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@article{DBLP:journals/natmi/DiawMSSM24,
  author       = {Abdourahmane Diaw and
                  Michael M. McKerns and
                  Irina Sagert and
                  L. G. Stanton and
                  Michael S. Murillo},
  title        = {Efficient learning of accurate surrogates for simulations of complex
                  systems},
  journal      = {Nat. Mac. Intell.},
  volume       = {6},
  number       = {5},
  pages        = {568--577},
  year         = {2024},
  url          = {https://doi.org/10.1038/s42256-024-00839-1},
  doi          = {10.1038/S42256-024-00839-1},
  timestamp    = {Fri, 02 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/natmi/DiawMSSM24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{DBLP:journals/corr/abs-2405-08185,
  author       = {Nga T. T. Nguyen{-}Fotiadis and
                  Robert Chiodi and
                  Michael M. McKerns and
                  Daniel Livescu and
                  Andrew Sornborger},
  title        = {Probabilistic Flux Limiters},
  journal      = {CoRR},
  volume       = {abs/2405.08185},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2405.08185},
  doi          = {10.48550/ARXIV.2405.08185},
  eprinttype    = {arXiv},
  eprint       = {2405.08185},
  timestamp    = {Thu, 18 Jul 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2405-08185.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{DBLP:journals/corr/abs-2207-12855,
  author       = {Abdourahmane Diaw and
                  Michael M. McKerns and
                  Irina Sagert and
                  L. G. Stanton and
                  Michael S. Murillo},
  title        = {Efficient Learning of Accurate Surrogates for Simulations of Complex
                  Systems},
  journal      = {CoRR},
  volume       = {abs/2207.12855},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2207.12855},
  doi          = {10.48550/ARXIV.2207.12855},
  eprinttype    = {arXiv},
  eprint       = {2207.12855},
  timestamp    = {Thu, 18 Jul 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2207-12855.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{DBLP:journals/corr/abs-2209-09811,
  author       = {Satish Karra and
                  Mohammed Mehana and
                  Nicholas Lubbers and
                  Yu Chen and
                  Abdourahmane Diaw and
                  Javier E. Santos and
                  Aleksandra Pachalieva and
                  Robert S. Pavel and
                  Jeffrey R. Haack and
                  Michael M. McKerns and
                  Christoph Junghans and
                  Qinjun Kang and
                  Daniel Livescu and
                  Timothy C. Germann and
                  Hari S. Viswanathan},
  title        = {Predictive Scale-Bridging Simulations through Active Learning},
  journal      = {CoRR},
  volume       = {abs/2209.09811},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2209.09811},
  doi          = {10.48550/ARXIV.2209.09811},
  eprinttype    = {arXiv},
  eprint       = {2209.09811},
  timestamp    = {Sun, 06 Oct 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2209-09811.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{DBLP:journals/corr/abs-2108-11864,
  author       = {Nga Nguyen{-}Fotiadis and
                  Michael M. McKerns and
                  Andrew Sornborger},
  title        = {Machine Learning Changes the Rules for Flux Limiters},
  journal      = {CoRR},
  volume       = {abs/2108.11864},
  year         = {2021},
  url          = {https://arxiv.org/abs/2108.11864},
  eprinttype    = {arXiv},
  eprint       = {2108.11864},
  timestamp    = {Thu, 18 Jul 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2108-11864.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{DBLP:journals/jossw/PriceCEMORY18,
  author       = {Danny C. Price and
                  Sebastien Celles and
                  Pieter T. Eendebak and
                  Michael M. McKerns and
                  Eben M. Olson and
                  Colin Raffel and
                  Bairen Yi},
  title        = {Hickle: {A} HDF5-based python pickle replacement},
  journal      = {J. Open Source Softw.},
  volume       = {3},
  number       = {32},
  pages        = {1115},
  year         = {2018},
  url          = {https://doi.org/10.21105/joss.01115},
  doi          = {10.21105/JOSS.01115},
  timestamp    = {Tue, 16 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jossw/PriceCEMORY18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{DBLP:journals/siamrev/OwhadiSSMO13,
  author       = {Houman Owhadi and
                  Clint Scovel and
                  Timothy John Sullivan and
                  Mike McKerns and
                  Michael Ortiz},
  title        = {Optimal Uncertainty Quantification},
  journal      = {{SIAM} Rev.},
  volume       = {55},
  number       = {2},
  pages        = {271--345},
  year         = {2013},
  url          = {https://doi.org/10.1137/10080782X},
  doi          = {10.1137/10080782X},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/siamrev/OwhadiSSMO13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{DBLP:journals/corr/SullivanMMTOO12,
  author       = {Timothy John Sullivan and
                  Mike McKerns and
                  Dominik Meyer and
                  Florian Theil and
                  Houman Owhadi and
                  Michael Ortiz},
  title        = {Optimal uncertainty quantification for legacy data observations of
                  Lipschitz functions},
  journal      = {CoRR},
  volume       = {abs/1202.1928},
  year         = {2012},
  url          = {http://arxiv.org/abs/1202.1928},
  eprinttype    = {arXiv},
  eprint       = {1202.1928},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/SullivanMMTOO12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{DBLP:journals/corr/abs-1202-1055,
  author       = {Mike McKerns and
                  Houman Owhadi and
                  Clint Scovel and
                  Timothy John Sullivan and
                  Michael Ortiz},
  title        = {The Optimal Uncertainty Algorithm in the Mystic Framework},
  journal      = {CoRR},
  volume       = {abs/1202.1055},
  year         = {2012},
  url          = {http://arxiv.org/abs/1202.1055},
  eprinttype    = {arXiv},
  eprint       = {1202.1055},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1202-1055.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{DBLP:journals/corr/abs-1202-1056,
  author       = {Michael M. McKerns and
                  Leif Strand and
                  Tim Sullivan and
                  Alta Fang and
                  Michael A. G. Aivazis},
  title        = {Building a Framework for Predictive Science},
  journal      = {CoRR},
  volume       = {abs/1202.1056},
  year         = {2012},
  url          = {http://arxiv.org/abs/1202.1056},
  eprinttype    = {arXiv},
  eprint       = {1202.1056},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1202-1056.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/scipy/McKernsSSFA11,
  author       = {Michael M. McKerns and
                  Leif Strand and
                  Tim Sullivan and
                  Alta Fang and
                  Michael A. G. Aivazis},
  editor       = {St{\'{e}}fan van der Walt and
                  Jarrod Millman},
  title        = {Building a Framework for Predictive Science},
  booktitle    = {Proceedings of the 10th Python in Science Conference 2011 (SciPy 2011),
                  Austin, Texas, July 11 - 16, 2011},
  pages        = {76--86},
  publisher    = {scipy.org},
  year         = {2011},
  url          = {https://doi.org/10.25080/Majora-ebaa42b7-00d},
  doi          = {10.25080/MAJORA-EBAA42B7-00D},
  timestamp    = {Tue, 16 May 2023 17:03:08 +0200},
  biburl       = {https://dblp.org/rec/conf/scipy/McKernsSSFA11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{DBLP:journals/corr/abs-1009-0679,
  author       = {Houman Owhadi and
                  Clint Scovel and
                  Timothy John Sullivan and
                  Mike McKerns and
                  Michael Ortiz},
  title        = {Optimal Uncertainty Quantification},
  journal      = {CoRR},
  volume       = {abs/1009.0679},
  year         = {2010},
  url          = {http://arxiv.org/abs/1009.0679},
  eprinttype    = {arXiv},
  eprint       = {1009.0679},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1009-0679.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

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