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    authors = "Hamze Bajgiran, Hamed and Owhadi, Houman",
    title = "Aggregation of Models, Choices, Beliefs, and Preferences",
    publisher = "arXiv",
    year = "2022",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20220524-180312022",
    id = "https://authors.library.caltech.edu/records/g0k6z-gvr57",
    doi = "10.48550/arXiv.2111.11630"
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    authors = "Hamze Bajgiran, Hamed and Owhadi, Houman",
    title = "Aggregation of Pareto optimal models",
    publisher = "arXiv",
    year = "2022",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20220524-180318744",
    id = "https://authors.library.caltech.edu/records/aeg7b-hbw77",
    doi = "10.48550/arXiv.2112.04161"
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    authors = "Hamzi, Boumediene and Maulik, Romit and Owhadi, Houman",
    title = "Data-driven geophysical forecasting: Simple, low-cost, and accurate baselines with kernel methods",
    publisher = "arXiv",
    year = "2022",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20220524-180305206",
    id = "https://authors.library.caltech.edu/records/kmksv-qsg95",
    doi = "10.48550/arXiv.2103.10935"
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    authors = "Lee, Jonghyeon and De Brouwer, Edward and Hamzi, Boumediene and Owhadi, Houman",
    title = "Learning dynamical systems from data: A simple cross-validation   perspective, part III: Irregularly-Sampled Time Series",
    publisher = "arXiv",
    year = "2022",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20220524-180315371",
    id = "https://authors.library.caltech.edu/records/vhc39-wjz49",
    doi = "10.48550/arXiv.2111.13037"
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    authors = "Hamze Bajgiran, Hamed and Batlle Franch, Pau and Owhadi, Houman and Scovel, Clint and Shirdel, Mahdy and Stanley, Michael and Tavallali, Peyman",
    title = "Uncertainty Quantification of the 4th kind; optimal posterior accuracy-uncertainty tradeoff with the minimum enclosing ball",
    publisher = "arXiv",
    year = "2022",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20220524-180308552",
    id = "https://authors.library.caltech.edu/records/v0cp5-ykc35",
    doi = "10.48550/arXiv.2108.10517"
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    authors = "Tavallali, Peyman and Hamze Bajgiran, Hamed and Esaid, Danial J. and Owhadi, Houman",
    title = "Decision Theoretic Bootstrapping",
    publisher = "arXiv",
    year = "2021",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20210323-130821498",
    id = "https://authors.library.caltech.edu/records/1b23n-q5002",
    doi = "10.48550/arXiv.2103.09982"
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    authors = "Owhadi, Houman",
    title = "Do ideas have shape? Plato's theory of forms as the continuous limit of artificial neural networks",
    publisher = "arXiv",
    year = "2020",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20201109-155524397",
    id = "https://authors.library.caltech.edu/records/5mydb-afj74",
    doi = "10.48550/arXiv.2008.03920"
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    authors = "Hamzi, Boumediene and Owhadi, Houman",
    title = "Learning dynamical systems from data: a simple cross-validation perspective",
    publisher = "arXiv",
    year = "2020",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20201109-155527819",
    id = "https://authors.library.caltech.edu/records/sshn9-4d642",
    doi = "10.48550/arXiv.2007.05074"
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@other{https://authors.library.caltech.edu/records/tpvre-65819,
    authors = "Schäfer, Florian and Anandkumar, Anima and Owhadi, Houman",
    title = "Competitive Mirror Descent",
    publisher = "arXiv",
    year = "2020",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120218966",
    id = "https://authors.library.caltech.edu/records/tpvre-65819",
    doi = "10.48550/arXiv.2006.10179"
}


@other{https://authors.library.caltech.edu/records/rsq9f-6w197,
    authors = "Owhadi, Houman and Scovel, Clint and Yoo, Gene Ryan",
    title = "Kernel Mode Decomposition and programmable/interpretable regression networks",
    publisher = "arXiv",
    year = "2019",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20190923-153747161",
    id = "https://authors.library.caltech.edu/records/rsq9f-6w197",
    doi = "10.48550/arXiv.1907.08592"
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@other{https://authors.library.caltech.edu/records/91xq4-c7r09,
    authors = "Campbell, Tom and Owhadi, Houman and Sauvageauz, Joe and Watkinson, David",
    title = "On testing the simulation theory",
    year = "2019",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20190109-112815344",
    id = "https://authors.library.caltech.edu/records/91xq4-c7r09",
    doi = "10.48550/arXiv.1703.00058"
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@other{https://authors.library.caltech.edu/records/hkp94-1wn28,
    authors = "Owhadi, Houman and Scovel, Clint",
    title = "Universal Scalable Robust Solvers from Computational Information Games and fast eigenspace adapted Multiresolution Analysis",
    year = "2017",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20170710-085210757",
    id = "https://authors.library.caltech.edu/records/hkp94-1wn28",
    doi = "10.48550/arXiv.1703.10761"
}


@other{https://authors.library.caltech.edu/records/0171g-e5p13,
    authors = "Bou-Rabee, Nawaf and Owhadi, Houman",
    title = "Ballistic Transport at Uniform Temperature",
    year = "2016",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160224-101438724",
    id = "https://authors.library.caltech.edu/records/0171g-e5p13",
    doi = "10.48550/arXiv.0710.1565"
}


@other{https://authors.library.caltech.edu/records/bgn30-19p88,
    authors = "Owhadi, Houman and Scovel, Clint",
    title = "Brittleness of Bayesian inference and new Selberg formulas",
    year = "2016",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160224-073833523",
    id = "https://authors.library.caltech.edu/records/bgn30-19p88",
    doi = "10.48550/arXiv.1304.7046"
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@other{https://authors.library.caltech.edu/records/r4cp9-5jy65,
    authors = "Owhadi, Houman and Scovel, Clint",
    title = "Conditioning Gaussian measure on Hilbert space",
    year = "2016",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160224-065740350",
    id = "https://authors.library.caltech.edu/records/r4cp9-5jy65",
    doi = "10.48550/arXiv.1506.04208"
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@other{https://authors.library.caltech.edu/records/vbh75-mwe93,
    authors = "Sullivan, T. J. and Owhadi, H.",
    title = "Equivalence of concentration inequalities for linear and non-linear functions",
    year = "2016",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160224-082333411",
    id = "https://authors.library.caltech.edu/records/vbh75-mwe93",
    doi = "10.48550/arXiv.1009.4913"
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@other{https://authors.library.caltech.edu/records/ska9y-fwf53,
    authors = "Bou-Rabee, Nawaf and Owhadi, Houman",
    title = "Ergodicity of Langevin Processes with Degenerate Diffusion in Momentums",
    year = "2016",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160224-103320707",
    id = "https://authors.library.caltech.edu/records/ska9y-fwf53",
    doi = "10.48550/arXiv.0710.4259"
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@other{https://authors.library.caltech.edu/records/v5dr0-dv971,
    authors = "Owhadi, Houman and Zhang, Lei",
    title = "Metric based up-scaling",
    year = "2016",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160224-094627612",
    id = "https://authors.library.caltech.edu/records/v5dr0-dv971",
    doi = "10.48550/arXiv.0505223"
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@other{https://authors.library.caltech.edu/records/je0wb-97q10,
    authors = "Bou-Rabee, Nawaf and Owhadi, Houman",
    title = "Stochastic Variational Partitioned Runge-Kutta Integrators for Constrained Systems",
    year = "2016",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160224-100431574",
    id = "https://authors.library.caltech.edu/records/je0wb-97q10",
    doi = "10.48550/arXiv.0709.2222"
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@other{https://authors.library.caltech.edu/records/0qces-vpr96,
    authors = "Tao, Molei and Owhadi, Houman and Marsden, Jerrold E.",
    title = "Structure preserving Stochastic Impulse Methods for stiff Langevin systems with a uniform global error of order 1 or 1/2 on position",
    year = "2016",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160224-085934570",
    id = "https://authors.library.caltech.edu/records/0qces-vpr96",
    doi = "10.48550/arXiv.1006.4657"
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@other{https://authors.library.caltech.edu/records/js4rg-7dp08,
    authors = "Tao, Molei and Owhadi, Houman and Marsden, Jerrold E.",
    title = "Temperature and Friction Accelerated Sampling of Boltzmann-Gibbs Distribution",
    year = "2016",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160224-090906859",
    id = "https://authors.library.caltech.edu/records/js4rg-7dp08",
    doi = "10.48550/arXiv.1007.0995"
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@other{https://authors.library.caltech.edu/records/qffgv-kme54,
    authors = "McKerns, M. and Owhadi, H. and Scovel, C. and Sullivan, T. J. and Ortiz, M.",
    title = "The optimal uncertainty algorithm in the mystic framework",
    year = "2016",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160224-080348129",
    id = "https://authors.library.caltech.edu/records/qffgv-kme54",
    doi = "10.48550/arXiv.1202.1055"
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@other{https://authors.library.caltech.edu/records/36dys-2ya70,
    authors = "Desbrun, Mathieu and Donaldson, Roger D. and Owhadi, Houman",
    title = "Discrete Geometric Structures in Homogenization and Inverse Homogenization with Application to EIT",
    publisher = "California Institute of Technology",
    year = "2011",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20111011-163848887",
    id = "https://authors.library.caltech.edu/records/36dys-2ya70",
    doi = "10.7907/XR8W-EA85"
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@other{https://authors.library.caltech.edu/records/ewe01-61q87,
    authors = "Berlyand, Leonid and Owhadi, Houman",
    title = "Flux Norm Approach to Homogenization Problems with non-separated Scales",
    publisher = "California Institute of Technology",
    year = "2011",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20111012-105135181",
    id = "https://authors.library.caltech.edu/records/ewe01-61q87",
    doi = "10.7907/T5DC-SN48"
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@other{https://authors.library.caltech.edu/records/2nmzy-qwc92,
    authors = "Owhadi, Houman and Zhang, Lei",
    title = "Localized bases for finite dimensional homogenization
 approximations with non-separated scales and high-contrast",
    publisher = "California Institute of Technology",
    year = "2011",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20111012-113719601",
    id = "https://authors.library.caltech.edu/records/2nmzy-qwc92"
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@other{https://authors.library.caltech.edu/records/vgmnz-ees44,
    authors = "Tao, Molei and Owhadi, Houman and Marsden, Jerrold E.",
    title = "Non-intrusive and structure preserving multiscale integration of stiff ODEs, SDEs and Hamiltonian systems with hidden slow dynamics via flow averaging",
    publisher = "California Institute of Technology",
    year = "2011",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20111012-110532817",
    id = "https://authors.library.caltech.edu/records/vgmnz-ees44",
    doi = "10.7907/QZNP-SR14"
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    authors = "Owhadi, H. and Scovel, C. and Sullivan, T. J. and McKerns, M. and Ortiz, M.",
    title = "Optimal Uncertainty Quantification",
    publisher = "California Institute of Technology",
    year = "2011",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20111012-113158874",
    id = "https://authors.library.caltech.edu/records/5j8b4-b5n05",
    doi = "10.7907/TTW6-QD19"
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