@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/116782,
    title ="Fast & accurate randomized algorithms for linear systems and eigenvalue problems",
    author = "Nakatasukasa, Yuji and Tropp, Joel A.",
    
    
    number = "2021-01",
    
    month = "October",
    year = "2021",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20220909-161413582",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/109513,
    title ="Tensor Random Projection for Low Memory Dimension Reduction",
    author = "Sun, Yiming and Guo, Yang and Tropp, Joel A. and Udell, Madeleine",
    journal = "arXiv",
    
    
    
    month = "April",
    year = "2021",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20210621-223135493",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/107213,
    title ="Quantum simulation via randomized product formulas: Low gate complexity with accuracy guarantees",
    author = "Chen, Chi-Fang and Huang, Hsin-Yuan (Robert) and Kueng, Richard and Tropp, Joel A.",
    journal = "arXiv",
    
    
    
    month = "August",
    year = "2020",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20201218-154423869",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/116601,
    title ="Sharp phase transitions in Euclidian integral geometry",
    author = "Lotz, Martin and Tropp, Joel A.",
    
    
    number = "2020-01",
    
    month = "May",
    year = "2020",
    
    doi = "https://doi.org/10.7907/9rja-rh15",
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20220829-181401723",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/107221,
    title ="Scalable Semidefinite Programming",
    author = "Yurtsever, Alp and Tropp, Joel A. and Fercoq, Olivier and Udell, Madeleine and Cevher, Volkan",
    journal = "arXiv",
    
    
    
    month = "December",
    year = "2019",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20201218-154437706",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/107223,
    title ="Binary Component Decomposition. Part I: The Positive-Semidefinite Case",
    author = "Kueng, Richard and Tropp, Joel A.",
    journal = "arXiv",
    
    
    
    month = "July",
    year = "2019",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20201218-154441081",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/107224,
    title ="Binary component decomposition. Part II: The asymmetric case",
    author = "Kueng, Richard and Tropp, Joel A.",
    journal = "arXiv",
    
    
    
    month = "July",
    year = "2019",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20201218-154444454",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/116589,
    title ="More practical sketching algorithms for low-rank matrix approximation",
    author = "Tropp, Joel A. and Yurtsever, Alp and Udell, Madeleine and Cevher, Volkan",
    
    
    number = "2018-01",
    
    month = "October",
    year = "2018",
    
    doi = "https://doi.org/10.7907/bb7w-ve61",
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20220826-183609942",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/109565,
    title ="Analysis of randomized block Krylov methods",
    author = "Tropp, Joel A.",
    
    
    number = "2018-02",
    
    month = "January",
    year = "2018",
    
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20210624-180721369",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/78360,
    title ="Fixed-Rank Approximation of a Positive-Semidefinite Matrix from Streaming Data",
    author = "Tropp, Joel A. and Yurtsever, Alp and Udell, Madeleine and Cevher, Volkan",
    
    
    number = "2017-03",
    
    month = "May",
    year = "2017",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20170620-081901312",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/89263,
    title ="Sketchy Decisions: Convex Low-Rank Matrix Optimization with Optimal Storage",
    author = "Yurtsever, Alp and Udell, Madeleine and Tropp, Joel A. and Cevher, Volkan",
    
    
    
    
    month = "February",
    year = "2017",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20180828-145534045",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/75094,
    title ="The Achievable Performance of Convex Demixing",
    author = "McCoy, Michael B. and Tropp, Joel A.",
    
    
    number = "2017-02",
    
    month = "February",
    year = "2017",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20170314-110228775",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/74347,
    title ="Randomized Single-View Algorithms for Low-Rank Matrix Approximation",
    author = "Tropp, Joel A. and Yurtsever, Alp and Udell, Madeleine and Cevher, Volkan",
    
    
    number = "2017-01",
    
    month = "January",
    year = "2017",
    
    doi = "https://doi.org/10.7907/Z9HT2M9C",
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20170215-154809329",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/89338,
    title ="Universality laws for randomized dimension reduction, with applications",
    author = "Oymak, Samet and Tropp, Joel A.",
    journal = "arXiv",
    
    
    
    month = "November",
    year = "2015",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20180831-112137332",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/89337,
    title ="Second-Order Matrix Concentration Inequalities",
    author = "Tropp, Joel A.",
    journal = "arXiv",
    
    
    
    month = "April",
    year = "2015",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20180831-112133957",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/89344,
    title ="A foundation for analytical developments in the logarithmic region of turbulent channels",
    author = "Moarref, Rashad and Sharma, Ati S. and Tropp, Joel A. and McKeon, Beverley J.",
    journal = "arXiv",
    
    
    
    month = "September",
    year = "2014",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20180831-112157832",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/49010,
    title ="Error Bounds for Random Matrix Approximation Schemes",
    author = "Gittens, A. and Tropp, J.  A.",
    
    
    number = "2014-01",
    
    month = "August",
    year = "2014",
    
    doi = "https://doi.org/10.7907/03an-qj61",
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20140828-082707636",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/49011,
    title ="Tail Bounds for All Eigenvalues of a Sum of Random Matrices",
    author = "Gittens, Alex A. and Tropp, Joel A.",
    
    
    number = "2014-02",
    
    month = "August",
    year = "2014",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20140828-084239607",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/89336,
    title ="The achievable performance of convex demixing",
    author = "McCoy, Michael B. and Tropp, Joel A.",
    journal = "arXiv",
    
    
    
    month = "September",
    year = "2013",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20180831-112130540",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/89335,
    title ="Deriving Matrix Concentration Inequalities from Kernel Couplings",
    author = "Paulin, Daniel and Mackey, Lester and Tropp, Joel A.",
    journal = "arXiv",
    
    
    
    month = "May",
    year = "2013",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20180831-112127106",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/30057,
    title ="The Masked Sample Covariance Estimator: An Analysis via the Matrix Laplace Transform",
    author = "Chen, Richard Y. and Gittens, Alex A. and Tropp, Joel A.",
    
    
    number = "2012-01",
    
    month = "February",
    year = "2012",
    
    doi = "https://doi.org/10.7907/6rfh-ce56",
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20120411-102106234",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/89334,
    title ="The Masked Sample Covariance Estimator: An Analysis via Matrix Concentration Inequalities",
    author = "Chen, Richard Y. and Gittens, Alex and Tropp, Joel A.",
    journal = "arXiv",
    
    
    
    month = "September",
    year = "2011",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20180831-112123699",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/116590,
    title ="Large-Scales PCA with Sparsity Constraints",
    author = "Probel, Clément J. and Tropp, Joel A.",
    
    
    number = "2011-02",
    
    month = "August",
    year = "2011",
    
    doi = "https://doi.org/10.7907/51g8-zc61",
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20220826-185558571",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/27194,
    title ="User-friendly Tail Bounds for Matrix Martingales",
    author = "Tropp, Joel A.",
    
    
    number = "2011-01",
    
    month = "January",
    year = "2011",
    
    doi = "https://doi.org/10.7907/62v9-yh77",
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20111012-114710310",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/27190,
    title ="User-Friendly Tail Bounds for Sums of Random Matrices",
    author = "Tropp, Joel A.",
    
    
    number = "2010-01",
    
    month = "April",
    year = "2010",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20111012-112125900",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/27187,
    title ="Finding Structure with Randomness: Stochastic Algorithms for Constructing Approximate matrix Decompositions",
    author = "Halko, N. and Martinsson, P. G. and Tropp, J. A.",
    
    
    number = "2009-05",
    
    month = "September",
    year = "2009",
    
    doi = "https://doi.org/10.7907/PK8V-V047",
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20111012-111324407",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/27171,
    title ="Computational Methods for Sparse Solution of Linear Inverse Problems",
    author = "Tropp, Joel A. and Wright, Stephen J.",
    
    
    number = "2009-01",
    
    month = "March",
    year = "2009",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20111011-163243421",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/27169,
    title ="CoSaMP: Iterative Signal Recovery from Incomplete and Inaccurate Samples",
    author = "Needell, D. and Tropp, J. A.",
    
    
    number = "2008-01",
    
    month = "July",
    year = "2008",
    
    doi = "https://doi.org/10.7907/KE0N-TN13",
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20111011-160707642",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/27170,
    title ="Column Subset Selection, Matrix Factorization, and Eigenvalue Optimization",
    author = "Tropp, Joel A.",
    
    
    number = "2008-02",
    
    month = "June",
    year = "2008",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20111011-161421093",
}
@techreport {CaltechACMTR_https://authors.library.caltech.edu/id/eprint/27144,
    title ="Signal Recovery from Random Measurements Via Orthogonal Matching Pursuit: The Gaussian Case",
    author = "Tropp, Joel A. and Gilbert, Anna C.",
    
    
    number = "2007-01",
    
    month = "August",
    year = "2007",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20111010-134929077",
}
@article {CaltechAUTHORS_https://authors.library.caltech.edu/id/eprint/89264,
    title ="Algorithmic linear dimension reduction in the ℓ_1 norm for sparse vectors",
    author = "Gilbert, A. C. and Strauss, M. J. and Tropp, J. A. and Vershynin, R.",
    
    
    
    
    month = "August",
    year = "2006",
    
    
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20180828-150010838",
}