Antonio Frangioni and Leo Liberti},
    title = {A Learning-Based Mathematical Programming Formulation for the Automatic Configuration of Optimization Solvers},
    pages = {700--712},
    year = {2020},
    volume = {12565},
    booktitle = {Proceedings of the 6th International Conference on Machine Learning, Optimization, and Data Science},
    editor = {G. Nicosia, V. Ojha, E. La Malfa, G. Jansen, V. Sciacca, P. M. Pardalos, G. Giuffrida, R. Umeton},
    series = {Information Systems and Applications, incl. Internet/Web, and HCI},
    publisher = {Springer}
    }
    

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• A Cycle-based Formulation for the Distance Geometry Problem
  L. Liberti, G. Iommazzo, C. Lavor, N. Maculan
  CTW (2020)
  [DOI] | [PDF] | [BibTeX] 📋 copy

  @incollection{LIL+21,
    author = {Leo Liberti and Gabriele Iommazzo and Carlile Lavor and Nelson Maculan},
    title = {A Cycle-Based Formulation for the Distance Geometry Problem},
    pages = {93--106},
    year = {2021},
    volume = {5},
    booktitle = {Graphs and Combinatorial Optimization: from Theory to Applications},
    booksubtitle = {CTW2020 Proceedings},
    editor = {C. Gentile, G. Stecca, P. Ventura},
    series = {AIRO Springer Series},
    publisher = {Springer}
    }
    

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• Learning to Configure Mathematical Programming Solvers by Mathematical Programming
  G. Iommazzo, C. D’Ambrosio, A. Frangioni, L. Liberti
  LION (2020)
  [DOI] | [ArXiv] | [BibTeX] 📋 copy

  @inproceedings{IDF+20a,
    author = {Gabriele Iommazzo and Claudia D'Ambrosio and Antonio Frangioni and Leo Liberti},
    editor = {I. S. Kotsireas, P. M. Pardalos},
    title = {Learning to Configure Mathematical Programming Solvers by Mathematical Programming},
    booktitle = {Proceedings of the 14th International Conference on Learning and Intelligent Optimization - 14th International Conference},
    series = {Lecture Notes in Computer Science},
    volume = {12096},
    pages = {377--389},
    publisher = {Springer},
    year = {2020}
    }
    

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Journals

• Improved Local Models and New Bell Inequalities via Frank-Wolfe Algorithms
  S. Designolle, G. Iommazzo, M. Besançon, S. Knebel, P. Gelß, S. Pokutta
  Phys. Rev. Research, Volume 5, 043059, 6 p. (2023)
  [DOI] | [ArXiv] | [BibTeX] 📋 copy

  @article{DIB+23,
  title = {Improved local models and new Bell inequalities via Frank-Wolfe algorithms},
  author = {S\'ebastien Designolle and Gabriele Iommazzo and Mathieu Besan\ifmmode \mbox{\c{c}}\else \c{c}\fi{}on and Sebastian Knebel and Patrick Gel\ss{} and Sebastian Pokutta},
  journal = {Phys. Rev. Res.},
  volume = {5},
  issue = {4},
  pages = {043059},
  numpages = {6},
  year = {2023},
  month = {Oct},
  publisher = {American Physical Society},
  doi = {10.1103/PhysRevResearch.5.043059},
  url = {https://link.aps.org/doi/10.1103/PhysRevResearch.5.043059}
    }
    

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• Cycle-based Formulations in Distance Geometry
  L. Liberti, G. Iommazzo, C. Lavor, N. Maculan
  Open Journal of Mathematical Optimization, Volume 4, article no. 1, 16 p. (2023)
  [DOI] | [ArXiv] | [BibTeX] 📋 copy

  @article{LIL+23,
     author = {Leo Liberti and Gabriele Iommazzo and Carlile Lavor and Nelson Maculan},
     title = {Cycle-based formulations in {Distance} {Geometry}},
     journal = {Open Journal of Mathematical Optimization},
     eid = {1},
     pages = {1--16},
     publisher = {Universit\'e de Montpellier},
     volume = {4},
     year = {2023},
     doi = {10.5802/ojmo.18},
     language = {en},
     url = {https://ojmo.centre-mersenne.org/articles/10.5802/ojmo.18/}
    }
    

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Book Chapters

• The Algorithm Configuration Problem
  G. Iommazzo, C. D’Ambrosio, A. Frangioni, L. Liberti
  In: P.M. Pardalos, O.A. Prokopyev (eds), Encyclopedia of Optimization. Springer, Cham. (2023) [DOI] | [ArXiv] | [BibTeX] 📋 copy

  @Inbook{IDF+23,
    author = {Gabriele Iommazzo and Claudia D'Ambrosio and Antonio Frangioni and Leo Liberti},
    editor = {Pardalos, Panos M. and Prokopyev, Oleg A.},
    title = ,
    bookTitle = {Encyclopedia of Optimization},
    year = {2023},
    publisher = {Springer International Publishing},
    address = {Cham},
    pages = {1--8},
    isbn = {978-3-030-54621-2},
    doi = {10.1007/978-3-030-54621-2_749-1},
    url = {https://doi.org/10.1007/978-3-030-54621-2_749-1}
    }
    

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PhD Thesis

• Algorithmic Configuration by Learning and Optimization
  G. Iommazzo (2021) [PDF] | [BibTeX] 📋 copy

  @phdthesis{Iom21,
  title = ,
  author = {Gabriele Iommazzo},
  url = {https://giommazz.github.io/files/phd_thesis_iommazzo.pdf},
  number = {2021IPPAX105},
  school =  degli studi di (Pisa, Italy)}},
  year = {2021},
  month = {Dec},
  keywords = {Algorithm configuration ; Machine learning ; Mathematical programming ; Optimization solvers ; Distance geometry ; Parameter tuning ; Configuration des algorithmes ; Apprentissage machine ; Programmation math{\'e}matique ; Solveurs d'optimisation ; G{\'e}om{\'e}trie des distances},
  type = {Theses},
  hal_id = {tel-03592551},
  hal_version = {v1}
    }