@article{cho_chung_miller_saibaba_2022, title={Computationally efficient methods for large-scale atmospheric inverse modeling}, volume={15}, ISSN={["1991-9603"]}, DOI={10.5194/gmd-15-5547-2022}, number={14}, journal={GEOSCIENTIFIC MODEL DEVELOPMENT}, author={Cho, Taewon and Chung, Julianne and Miller, Scot M. and Saibaba, Arvind K.}, year={2022}, month={Jul}, pages={5547–5565} }
 @article{saibaba_minster_kilmer_2022, title={Efficient randomized tensor-based algorithms for function approximation and low-rank kernel interactions}, volume={48}, ISSN={["1572-9044"]}, DOI={10.1007/s10444-022-09979-7}, number={5}, journal={ADVANCES IN COMPUTATIONAL MATHEMATICS}, author={Saibaba, Arvind K. and Minster, Rachel and Kilmer, Misha E.}, year={2022}, month={Oct} }
 @article{majumder_guan_reich_saibaba_2022, title={Kryging: geostatistical analysis of large-scale datasets using Krylov subspace methods}, volume={32}, ISSN={["1573-1375"]}, DOI={10.1007/s11222-022-10104-3}, number={5}, journal={STATISTICS AND COMPUTING}, author={Majumder, Suman and Guan, Yawen and Reich, Brian J. and Saibaba, Arvind K.}, year={2022}, month={Oct} }
 @article{dudley_saibaba_alexanderian_2022, title={MONTE CARLO ESTIMATORS FOR THE SCHATTEN p-NORM OF SYMMETRIC POSITIVE SEMIDEFINITE MATRICES}, volume={55}, ISSN={["1068-9613"]}, url={http://dx.doi.org/10.1553/etna_vol55s213}, DOI={10.1553/etna_vol55s213}, journal={ELECTRONIC TRANSACTIONS ON NUMERICAL ANALYSIS}, publisher={Osterreichische Akademie der Wissenschaften, Verlag}, author={DUDLEY, E. T. H. A. N. and SAIBABA, A. R. V. I. N. D. K. and ALEXANDERIAN, A. L. E. N.}, year={2022}, pages={213–241} }
 @article{kilmer_saibaba_2022, title={STRUCTURED MATRIX APPROXIMATIONS VIA TENSOR DECOMPOSITIONS}, volume={43}, ISSN={["1095-7162"]}, DOI={10.1137/21M1418290}, number={4}, journal={SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS}, author={Kilmer, Misha E. and Saibaba, Arvind K.}, year={2022}, pages={1599–1626} }
 @article{minster_saibaba_kar_chakrabortty_2021, title={EFFICIENT ALGORITHMS FOR EIGENSYSTEM REALIZATION USING RANDOMIZED SVD}, volume={42}, ISSN={["1095-7162"]}, DOI={10.1137/20M1327616}, number={2}, journal={SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS}, author={Minster, Rachel and Saibaba, Arvind K. and Kar, Jishnudeep and Chakrabortty, Aranya}, year={2021}, pages={1045–1072} }
 @article{saibaba_hart_bloemen waanders_2021, title={Randomized algorithms for generalized singular value decomposition with application to sensitivity analysis}, volume={28}, ISSN={["1099-1506"]}, DOI={10.1002/nla.2364}, number={4}, journal={NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS}, author={Saibaba, Arvind K. and Hart, Joseph and Bloemen Waanders, Bart}, year={2021}, month={Aug} }
 @article{saibaba_prasad_sturler_miller_kilmer_2021, title={Randomized approaches to accelerate MCMC algorithms for Bayesian inverse problems}, volume={440}, ISSN={["1090-2716"]}, DOI={10.1016/j.jcp.2021.110391}, journal={JOURNAL OF COMPUTATIONAL PHYSICS}, author={Saibaba, Arvind K. and Prasad, Pranjal and Sturler, Eric and Miller, Eric and Kilmer, Misha E.}, year={2021}, month={Sep} }
 @article{saibaba_chung_petroske_2020, title={Efficient Krylov subspace methods for uncertainty quantification in large Bayesian linear inverse problems}, volume={27}, ISSN={["1099-1506"]}, DOI={10.1002/nla.2325}, number={5}, journal={NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS}, author={Saibaba, Arvind K. and Chung, Julianne and Petroske, Katrina}, year={2020}, month={Oct} }
 @article{miller_saibaba_trudeau_mountain_andrews_2020, title={Geostatistical inverse modeling with very large datasets: an example from the Orbiting Carbon Observatory 2 (OCO-2) satellite}, volume={13}, ISSN={["1991-9603"]}, DOI={10.5194/gmd-13-1771-2020}, number={3}, journal={GEOSCIENTIFIC MODEL DEVELOPMENT}, author={Miller, Scot M. and Saibaba, Arvind K. and Trudeau, Michael E. and Mountain, Marikate E. and Andrews, Arlyn E.}, year={2020}, month={Apr}, pages={1771–1785} }
 @article{herman_alexanderian_saibaba_2020, title={RANDOMIZATION AND REWEIGHTED l(1)-MINIMIZATION FOR A-OPTIMAL DESIGN OF LINEAR INVERSE PROBLEMS}, volume={42}, ISSN={["1095-7197"]}, DOI={10.1137/19M1267362}, number={3}, journal={SIAM JOURNAL ON SCIENTIFIC COMPUTING}, author={Herman, Elizabeth and Alexanderian, Alen and Saibaba, Arvind K.}, year={2020}, pages={A1714–A1740} }
 @article{minster_saibaba_kilmer_2020, title={Randomized Algorithms for Low-Rank Tensor Decompositions in the Tucker Format}, volume={2}, ISSN={["2577-0187"]}, url={http://dx.doi.org/10.1137/19m1261043}, DOI={10.1137/19m1261043}, number={1}, journal={SIAM JOURNAL ON MATHEMATICS OF DATA SCIENCE}, author={Minster, Rachel and Saibaba, Arvind K. and Kilmer, Misha E.}, year={2020}, pages={189–215} }
 @article{randomized discrete empirical interpolation method for nonlinear model reduction_2020, url={http://dx.doi.org/10.1137/19m1243270}, DOI={10.1137/19m1243270}, journal={SIAM Journal on Scientific Computing}, year={2020}, month={Jan} }
 @article{saibaba_bardsley_brown_alexanderian_2019, title={Efficient Marginalization-Based MCMC Methods for Hierarchical Bayesian Inverse Problems}, volume={7}, ISSN={["2166-2525"]}, DOI={10.1137/18M1220625}, number={3}, journal={SIAM-ASA JOURNAL ON UNCERTAINTY QUANTIFICATION}, author={Saibaba, Arvind K. and Bardsley, Johnathan and Brown, D. Andrew and Alexanderian, Alen}, year={2019}, pages={1105–1131} }
 @article{chi_hu_saibaba_rao_2019, title={Going Off the Grid: Iterative Model Selection for Biclustered Matrix Completion}, volume={28}, ISSN={["1537-2715"]}, url={https://doi.org/10.1080/10618600.2018.1482763}, DOI={10.1080/10618600.2018.1482763}, number={1}, journal={JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS}, publisher={Informa UK Limited}, author={Chi, Eric C. and Hu, Liuyi and Saibaba, Arvind K. and Rao, Arvind U. K.}, year={2019}, month={Jan}, pages={36–47} }
 @article{saibaba_2019, title={RANDOMIZED SUBSPACE ITERATION: ANALYSIS OF CANONICAL ANGLES AND UNITARILY INVARIANT NORMS}, volume={40}, ISSN={["1095-7162"]}, DOI={10.1137/18M1179432}, number={1}, journal={SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS}, author={Saibaba, Arvind K.}, year={2019}, pages={23–48} }
 @article{zhang_saibaba_kilmer_aeron_2018, title={A randomized tensor singular value decomposition based on the t-product}, volume={25}, ISSN={["1099-1506"]}, DOI={10.1002/nla.2179}, number={5}, journal={NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS}, author={Zhang, Jiani and Saibaba, Arvind K. and Kilmer, Misha E. and Aeron, Shuchin}, year={2018}, month={Oct} }
 @article{alexanderian_saibaba_2018, title={EFFICIENT D-OPTIMAL DESIGN OF EXPERIMENTS FOR INFINITE-DIMENSIONAL BAYESIAN LINEAR INVERSE PROBLEMS}, volume={40}, ISSN={["1095-7197"]}, DOI={10.1137/17M115712X}, number={5}, journal={SIAM JOURNAL ON SCIENTIFIC COMPUTING}, author={Alexanderian, Alen and Saibaba, Arvind K.}, year={2018}, pages={A2956–A2985} }
 @article{chung_saibaba_brown_westman_2018, title={Efficient generalized Golub-Kahan based methods for dynamic inverse problems}, volume={34}, url={http://www.scopus.com/inward/record.url?eid=2-s2.0-85041011795&partnerID=MN8TOARS}, DOI={10.1088/1361-6420/aaa0e1}, number={2}, journal={Inverse Problems}, author={Chung, J. and Saibaba, Arvind and Brown, M. and Westman, E.}, year={2018} }
 @article{attia_alexanderian_saibaba_2018, title={Goal-oriented optimal design of experiments for large-scale Bayesian linear inverse problems}, volume={34}, ISSN={["1361-6420"]}, DOI={10.1088/1361-6420/aad210}, number={9}, journal={INVERSE PROBLEMS}, author={Attia, Ahmed and Alexanderian, Alen and Saibaba, Arvind K.}, year={2018}, month={Sep} }
 @article{brown_saibaba_vallelian_2018, title={Low-Rank Independence Samplers in Hierarchical Bayesian Inverse Problems}, volume={6}, ISSN={["2166-2525"]}, DOI={10.1137/17M1137218}, number={3}, journal={SIAM-ASA JOURNAL ON UNCERTAINTY QUANTIFICATION}, author={Brown, D. Andrew and Saibaba, Arvind and Vallelian, Sarah}, year={2018}, pages={1076–1100} }
 @article{drmac_saibaba_2018, title={THE DISCRETE EMPIRICAL INTERPOLATION METHOD: CANONICAL STRUCTURE AND FORMULATION IN WEIGHTED INNER PRODUCT SPACES}, volume={39}, ISSN={["1095-7162"]}, DOI={10.1137/17M1129635}, number={3}, journal={SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS}, author={Drmac, Zlatko and Saibaba, Arvind Krishna}, year={2018}, pages={1152–1180} }
 @article{chung_saibaba_2017, title={GENERALIZED HYBRID ITERATIVE METHODS FOR LARGE-SCALE BAYESIAN INVERSE PROBLEMS}, volume={39}, ISSN={["1095-7197"]}, DOI={10.1137/16m1081968}, number={5}, journal={SIAM JOURNAL ON SCIENTIFIC COMPUTING}, publisher={Society for Industrial & Applied Mathematics (SIAM)}, author={Chung, Julianne and Saibaba, Arvind K.}, year={2017}, pages={S24–S46} }
 @article{bakhos_kitanidis_ladenheim_saibaba_szyld_2017, title={MULTIPRECONDITIONED GMRES FOR SHIFTED SYSTEMS}, volume={39}, ISSN={["1095-7197"]}, DOI={10.1137/16m1068694}, number={5}, journal={SIAM JOURNAL ON SCIENTIFIC COMPUTING}, publisher={Society for Industrial & Applied Mathematics (SIAM)}, author={Bakhos, Tania and Kitanidis, Peter K. and Ladenheim, Scott and Saibaba, Arvind K. and Szyld, Daniel B.}, year={2017}, pages={S222–S247} }
 @article{saibaba_alexanderian_ipsen_2017, title={Randomized matrix-free trace and log-determinant estimators}, volume={137}, ISSN={["0945-3245"]}, url={http://www.scopus.com/inward/record.url?eid=2-s2.0-85017115710&partnerID=MN8TOARS}, DOI={10.1007/s00211-017-0880-z}, number={2}, journal={NUMERISCHE MATHEMATIK}, author={Saibaba, Arvind K. and Alexanderian, Alen and Ipsen, Ilse C. F.}, year={2017}, month={Oct}, pages={353–395} }
 @article{saibaba_2016, title={HOID: HIGHER ORDER INTERPOLATORY DECOMPOSITION FOR TENSORS BASED ON TUCKER REPRESENTATION}, volume={37}, ISSN={["1095-7162"]}, url={http://www.scopus.com/inward/record.url?eid=2-s2.0-84990853624&partnerID=MN8TOARS}, DOI={10.1137/15m1048628}, number={3}, journal={SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS}, author={Saibaba, Arvind K.}, year={2016}, pages={1223–1249} }
 @inproceedings{saibaba_krishnamurthy_anderson_kainerstorfer_sassaroli_miller_fantini_kilmer_2015, title={3D parameter reconstruction in hyperspectral diffuse optical tomography}, volume={9319}, url={http://www.scopus.com/inward/record.url?eid=2-s2.0-84928719400&partnerID=MN8TOARS}, DOI={10.1117/12.2079775}, booktitle={Progress in Biomedical Optics and Imaging - Proceedings of SPIE}, author={Saibaba, A.K. and Krishnamurthy, N. and Anderson, P.G. and Kainerstorfer, J.M. and Sassaroli, A. and Miller, E.L. and Fantini, S. and Kilmer, M.E.}, year={2015} }
 @article{bakhos_saibaba_kitanidis_2015, title={A fast algorithm for parabolic PDE-based inverse problems based on Laplace transforms and flexible Krylov solvers}, volume={299}, url={http://www.scopus.com/inward/record.url?eid=2-s2.0-84938709974&partnerID=MN8TOARS}, DOI={10.1016/j.jcp.2015.07.007}, journal={Journal of Computational Physics}, author={Bakhos, T. and Saibaba, A.K. and Kitanidis, P.K.}, year={2015}, pages={940–954} }
 @article{saibaba_miller_kitanidis_2015, title={Fast Kalman filter using hierarchical matrices and a low-rank perturbative approach}, volume={31}, url={http://www.scopus.com/inward/record.url?eid=2-s2.0-84920486586&partnerID=MN8TOARS}, DOI={10.1088/0266-5611/31/1/015009}, number={1}, journal={Inverse Problems}, author={Saibaba, A.K. and Miller, E.L. and Kitanidis, P.K.}, year={2015} }
 @article{saibaba_kilmer_miller_fantini_2015, title={Fast algorithms for hyperspectral diffuse optical tomography}, volume={37}, url={http://www.scopus.com/inward/record.url?eid=2-s2.0-84945917007&partnerID=MN8TOARS}, DOI={10.1137/140990073}, number={5}, journal={SIAM Journal on Scientific Computing}, author={Saibaba, A.K. and Kilmer, M. and Miller, E.L. and Fantini, S.}, year={2015}, pages={B712–B743} }
 @article{saibaba_kitanidis_2015, title={Fast computation of uncertainty quantification measures in the geostatistical approach to solve inverse problems}, volume={82}, url={http://www.scopus.com/inward/record.url?eid=2-s2.0-84929572878&partnerID=MN8TOARS}, DOI={10.1016/j.advwatres.2015.04.012}, journal={Advances in Water Resources}, author={Saibaba, A.K. and Kitanidis, P.K.}, year={2015}, pages={124–138} }
 @article{saibaba_lee_kitanidis_2015, title={Randomized algorithms for generalized Hermitian eigenvalue problems with application to computing Karhunen-Loève expansion}, volume={23}, ISSN={1070-5325}, url={http://dx.doi.org/10.1002/nla.2026}, DOI={10.1002/nla.2026}, number={2}, journal={Numerical Linear Algebra with Applications}, publisher={Wiley}, author={Saibaba, Arvind K. and Lee, Jonghyun and Kitanidis, Peter K.}, year={2015}, month={Nov}, pages={314–339} }
 @inproceedings{saibaba_miller_kitandis_2014, title={A fast Kalman filter for time-lapse electrical resistivity tomography}, url={http://www.scopus.com/inward/record.url?eid=2-s2.0-84911398513&partnerID=MN8TOARS}, DOI={10.1109/IGARSS.2014.6947146}, booktitle={International Geoscience and Remote Sensing Symposium (IGARSS)}, author={Saibaba, A.K. and Miller, E.L. and Kitandis, P.K.}, year={2014}, pages={3152–3155} }
 @article{saibaba_bakhos_kitanidis_2013, title={A flexible krylov solver for shifted systemswith application to oscillatory hydraulic tomography}, volume={35}, url={http://www.scopus.com/inward/record.url?eid=2-s2.0-84892607644&partnerID=MN8TOARS}, DOI={10.1137/120902690}, number={6}, journal={SIAM Journal on Scientific Computing}, author={Saibaba, A.K. and Bakhos, T. and Kitanidis, P.K.}, year={2013} }
 @article{ambikasaran_saibaba_darve_kitanidis_2013, title={Fast Algorithms for Bayesian Inversion}, DOI={10.1007/978-1-4614-7434-0_5}, journal={Computational Challenges in the Geosciences}, publisher={Springer New York}, author={Ambikasaran, Sivaram and Saibaba, Arvind K. and Darve, Eric F. and Kitanidis, Peter K.}, year={2013}, pages={101–142} }
 @article{saibaba_ambikasaran_yue li_kitanidis_darve_2012, title={Application of hierarchical matrices to linear inverse problems in geostatistics | Application des matrices hiérarchiques aux problèmes d'inversion linéaire en géostatistique}, volume={67}, url={http://www.scopus.com/inward/record.url?eid=2-s2.0-84872037702&partnerID=MN8TOARS}, DOI={10.2516/ogst/2012064}, number={5}, journal={Oil and Gas Science and Technology}, author={Saibaba, A.K. and Ambikasaran, S. and Yue Li, J. and Kitanidis, P.K. and Darve, E.F.}, year={2012}, pages={857–875} }
 @article{saibaba_kitanidis_2012, title={Efficient methods for large-scale linear inversion using a geostatistical approach}, volume={48}, url={http://www.scopus.com/inward/record.url?eid=2-s2.0-84861357098&partnerID=MN8TOARS}, DOI={10.1029/2011WR011778}, number={5}, journal={Water Resources Research}, author={Saibaba, A.K. and Kitanidis, P.K.}, year={2012} }