{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,26]],"date-time":"2026-06-26T02:38:30Z","timestamp":1782441510473,"version":"3.54.5"},"reference-count":98,"publisher":"Society for Industrial & Applied Mathematics (SIAM)","issue":"2","funder":[{"DOI":"10.13039\/100000266","name":"National Geospatial-Intelligence Agency","doi-asserted-by":"crossref","award":["HM0476-17-1-2003"],"award-info":[{"award-number":["HM0476-17-1-2003"]}],"id":[{"id":"10.13039\/100000266","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/100000183","name":"Army Research Office","doi-asserted-by":"publisher","award":["W911NF-17-1-0357"],"award-info":[{"award-number":["W911NF-17-1-0357"]}],"id":[{"id":"10.13039\/100000183","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000002","name":"National Institutes of Health","doi-asserted-by":"publisher","award":["R01 GM131399"],"award-info":[{"award-number":["R01 GM131399"]}],"id":[{"id":"10.13039\/100000002","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["DMS-1265202"],"award-info":[{"award-number":["DMS-1265202"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["DMS-1721584"],"award-info":[{"award-number":["DMS-1721584"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["DMS-1811767"],"award-info":[{"award-number":["DMS-1811767"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["DMS-1811868"],"award-info":[{"award-number":["DMS-1811868"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["CAREER-1944904"],"award-info":[{"award-number":["CAREER-1944904"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["SIAM Journal on Mathematics of Data Science"],"published-print":{"date-parts":[[2020,1]]},"DOI":"10.1137\/19m126476x","type":"journal-article","created":{"date-parts":[[2020,6,3]],"date-time":"2020-06-03T16:00:32Z","timestamp":1591200032000},"page":"444-479","source":"Crossref","is-referenced-by-count":37,"title":["ISLET: Fast and Optimal Low-Rank Tensor Regression via Importance Sketching"],"prefix":"10.1137","volume":"2","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8721-5252","authenticated-orcid":true,"given":"Anru R.","family":"Zhang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yuetian","family":"Luo","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Garvesh","family":"Raskutti","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ming","family":"Yuan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"351","published-online":{"date-parts":[[2020,6,3]]},"reference":[{"key":"atypb2","first-page":"2773","volume":"15","author":"Anandkumar A.","year":"2014","journal-title":"J. Mach. Learn. Res."},{"key":"atypb4","first-page":"2258","author":"Avron H.","year":"2014","journal-title":"MA"},{"key":"atypb7","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1002\/nla.1818","volume":"20","author":"Ballani J.","year":"2013","journal-title":"Numer. Linear Algebra Appl."},{"key":"atypb8","first-page":"747","author":"Ban F.","year":"2019","journal-title":"Philadelphia"},{"key":"atypb9","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1007\/s00365-010-9103-x","volume":"34","author":"Bebendorf M.","year":"2011","journal-title":"Constr. Approx."},{"key":"atypb10","doi-asserted-by":"publisher","DOI":"10.1137\/040604959"},{"key":"atypb11","doi-asserted-by":"crossref","first-page":"3308","DOI":"10.1214\/17-AOS1659","volume":"46","author":"Bi X.","year":"2018","journal-title":"Ann. Statist."},{"key":"atypb13","doi-asserted-by":"crossref","first-page":"e2190","DOI":"10.1002\/nla.2190","volume":"25","author":"Bouss\u00e9 M.","year":"2018","journal-title":"Numer. Linear Algebra Appl."},{"key":"atypb14","doi-asserted-by":"publisher","DOI":"10.1137\/140977898"},{"key":"atypb15","doi-asserted-by":"publisher","DOI":"10.1137\/080738970"},{"key":"atypb16","doi-asserted-by":"crossref","first-page":"621","DOI":"10.1080\/01621459.2015.1021005","volume":"111","author":"Cai T.","year":"2016","journal-title":"J. Amer. Statist. Assoc."},{"key":"atypb17","doi-asserted-by":"crossref","first-page":"2221","DOI":"10.1214\/16-AOS1443","volume":"44","author":"Cai T. T.","year":"2016","journal-title":"Ann. Statist."},{"key":"atypb18","doi-asserted-by":"crossref","first-page":"102","DOI":"10.1214\/14-AOS1267","volume":"43","author":"Cai T. T.","year":"2015","journal-title":"Ann. Statist."},{"key":"atypb19","doi-asserted-by":"crossref","first-page":"557","DOI":"10.1016\/j.laa.2010.03.020","volume":"433","author":"Caiafa C. F.","year":"2010","journal-title":"Linear Algebra Appl."},{"key":"atypb21","doi-asserted-by":"crossref","first-page":"1985","DOI":"10.1109\/TIT.2015.2399924","volume":"61","author":"Candes E. J.","year":"2015","journal-title":"IEEE Trans. Inform. Theory"},{"key":"atypb22","doi-asserted-by":"crossref","first-page":"925","DOI":"10.1109\/JPROC.2009.2035722","volume":"98","author":"Candes E. J.","year":"2010","journal-title":"Proc. IEEE"},{"key":"atypb23","doi-asserted-by":"crossref","first-page":"2342","DOI":"10.1109\/TIT.2011.2111771","volume":"57","author":"Candes E. J.","year":"2011","journal-title":"IEEE Trans. Inform. Theory"},{"key":"atypb24","doi-asserted-by":"crossref","first-page":"4203","DOI":"10.1109\/TIT.2005.858979","volume":"51","author":"Candes E. J.","year":"2005","journal-title":"IEEE Trans. Inform. Theory"},{"key":"atypb25","doi-asserted-by":"crossref","first-page":"2053","DOI":"10.1109\/TIT.2010.2044061","volume":"56","author":"Cand\u00e8s E. J.","year":"2010","journal-title":"IEEE Trans. Inform. Theory"},{"key":"atypb26","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1016\/S0304-3975(03)00400-6","volume":"312","author":"Charikar M.","year":"2004","journal-title":"Theoret. Comput. Sci."},{"key":"atypb28","doi-asserted-by":"crossref","first-page":"4034","DOI":"10.1109\/TIT.2015.2429594","volume":"61","author":"Chen Y.","year":"2015","journal-title":"IEEE Trans. Inform. Theory"},{"key":"atypb30","doi-asserted-by":"crossref","first-page":"145","DOI":"10.1109\/MSP.2013.2297439","volume":"32","author":"Cichocki A.","year":"2015","journal-title":"IEEE Signal Process. Mag."},{"key":"atypb32","doi-asserted-by":"crossref","first-page":"54","DOI":"10.1145\/3019134","volume":"63","author":"Clarkson K. L.","year":"2017","journal-title":"J. ACM"},{"key":"atypb33","doi-asserted-by":"crossref","first-page":"1373","DOI":"10.1109\/TIT.2015.2391251","volume":"61","author":"Dasarathy G.","year":"2015","journal-title":"IEEE Trans. Inform. Theory"},{"key":"atypb34","doi-asserted-by":"publisher","DOI":"10.1137\/S0895479898346995"},{"key":"atypb35","first-page":"1299","author":"Diao H.","year":"2018","journal-title":"Proceedings of the International Conference on Artificial Intelligence and Statistics"},{"key":"atypb37","first-page":"3475","volume":"13","author":"Drineas P.","year":"2012","journal-title":"J. Mach. Learn. Res."},{"key":"atypb39","doi-asserted-by":"publisher","DOI":"10.1137\/070688316"},{"key":"atypb40","doi-asserted-by":"crossref","first-page":"469","DOI":"10.1007\/s00211-012-0464-x","volume":"122","author":"Espig M.","year":"2012","journal-title":"Numer. Math."},{"key":"atypb42","doi-asserted-by":"crossref","first-page":"849","DOI":"10.1111\/j.1467-9868.2008.00674.x","volume":"70","author":"Fan J.","year":"2008","journal-title":"J. R. Stat. Soc. Ser. B. Stat. Methodol."},{"key":"atypb45","first-page":"797","author":"Ge R.","year":"2015","journal-title":"Proceedings of the Conference on Learning Theory"},{"key":"atypb46","doi-asserted-by":"crossref","first-page":"206","DOI":"10.1016\/j.cam.2019.03.002","volume":"358","author":"Georgieva I.","year":"2019","journal-title":"J. Comput. Appl. Math."},{"key":"atypb47","doi-asserted-by":"publisher","DOI":"10.1137\/100792056"},{"key":"atypb48","doi-asserted-by":"publisher","DOI":"10.1137\/090764189"},{"key":"atypb49","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1002\/gamm.201310004","volume":"36","author":"Grasedyck L.","year":"2013","journal-title":"GAMM-Mitt."},{"key":"atypb51","doi-asserted-by":"crossref","first-page":"816","DOI":"10.1109\/TIP.2011.2165291","volume":"21","author":"Guo W.","year":"2012","journal-title":"IEEE Trans. Image Process."},{"key":"atypb52","doi-asserted-by":"crossref","first-page":"706","DOI":"10.1007\/s00041-009-9094-9","volume":"15","author":"Hackbusch W.","year":"2009","journal-title":"J. Fourier Anal. Appl."},{"key":"atypb55","doi-asserted-by":"crossref","first-page":"165","DOI":"10.1016\/j.jmva.2014.03.007","volume":"128","author":"He S.","year":"2014","journal-title":"J. Multivariate Anal."},{"key":"atypb56","doi-asserted-by":"crossref","first-page":"1169","DOI":"10.1214\/15-AOAS839","volume":"9","author":"Hoff P. D.","year":"2015","journal-title":"Ann. Appl. Stat."},{"key":"atypb57","doi-asserted-by":"crossref","first-page":"311","DOI":"10.1016\/j.cma.2018.01.014","volume":"333","author":"Hofreither C.","year":"2018","journal-title":"Comput. Methods Appl. Mech. Engrg."},{"key":"atypb58","doi-asserted-by":"crossref","first-page":"4135","DOI":"10.1016\/j.cma.2004.10.008","volume":"194","author":"Hughes T. J.","year":"2005","journal-title":"Comput. Methods Appl. Mech. Engrg."},{"key":"atypb59","doi-asserted-by":"publisher","DOI":"10.1137\/090764827"},{"key":"atypb60","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1007\/s11075-008-9251-2","volume":"51","author":"Ishteva M.","year":"2009","journal-title":"Numer. Algorithms"},{"key":"atypb62","first-page":"4","volume":"61","author":"Kane D. M.","year":"2014","journal-title":"J. ACM"},{"key":"atypb63","doi-asserted-by":"publisher","DOI":"10.1137\/07070111X"},{"key":"atypb64","doi-asserted-by":"crossref","first-page":"2302","DOI":"10.1214\/11-AOS894","volume":"39","author":"Koltchinskii V.","year":"2011","journal-title":"Ann. Statist."},{"key":"atypb65","doi-asserted-by":"publisher","DOI":"10.1137\/15M1032909"},{"key":"atypb66","doi-asserted-by":"publisher","DOI":"10.1137\/090756843"},{"key":"atypb68","first-page":"1297","author":"Lee J. D.","year":"2010","journal-title":"MA"},{"key":"atypb69","doi-asserted-by":"crossref","first-page":"1131","DOI":"10.1080\/01621459.2016.1193022","volume":"112","author":"Li L.","year":"2017","journal-title":"J. Amer. Statist. Assoc."},{"key":"atypb70","first-page":"517","author":"Li N.","year":"2010","journal-title":"Proceedings of the IEEE International Conference on Image Processing"},{"key":"atypb71","doi-asserted-by":"crossref","first-page":"520","DOI":"10.1007\/s12561-018-9215-6","volume":"10","author":"Li X.","year":"2018","journal-title":"Statist. Biosci."},{"key":"atypb72","doi-asserted-by":"crossref","first-page":"208","DOI":"10.1109\/TPAMI.2012.39","volume":"35","author":"Liu J.","year":"2013","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"atypb73","doi-asserted-by":"crossref","first-page":"2164","DOI":"10.1214\/11-AOS896","volume":"39","author":"Lounici K.","year":"2011","journal-title":"Ann. Statist."},{"key":"atypb74","doi-asserted-by":"crossref","first-page":"378","DOI":"10.1090\/S0002-9904-1964-11105-8","volume":"70","author":"Lynch R.","year":"1964","journal-title":"Bull. Amer. Math. Soc."},{"key":"atypb76","first-page":"123","volume":"3","author":"Mahoney M. W.","year":"2011","journal-title":"Found. Trends Mach. Learn."},{"key":"atypb77","doi-asserted-by":"publisher","DOI":"10.1137\/060665336"},{"key":"atypb78","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1016\/j.cam.2012.09.017","volume":"239","author":"Manceur A. M.","year":"2013","journal-title":"J. Comput. Appl. Math."},{"key":"atypb79","doi-asserted-by":"crossref","first-page":"5046","DOI":"10.1109\/TSP.2014.2338077","volume":"62","author":"Markopoulos P. P.","year":"2014","journal-title":"IEEE Trans. Signal Process."},{"key":"atypb80","doi-asserted-by":"crossref","first-page":"4252","DOI":"10.1109\/TSP.2017.2708023","volume":"65","author":"Markopoulos P. P.","year":"2017","journal-title":"IEEE Trans. Signal Process."},{"key":"atypb84","first-page":"73","author":"Mu C.","year":"2014","journal-title":"Proceedings of the International Conference on Machine Learning"},{"key":"atypb86","doi-asserted-by":"publisher","DOI":"10.1137\/090752286"},{"key":"atypb87","doi-asserted-by":"publisher","DOI":"10.1137\/060655894"},{"key":"atypb88","doi-asserted-by":"crossref","first-page":"935","DOI":"10.1002\/nla.682","volume":"17","author":"Oseledets I. V.","year":"2010","journal-title":"Numer. Linear Algebra Appl."},{"key":"atypb89","doi-asserted-by":"publisher","DOI":"10.1137\/090748330"},{"key":"atypb90","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1145\/2493252.2493254","volume":"5","author":"Pagh R.","year":"2013","journal-title":"ACM Trans. Comput. Theory"},{"key":"atypb91","doi-asserted-by":"crossref","first-page":"1305","DOI":"10.1080\/01621459.2018.1497500","volume":"114","author":"Pan Y.","year":"2019","journal-title":"J. Amer. Statist. Assoc."},{"key":"atypb93","doi-asserted-by":"crossref","first-page":"5096","DOI":"10.1109\/TIT.2015.2450722","volume":"61","author":"Pilanci M.","year":"2015","journal-title":"IEEE Trans. Inform. Theory"},{"key":"atypb94","first-page":"1842","volume":"17","author":"Pilanci M.","year":"2016","journal-title":"J. Mach. Learn. Res."},{"key":"atypb97","doi-asserted-by":"publisher","DOI":"10.1137\/070697835"},{"key":"atypb98","doi-asserted-by":"crossref","first-page":"891","DOI":"10.1016\/j.laa.2011.12.007","volume":"438","author":"Savas B.","year":"2013","journal-title":"Linear Algebra Appl."},{"key":"atypb99","doi-asserted-by":"publisher","DOI":"10.1137\/090763172"},{"key":"atypb100","doi-asserted-by":"crossref","first-page":"3551","DOI":"10.1109\/TSP.2017.2690524","volume":"65","author":"Sidiropoulos N. D.","year":"2017","journal-title":"IEEE Trans. Signal Process."},{"key":"atypb101","doi-asserted-by":"crossref","first-page":"757","DOI":"10.1109\/LSP.2012.2210872","volume":"19","author":"Sidiropoulos N. D.","year":"2012","journal-title":"IEEE Signal Process. Lett."},{"key":"atypb102","doi-asserted-by":"crossref","first-page":"57","DOI":"10.1109\/MSP.2014.2329196","volume":"31","author":"Sidiropoulos N. D.","year":"2014","journal-title":"IEEE Signal Process. Mag."},{"key":"atypb104","first-page":"2772","author":"Song Z.","year":"2019","journal-title":"Philadelphia"},{"key":"atypb106","first-page":"4908","volume":"18","author":"Sun W. W.","year":"2017","journal-title":"J. Mach. Learn. Res."},{"key":"atypb108","first-page":"615","volume":"6","author":"Toh K.-C.","year":"2010","journal-title":"Pac. J. Optim."},{"key":"atypb109","first-page":"1331","author":"Tomioka R.","year":"2013","journal-title":"MA"},{"key":"atypb110","first-page":"972","author":"Tomioka R.","year":"2011","journal-title":"MA"},{"key":"atypb111","doi-asserted-by":"publisher","DOI":"10.1137\/17M1111590"},{"key":"atypb112","first-page":"964","author":"Tu S.","year":"2016","journal-title":"Proceedings of the International Conference on Machine Learning"},{"key":"atypb113","doi-asserted-by":"crossref","first-page":"279","DOI":"10.1007\/BF02289464","volume":"31","author":"Tucker L. R.","year":"1966","journal-title":"Psychometrika"},{"key":"atypb114","doi-asserted-by":"publisher","DOI":"10.1137\/18M1183480"},{"key":"atypb115","doi-asserted-by":"crossref","first-page":"284","DOI":"10.1109\/JSTSP.2015.2503260","volume":"10","author":"Vervliet N.","year":"2015","journal-title":"IEEE J. Sel. Topics Signal Process."},{"key":"atypb116","doi-asserted-by":"crossref","first-page":"4896","DOI":"10.1214\/17-EJS1334SI","volume":"11","author":"Wang J.","year":"2017","journal-title":"Electron. J. Stat."},{"key":"atypb117","first-page":"991","author":"Wang Y.","year":"2015","journal-title":"MA"},{"key":"atypb118","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1561\/0400000060","volume":"10","author":"Woodruff D. P.","year":"2014","journal-title":"Found. Trends Theoret. Comput. Sci."},{"key":"atypb121","doi-asserted-by":"crossref","first-page":"371","DOI":"10.1093\/biomet\/asr010","volume":"98","author":"Xue L.","year":"2011","journal-title":"Biometrika"},{"key":"atypb122","doi-asserted-by":"crossref","first-page":"1129","DOI":"10.1007\/s11222-014-9498-5","volume":"25","author":"Yang Y.","year":"2015","journal-title":"Stat. Comput."},{"key":"atypb124","doi-asserted-by":"crossref","first-page":"49","DOI":"10.1111\/j.1467-9868.2005.00532.x","volume":"68","author":"Yuan M.","year":"2006","journal-title":"J. R. Stat. Soc. Ser. B. Stat. Methodol."},{"key":"atypb125","doi-asserted-by":"crossref","first-page":"1031","DOI":"10.1007\/s10208-015-9269-5","volume":"16","author":"Yuan M.","year":"2016","journal-title":"Found. Comput. Math."},{"key":"atypb126","doi-asserted-by":"crossref","first-page":"936","DOI":"10.1214\/18-AOS1694","volume":"47","author":"Zhang A.","year":"2019","journal-title":"Ann. Statist."},{"key":"atypb127","doi-asserted-by":"crossref","first-page":"1708","DOI":"10.1080\/01621459.2018.1527227","volume":"114","author":"Zhang A.","year":"2019","journal-title":"J. Amer. Statist. Assoc."},{"key":"atypb130","doi-asserted-by":"crossref","first-page":"7300","DOI":"10.1109\/TIT.2014.2359204","volume":"60","author":"Zhang L.","year":"2014","journal-title":"IEEE Trans. Inform. Theory"},{"key":"atypb131","first-page":"1410","author":"Zheng Y.","year":"2012","journal-title":"Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition"},{"key":"atypb132","doi-asserted-by":"crossref","first-page":"540","DOI":"10.1080\/01621459.2013.776499","volume":"108","author":"Zhou H.","year":"2013","journal-title":"J. Amer. Statist. Assoc."},{"key":"atypb133","doi-asserted-by":"crossref","first-page":"532","DOI":"10.1214\/13-AOS1187","volume":"42","author":"Zhou S.","year":"2014","journal-title":"Ann. Statist."}],"container-title":["SIAM Journal on Mathematics of Data Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/epubs.siam.org\/doi\/pdf\/10.1137\/19M126476X","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,6,30]],"date-time":"2020-06-30T19:43:15Z","timestamp":1593546195000},"score":1,"resource":{"primary":{"URL":"https:\/\/epubs.siam.org\/doi\/10.1137\/19M126476X"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,1]]},"references-count":98,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2020,1]]}},"alternative-id":["10.1137\/19M126476X"],"URL":"https:\/\/doi.org\/10.1137\/19m126476x","relation":{},"ISSN":["2577-0187"],"issn-type":[{"value":"2577-0187","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,1]]}}}