<h1>Owhadi, Houman</h1> <h2>Monograph from <a href="https://authors.library.caltech.edu">CaltechAUTHORS</a></h2> <ul> <li>Chen, Yifan and Owhadi, Houman, el al. (2024) <a href="https://authors.library.caltech.edu/records/gt35x-e3r22">Sparse Cholesky Factorization for Solving Nonlinear PDEs via Gaussian Processes</a>; <a href="https://doi.org/10.48550/arXiv.2304.01294">10.48550/arXiv.2304.01294</a></li> <li>Hamze Bajgiran, Hamed and Owhadi, Houman (2021) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20220524-180318744">Aggregation of Pareto optimal models</a>; <a href="https://doi.org/10.48550/arXiv.2112.04161">10.48550/arXiv.2112.04161</a></li> <li>Lee, Jonghyeon and De Brouwer, Edward, el al. (2021) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20220524-180315371">Learning dynamical systems from data: A simple cross-validation perspective, part III: Irregularly-Sampled Time Series</a>; <a href="https://doi.org/10.48550/arXiv.2111.13037">10.48550/arXiv.2111.13037</a></li> <li>Hamze Bajgiran, Hamed and Owhadi, Houman (2021) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20220524-180312022">Aggregation of Models, Choices, Beliefs, and Preferences</a>; <a href="https://doi.org/10.48550/arXiv.2111.11630">10.48550/arXiv.2111.11630</a></li> <li>Hamze Bajgiran, Hamed and Batlle Franch, Pau, el al. (2021) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20220524-180308552">Uncertainty Quantification of the 4th kind; optimal posterior accuracy-uncertainty tradeoff with the minimum enclosing ball</a>; <a href="https://doi.org/10.48550/arXiv.2108.10517">10.48550/arXiv.2108.10517</a></li> <li>Tavallali, Peyman and Hamze Bajgiran, Hamed, el al. (2021) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20210323-130821498">Decision Theoretic Bootstrapping</a>; <a href="https://doi.org/10.48550/arXiv.2103.09982">10.48550/arXiv.2103.09982</a></li> <li>Hamzi, Boumediene and Maulik, Romit, el al. (2021) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20220524-180305206">Data-driven geophysical forecasting: Simple, low-cost, and accurate baselines with kernel methods</a>; <a href="https://doi.org/10.48550/arXiv.2103.10935">10.48550/arXiv.2103.10935</a></li> <li>Owhadi, Houman (2020) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20201109-155524397">Do ideas have shape? Plato's theory of forms as the continuous limit of artificial neural networks</a>; <a href="https://doi.org/10.48550/arXiv.2008.03920">10.48550/arXiv.2008.03920</a></li> <li>Hamzi, Boumediene and Owhadi, Houman (2020) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20201109-155527819">Learning dynamical systems from data: a simple cross-validation perspective</a>; <a href="https://doi.org/10.48550/arXiv.2007.05074">10.48550/arXiv.2007.05074</a></li> <li>Schäfer, Florian and Anandkumar, Anima, el al. (2020) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20201106-120218966">Competitive Mirror Descent</a>; <a href="https://doi.org/10.48550/arXiv.2006.10179">10.48550/arXiv.2006.10179</a></li> <li>Owhadi, Houman and Scovel, Clint, el al. (2019) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20190923-153747161">Kernel Mode Decomposition and programmable/interpretable regression networks</a>; <a href="https://doi.org/10.48550/arXiv.1907.08592">10.48550/arXiv.1907.08592</a></li> <li>Owhadi, Houman and Scovel, Clint (2017) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20170710-085210757">Universal Scalable Robust Solvers from Computational Information Games and fast eigenspace adapted Multiresolution Analysis</a>; <a href="https://doi.org/10.48550/arXiv.1703.10761">10.48550/arXiv.1703.10761</a></li> <li>Campbell, Tom and Owhadi, Houman, el al. (2017) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20190109-112815344">On testing the simulation theory</a>; <a href="https://doi.org/10.48550/arXiv.1703.00058">10.48550/arXiv.1703.00058</a></li> <li>Owhadi, Houman and Scovel, Clint (2015) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20160224-073833523">Brittleness of Bayesian inference and new Selberg formulas</a>; <a href="https://doi.org/10.48550/arXiv.1304.7046">10.48550/arXiv.1304.7046</a></li> <li>Owhadi, Houman and Scovel, Clint (2015) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20160224-065740350">Conditioning Gaussian measure on Hilbert space</a>; <a href="https://doi.org/10.48550/arXiv.1506.04208">10.48550/arXiv.1506.04208</a></li> <li>Bou-Rabee, Nawaf and Owhadi, Houman (2013) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20160224-103320707">Ergodicity of Langevin Processes with Degenerate Diffusion in Momentums</a>; <a href="https://doi.org/10.48550/arXiv.0710.4259">10.48550/arXiv.0710.4259</a></li> <li>McKerns, M. and Owhadi, H., el al. (2012) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20160224-080348129">The optimal uncertainty algorithm in the mystic framework</a>; <a href="https://doi.org/10.48550/arXiv.1202.1055">10.48550/arXiv.1202.1055</a></li> <li>Owhadi, Houman and Zhang, Lei (2010) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20111012-113719601">Localized bases for finite dimensional homogenization approximations with non-separated scales and high-contrast</a></li> <li>Sullivan, T. J. and Owhadi, H. (2010) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20160224-082333411">Equivalence of concentration inequalities for linear and non-linear functions</a>; <a href="https://doi.org/10.48550/arXiv.1009.4913">10.48550/arXiv.1009.4913</a></li> <li>Owhadi, H. and Scovel, C., el al. (2010) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20111012-113158874">Optimal Uncertainty Quantification</a>; <a href="https://doi.org/10.7907/TTW6-QD19">10.7907/TTW6-QD19</a></li> <li>Tao, Molei and Owhadi, Houman, el al. (2010) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20160224-090906859">Temperature and Friction Accelerated Sampling of Boltzmann-Gibbs Distribution</a>; <a href="https://doi.org/10.48550/arXiv.1007.0995">10.48550/arXiv.1007.0995</a></li> <li>Tao, Molei and Owhadi, Houman, el al. (2010) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20160224-085934570">Structure preserving Stochastic Impulse Methods for stiff Langevin systems with a uniform global error of order 1 or 1/2 on position</a>; <a href="https://doi.org/10.48550/arXiv.1006.4657">10.48550/arXiv.1006.4657</a></li> <li>Desbrun, Mathieu and Donaldson, Roger D., el al. (2009) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20111011-163848887">Discrete Geometric Structures in Homogenization and Inverse Homogenization with Application to EIT</a>; <a href="https://doi.org/10.7907/XR8W-EA85">10.7907/XR8W-EA85</a></li> <li>Berlyand, Leonid and Owhadi, Houman (2009) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20111012-105135181">Flux Norm Approach to Homogenization Problems with non-separated Scales</a>; <a href="https://doi.org/10.7907/T5DC-SN48">10.7907/T5DC-SN48</a></li> <li>Tao, Molei and Owhadi, Houman, el al. (2009) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20111012-110532817">Non-intrusive and structure preserving multiscale integration of stiff ODEs, SDEs and Hamiltonian systems with hidden slow dynamics via flow averaging</a>; <a href="https://doi.org/10.7907/QZNP-SR14">10.7907/QZNP-SR14</a></li> <li>Bou-Rabee, Nawaf and Owhadi, Houman (2007) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20160224-101438724">Ballistic Transport at Uniform Temperature</a>; <a href="https://doi.org/10.48550/arXiv.0710.1565">10.48550/arXiv.0710.1565</a></li> <li>Bou-Rabee, Nawaf and Owhadi, Houman (2007) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20160224-100431574">Stochastic Variational Partitioned Runge-Kutta Integrators for Constrained Systems</a>; <a href="https://doi.org/10.48550/arXiv.0709.2222">10.48550/arXiv.0709.2222</a></li> <li>Owhadi, Houman and Zhang, Lei (2005) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20160224-094627612">Metric based up-scaling</a>; <a href="https://doi.org/10.48550/arXiv.0505223">10.48550/arXiv.0505223</a></li> </ul>