@article{https://authors.library.caltech.edu/records/bq29r-5a373, title = "Model selection over partially ordered sets", journal = "Proceedings of the National Academy of Sciences", url = "https://authors.library.caltech.edu/records/bq29r-5a373", id = "record", issn = "0027-8424", doi = "10.1073/pnas.2314228121", volume = "121" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20190626-090040899, title = "Convex graph invariant relaxations for graph edit distance", journal = "Mathematical Programming", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190626-090040899", id = "record", issn = "0025-5610", doi = "10.1007/s10107-020-01564-4", volume = "191" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20201016-144006753, title = "Terracini convexity", journal = "Mathematical Programming", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201016-144006753", id = "record", issn = "0025-5610", doi = "10.1007/s10107-022-01774-y" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20190626-161131951, title = "False Discovery and Its Control in Low Rank Estimation", journal = "Journal of the Royal Statistical Society: Series B", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190626-161131951", id = "record", issn = "1369-7412", doi = "10.1111/rssb.12387", volume = "82" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170614-100357188, title = "Learning Semidefinite-Representable Regularizers", journal = "Foundations of Computational Mathematics", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170614-100357188", id = "record", issn = "1615-3375", doi = "10.1007/s10208-018-9386-z", volume = "19" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170614-124916669, title = "Finding Planted Subgraphs with Few Eigenvalues using the Schur-Horn Relaxation", journal = "SIAM Journal on Optimization", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170614-124916669", id = "record", issn = "1052-6234", doi = "10.1137/16M1075144", volume = "28" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170614-105229927, title = "Interpreting Latent Variables in Factor Models via Convex Optimization", journal = "Mathematical Programming", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170614-105229927", id = "record", issn = "0025-5610", doi = "10.1007/s10107-017-1187-7", volume = "167" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20171020-154910322, title = "A Statistical Graphical Model of the California Reservoir System", journal = "Water Resources Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20171020-154910322", id = "record", issn = "0043-1397", doi = "10.1002/2017WR020412", volume = "53" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170525-100137066, title = "High-dimensional change-point estimation: Combining filtering with convex optimization", journal = "Applied and Computational Harmonic Analysis", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170525-100137066", id = "record", issn = "1063-5203", doi = "10.1016/j.acha.2015.11.003", volume = "43" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20170216-104506601, title = "Relative entropy optimization and its applications", journal = "Mathematical Programming", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170216-104506601", id = "record", issn = "0025-5610", doi = "10.1007/s10107-016-0998-2", volume = "161" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20161208-120540508, title = "Regularization for Design", journal = "IEEE Transactions on Automatic Control", url = "https://resolver.caltech.edu/CaltechAUTHORS:20161208-120540508", id = "record", issn = "0018-9286", doi = "10.1109/TAC.2016.2517570", volume = "61" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20160613-141038489, title = "Primate TRIM5 proteins form hexagonal nets on HIV-1 capsids", journal = "eLife", url = "https://resolver.caltech.edu/CaltechAUTHORS:20160613-141038489", id = "record", issn = "2050-084X", doi = "10.7554/eLife.16269", volume = "5", pmcid = "PMC4936896" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20161017-134459797, title = "Relative Entropy Relaxations for Signomial Optimization", journal = "SIAM Journal on Optimization", url = "https://resolver.caltech.edu/CaltechAUTHORS:20161017-134459797", id = "record", issn = "1052-6234", doi = "10.1137/140988978", volume = "26" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20160121-082428259, title = "Resource Allocation for Statistical Estimation", journal = "Proceedings of the IEEE", url = "https://resolver.caltech.edu/CaltechAUTHORS:20160121-082428259", id = "record", issn = "0018-9219", doi = "10.1109/JPROC.2015.2494098", volume = "104" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20130603-131602451, title = "Computational and statistical tradeoffs via convex relaxation", journal = "Proceedings of the National Academy of Sciences of the United States of America", url = "https://resolver.caltech.edu/CaltechAUTHORS:20130603-131602451", id = "record", issn = "0027-8424", doi = "10.1073/pnas.1302293110", volume = "110", pmcid = "PMC3612621" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20121004-133456681, title = "Diagonal and Low-Rank Matrix Decompositions, Correlation Matrices, and Ellipsoid Fitting", journal = "SIAM Journal on Matrix Analysis and Applications", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121004-133456681", id = "record", issn = "0895-4798", doi = "10.1137/120872516", volume = "33" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20121004-152325296, title = "The Convex Geometry of Linear Inverse Problems", journal = "Foundations of Computational Mathematics", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121004-152325296", id = "record", issn = "1615-3375", doi = "10.1007/s10208-012-9135-7", volume = "12" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20130110-100237034, title = "Convex Graph Invariants", journal = "SIAM Review", url = "https://resolver.caltech.edu/CaltechAUTHORS:20130110-100237034", id = "record", issn = "0036-1445", doi = "10.1137/100816900", volume = "54" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20130205-141004858, title = "Rejoinder: Latent variable graphical model selection via convex optimization", journal = "Annals of Statistics", url = "https://resolver.caltech.edu/CaltechAUTHORS:20130205-141004858", id = "record", issn = "0090-5364", doi = "10.1214/12-AOS1020", volume = "40" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20120820-094221711, title = "Feedback Message Passing for Inference in Gaussian Graphical Models", journal = "IEEE Transactions on Signal Processing", url = "https://resolver.caltech.edu/CaltechAUTHORS:20120820-094221711", id = "record", issn = "1053-587X", doi = "10.1109/TSP.2012.2195656", volume = "60" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20130207-085454891, title = "Latent Variable Graphical Model Selection via Convex Optimization", journal = "Annals of Statistics", url = "https://resolver.caltech.edu/CaltechAUTHORS:20130207-085454891", id = "record", issn = "0090-5364", doi = "10.1214/11-AOS949", volume = "40" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20121004-134807001, title = "Group Symmetry and Covariance Regularization", journal = "Electronic Journal of Statistics", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121004-134807001", id = "record", issn = "1935-7524", doi = "10.1214/12-EJS723", volume = "6" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20121008-095909823, title = "Rank-Sparsity Incoherence for Matrix Decomposition", journal = "SIAM Journal of Optimization", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121008-095909823", id = "record", issn = "1052-6234", doi = "10.1137/090761793", volume = "21" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20121008-092632684, title = "Counting Independent Sets Using the Bethe Approximation", journal = "SIAM Journal on Discrete Mathematics", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121008-092632684", id = "record", issn = "0895-4801", doi = "10.1137/090767145", volume = "25" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20121008-094406124, title = "Gaussian Multiresolution Models: Exploiting Sparse Markov and Covariance Structure", journal = "IEEE Transactions on Signal Processing", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121008-094406124", id = "record", issn = "1053-587X", doi = "10.1109/TSP.2009.2036042", volume = "58" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20090901-094826364, title = "A global benchmark study using affinity-based biosensors", journal = "Analytical Biochemistry", url = "https://resolver.caltech.edu/CaltechAUTHORS:20090901-094826364", id = "record", issn = "0003-2697", doi = "10.1016/j.ab.2008.11.021", volume = "386", pmcid = "PMC3793259" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20121004-161000948, title = "Representation and Compression of Multidimensional Piecewise Functions Using Surflets", journal = "IEEE Transactions on Information Theory", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121004-161000948", id = "record", issn = "0018-9448", doi = "10.1109/TIT.2008.2008153", volume = "55" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20121004-155614638, title = "Multiscale stochastic modeling for tractable inference and data assimilation", journal = "Computer Methods in Applied Mechanics and Engineering", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121004-155614638", id = "record", issn = "0045-7825", doi = "10.1016/j.cma.2007.12.021", volume = "197" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20121005-083046659, title = "Estimation in Gaussian Graphical Models Using Tractable Subgraphs: A Walk-Sum Analysis", journal = "IEEE Transactions on Signal Processing", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121005-083046659", id = "record", issn = "1053-587X", doi = "10.1109/TSP.2007.912280", volume = "56" } @article{https://resolver.caltech.edu/CaltechAUTHORS:20121009-082035601, title = "Learning Markov Structure by Maximum Entropy Relaxation", journal = "Proceedings of Machine Learning Research", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121009-082035601", id = "record", issn = "2640-3498", volume = "2" }