@other{https://resolver.caltech.edu/CaltechAUTHORS:20220909-161413582, title = "Fast \& accurate randomized algorithms for linear systems and eigenvalue problems", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220909-161413582", id = "record", doi = "10.7907/cmyh-va31" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20220829-181401723, title = "Sharp phase transitions in Euclidian integral geometry", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220829-181401723", id = "record", doi = "10.7907/9rja-rh15" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20220826-183609942, title = "More practical sketching algorithms for low-rank matrix approximation", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220826-183609942", id = "record", doi = "10.7907/bb7w-ve61" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20220826-185558571, title = "Large-Scales PCA with Sparsity Constraints", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20220826-185558571", id = "record", doi = "10.7907/51g8-zc61" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20210624-180721369, title = "Analysis of randomized block Krylov methods", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210624-180721369", id = "record" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20210621-223135493, title = "Tensor Random Projection for Low Memory Dimension Reduction", year = "2021", url = "https://resolver.caltech.edu/CaltechAUTHORS:20210621-223135493", id = "record", doi = "10.48550/arXiv.2105.00105" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20201218-154437706, title = "Scalable Semidefinite Programming", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201218-154437706", id = "record", doi = "10.48550/arXiv.1912.02949" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20201218-154441081, title = "Binary Component Decomposition. Part I: The Positive-Semidefinite Case", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201218-154441081", id = "record", doi = "10.48550/arXiv.1907.13603" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20201218-154423869, title = "Quantum simulation via randomized product formulas: Low gate complexity with accuracy guarantees", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201218-154423869", id = "record", doi = "10.48550/arXiv.2008.11751" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20201218-154444454, title = "Binary component decomposition. Part II: The asymmetric case", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201218-154444454", id = "record", doi = "10.48550/arXiv.1907.13602" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20180831-112123699, title = "The Masked Sample Covariance Estimator: An Analysis via Matrix Concentration Inequalities", year = "2018", url = "https://resolver.caltech.edu/CaltechAUTHORS:20180831-112123699", id = "record", doi = "10.48550/arXiv.1109.1637" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20180831-112127106, title = "Deriving Matrix Concentration Inequalities from Kernel Couplings", year = "2018", url = "https://resolver.caltech.edu/CaltechAUTHORS:20180831-112127106", id = "record", doi = "10.48550/arXiv.1305.0612" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20180828-145534045, title = "Sketchy Decisions: Convex Low-Rank Matrix Optimization with Optimal Storage", year = "2018", url = "https://resolver.caltech.edu/CaltechAUTHORS:20180828-145534045", id = "record", doi = "10.48550/arXiv.1702.06838" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20180828-150010838, title = "Algorithmic linear dimension reduction in the ℓ\_1 norm for sparse vectors", year = "2018", url = "https://resolver.caltech.edu/CaltechAUTHORS:20180828-150010838", id = "record", doi = "10.48550/arXiv.0608079" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20170620-081901312, title = "Fixed-Rank Approximation of a Positive-Semidefinite Matrix from Streaming Data", year = "2017", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170620-081901312", id = "record", doi = "10.7907/QJE2-RP11" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20170314-110228775, title = "The Achievable Performance of Convex Demixing", year = "2017", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170314-110228775", id = "record", doi = "10.7907/4KWM-5N31" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20170215-154809329, title = "Randomized Single-View Algorithms for Low-Rank Matrix Approximation", year = "2017", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170215-154809329", id = "record", doi = "10.7907/Z9HT2M9C" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20180831-112137332, title = "Universality laws for randomized dimension reduction, with applications", year = "2015", url = "https://resolver.caltech.edu/CaltechAUTHORS:20180831-112137332", id = "record", doi = "10.48550/arXiv.1511.09433" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20180831-112133957, title = "Second-Order Matrix Concentration Inequalities", year = "2015", url = "https://resolver.caltech.edu/CaltechAUTHORS:20180831-112133957", id = "record", doi = "10.48550/arXiv.1504.05919" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20180831-112157832, title = "A foundation for analytical developments in the logarithmic region of turbulent channels", year = "2014", url = "https://resolver.caltech.edu/CaltechAUTHORS:20180831-112157832", id = "record", doi = "10.48550/arXiv.1409.6047" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20140828-084239607, title = "Tail Bounds for All Eigenvalues of a Sum of Random Matrices", year = "2014", url = "https://resolver.caltech.edu/CaltechAUTHORS:20140828-084239607", id = "record", doi = "10.7907/tz8n-h623" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20140828-082707636, title = "Error Bounds for Random Matrix Approximation Schemes", year = "2014", url = "https://resolver.caltech.edu/CaltechAUTHORS:20140828-082707636", id = "record", doi = "10.7907/03an-qj61" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20180831-112130540, title = "The achievable performance of convex demixing", year = "2013", url = "https://resolver.caltech.edu/CaltechAUTHORS:20180831-112130540", id = "record", doi = "10.48550/arXiv.1309.7478" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20120411-102106234, title = "The Masked Sample Covariance Estimator: An Analysis via the Matrix Laplace Transform", year = "2012", url = "https://resolver.caltech.edu/CaltechAUTHORS:20120411-102106234", id = "record", doi = "10.7907/6rfh-ce56" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20111012-112125900, title = "User-Friendly Tail Bounds for Sums of Random Matrices", year = "2011", url = "https://resolver.caltech.edu/CaltechAUTHORS:20111012-112125900", id = "record", doi = "10.7907/A14X-R435" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20111012-114710310, title = "User-friendly Tail Bounds for Matrix Martingales", year = "2011", url = "https://resolver.caltech.edu/CaltechAUTHORS:20111012-114710310", id = "record", doi = "10.7907/62v9-yh77" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20111010-134929077, title = "Signal Recovery from Random Measurements Via Orthogonal Matching Pursuit: The Gaussian Case", year = "2011", url = "https://resolver.caltech.edu/CaltechAUTHORS:20111010-134929077", id = "record", doi = "10.7907/EG9R-Y984" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20111011-163243421, title = "Computational Methods for Sparse Solution of Linear Inverse Problems", year = "2011", url = "https://resolver.caltech.edu/CaltechAUTHORS:20111011-163243421", id = "record", doi = "10.7907/QF0D-J303" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20111011-161421093, title = "Column Subset Selection, Matrix Factorization, and Eigenvalue Optimization", year = "2011", url = "https://resolver.caltech.edu/CaltechAUTHORS:20111011-161421093", id = "record", doi = "10.7907/82PQ-TF75" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20111012-111324407, title = "Finding Structure with Randomness: Stochastic Algorithms for Constructing Approximate matrix Decompositions", year = "2011", url = "https://resolver.caltech.edu/CaltechAUTHORS:20111012-111324407", id = "record", doi = "10.7907/PK8V-V047" } @other{https://resolver.caltech.edu/CaltechAUTHORS:20111011-160707642, title = "CoSaMP: Iterative Signal Recovery from Incomplete and Inaccurate Samples", year = "2011", url = "https://resolver.caltech.edu/CaltechAUTHORS:20111011-160707642", id = "record", doi = "10.7907/KE0N-TN13" }