@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/114900,
    title ="Aggregation of Pareto optimal models",
    author = "Hamze Bajgiran, Hamed and Owhadi, Houman",
    journal = "arXiv",
    
    
    
    month = "December",
    year = "2021",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20220524-180318744",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/114899,
    title ="Learning dynamical systems from data: A simple cross-validation   perspective, part III: Irregularly-Sampled Time Series",
    author = "Lee, Jonghyeon and De Brouwer, Edward and Hamzi, Boumediene and Owhadi, Houman",
    journal = "arXiv",
    
    
    
    month = "November",
    year = "2021",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20220524-180315371",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/114898,
    title ="Aggregation of Models, Choices, Beliefs, and Preferences",
    author = "Hamze Bajgiran, Hamed and Owhadi, Houman",
    journal = "arXiv",
    
    
    
    month = "November",
    year = "2021",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20220524-180312022",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/114897,
    title ="Uncertainty Quantification of the 4th kind; optimal posterior accuracy-uncertainty tradeoff with the minimum enclosing ball",
    author = "Hamze Bajgiran, Hamed and Batlle Franch, Pau and Owhadi, Houman and Scovel, Clint and Shirdel, Mahdy and Stanley, Michael and Tavallali, Peyman",
    journal = "arXiv",
    
    
    
    month = "August",
    year = "2021",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20220524-180308552",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/108529,
    title ="Decision Theoretic Bootstrapping",
    author = "Tavallali, Peyman and Hamze Bajgiran, Hamed and Esaid, Danial J. and Owhadi, Houman",
    journal = "arXiv",
    
    
    
    month = "March",
    year = "2021",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20210323-130821498",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/114896,
    title ="Data-driven geophysical forecasting: Simple, low-cost, and accurate baselines with kernel methods",
    author = "Hamzi, Boumediene and Maulik, Romit and Owhadi, Houman",
    journal = "arXiv",
    
    
    
    month = "February",
    year = "2021",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20220524-180305206",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/106569,
    title ="Do ideas have shape? Plato's theory of forms as the continuous limit of artificial neural networks",
    author = "Owhadi, Houman",
    journal = "arXiv",
    
    
    
    month = "August",
    year = "2020",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20201109-155524397",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/106570,
    title ="Learning dynamical systems from data: a simple cross-validation perspective",
    author = "Hamzi, Boumediene and Owhadi, Houman",
    journal = "arXiv",
    
    
    
    month = "July",
    year = "2020",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20201109-155527819",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/106491,
    title ="Competitive Mirror Descent",
    author = "Schäfer, Florian and Anandkumar, Anima and Owhadi, Houman",
    journal = "arXiv",
    
    
    
    month = "June",
    year = "2020",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20201106-120218966",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/98806,
    title ="Kernel Mode Decomposition and programmable/interpretable regression networks",
    author = "Owhadi, Houman and Scovel, Clint and Yoo, Gene Ryan",
    journal = "arXiv",
    
    
    
    month = "July",
    year = "2019",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20190923-153747161",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/78885,
    title ="Universal Scalable Robust Solvers from Computational Information Games and fast eigenspace adapted Multiresolution Analysis",
    author = "Owhadi, Houman and Scovel, Clint",
    
    
    
    
    month = "May",
    year = "2017",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20170710-085210757",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/92171,
    title ="On testing the simulation theory",
    author = "Campbell, Tom and Owhadi, Houman and Sauvageauz, Joe and Watkinson, David",
    
    
    
    
    month = "February",
    year = "2017",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20190109-112815344",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/64713,
    title ="Brittleness of Bayesian inference and new Selberg formulas",
    author = "Owhadi, Houman and Scovel, Clint",
    
    
    
    
    month = "October",
    year = "2015",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160224-073833523",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/64709,
    title ="Conditioning Gaussian measure on Hilbert space",
    author = "Owhadi, Houman and Scovel, Clint",
    
    
    
    
    month = "September",
    year = "2015",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160224-065740350",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/64731,
    title ="Ergodicity of Langevin Processes with Degenerate Diffusion in Momentums",
    author = "Bou-Rabee, Nawaf and Owhadi, Houman",
    
    
    
    
    month = "April",
    year = "2013",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160224-103320707",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/64716,
    title ="The optimal uncertainty algorithm in the mystic framework",
    author = "McKerns, M. and Owhadi, H. and Scovel, C. and Sullivan, T. J. and Ortiz, M.",
    
    
    
    
    month = "February",
    year = "2012",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160224-080348129",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/27193,
    title ="Localized bases for finite dimensional homogenization\r approximations with non-separated scales and high-contrast",
    author = "Owhadi, Houman and Zhang, Lei",
    
    
    number = "2010-04",
    
    month = "November",
    year = "2010",
    
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20111012-113719601",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/64721,
    title ="Equivalence of concentration inequalities for linear and non-linear functions",
    author = "Sullivan, T. J. and Owhadi, H.",
    
    
    
    
    month = "September",
    year = "2010",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160224-082333411",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/27192,
    title ="Optimal Uncertainty Quantification",
    author = "Owhadi, H. and Scovel, C. and Sullivan, T. J. and McKerns, M. and Ortiz, M.",
    
    
    number = "2010-03",
    
    month = "September",
    year = "2010",
    
    doi = "https://doi.org/10.7907/TTW6-QD19",
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20111012-113158874",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/64726,
    title ="Temperature and Friction Accelerated Sampling of Boltzmann-Gibbs Distribution",
    author = "Tao, Molei and Owhadi, Houman and Marsden, Jerrold E.",
    
    
    
    
    month = "July",
    year = "2010",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160224-090906859",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/64725,
    title ="Structure preserving Stochastic Impulse Methods for stiff Langevin systems with a uniform global error of order 1 or 1/2 on position",
    author = "Tao, Molei and Owhadi, Houman and Marsden, Jerrold E.",
    
    
    
    
    month = "June",
    year = "2010",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160224-085934570",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/27172,
    title ="Discrete Geometric Structures in Homogenization and Inverse Homogenization with Application to EIT",
    author = "Desbrun, Mathieu and Donaldson, Roger D. and Owhadi, Houman",
    
    
    number = "2009-02",
    
    month = "August",
    year = "2009",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20111011-163848887",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/27185,
    title ="Flux Norm Approach to Homogenization Problems with non-separated Scales",
    author = "Berlyand, Leonid and Owhadi, Houman",
    
    
    number = "2009-03",
    
    month = "August",
    year = "2009",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20111012-105135181",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/27186,
    title ="Non-intrusive and structure preserving multiscale integration of stiff ODEs, SDEs and Hamiltonian systems with hidden slow dynamics via flow averaging",
    author = "Tao, Molei and Owhadi, Houman and Marsden, Jerrold E.",
    
    
    number = "2009-04",
    
    month = "August",
    year = "2009",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20111012-110532817",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/64730,
    title ="Ballistic Transport at Uniform Temperature",
    author = "Bou-Rabee, Nawaf and Owhadi, Houman",
    
    
    
    
    month = "October",
    year = "2007",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160224-101438724",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/64729,
    title ="Stochastic Variational Partitioned Runge-Kutta Integrators for Constrained Systems",
    author = "Bou-Rabee, Nawaf and Owhadi, Houman",
    
    
    
    
    month = "September",
    year = "2007",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160224-100431574",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/64728,
    title ="Metric based up-scaling",
    author = "Owhadi, Houman and Zhang, Lei",
    
    
    
    
    month = "November",
    year = "2005",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160224-094627612",
}