{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,10]],"date-time":"2026-04-10T03:56:37Z","timestamp":1775793397712,"version":"3.50.1"},"reference-count":42,"publisher":"Society for Industrial & Applied Mathematics (SIAM)","issue":"3","funder":[{"DOI":"10.13039\/100000006","name":"Office of Naval Research","doi-asserted-by":"publisher","award":["ONR-N000141812298"],"award-info":[{"award-number":["ONR-N000141812298"]}],"id":[{"id":"10.13039\/100000006","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000006","name":"Office of Naval Research","doi-asserted-by":"publisher","award":["ONR-N000142112841"],"award-info":[{"award-number":["ONR-N000142112841"]}],"id":[{"id":"10.13039\/100000006","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000006","name":"Office of Naval Research","doi-asserted-by":"publisher","award":["ONR-N000142212665"],"award-info":[{"award-number":["ONR-N000142212665"]}],"id":[{"id":"10.13039\/100000006","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["NSF-IIS-1718258"],"award-info":[{"award-number":["NSF-IIS-1718258"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100006919","name":"Massachusetts Institute of Technology","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100006919","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["SIAM J. Optim."],"published-print":{"date-parts":[[2024,9,30]]},"DOI":"10.1137\/21m1413134","type":"journal-article","created":{"date-parts":[[2024,7,2]],"date-time":"2024-07-02T08:02:32Z","timestamp":1719907352000},"page":"2350-2377","source":"Crossref","is-referenced-by-count":2,"title":["Subgradient Regularized Multivariate Convex Regression at Scale"],"prefix":"10.1137","volume":"34","author":[{"ORCID":"https:\/\/orcid.org\/0009-0007-7952-7735","authenticated-orcid":true,"given":"Wenyu","family":"Chen","sequence":"first","affiliation":[{"name":"MIT Operations Research Center, Massachusetts Institute of Technology, Cambridge, MA 02139 USA."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1384-9743","authenticated-orcid":true,"given":"Rahul","family":"Mazumder","sequence":"additional","affiliation":[{"name":"MIT Sloan School of Management, Operations Research Center and MIT Center for Statistics, Massachusetts Institute of Technology, Cambridge, MA 02139 USA."}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"351","published-online":{"date-parts":[[2024,7,2]]},"reference":[{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.3103\/S1066530707020019"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1137\/080716542"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1057\/palgrave.jors.2600425"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1287\/ijoc.2020.0954"},{"key":"ref7","series-title":"Athena Scientific Ser. Optim. Neural Comput. 6","volume-title":"Introduction to Linear Optimization","author":"Bertsimas D.","year":"1997"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1007\/s10107-016-1091-6"},{"key":"ref9","series-title":"Found. Trends Mach. Learn. 3","volume-title":"Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers","author":"Boyd S.","year":"2011"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511804441"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1287\/opre.8.1.101"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.18637\/jss.v033.i01"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1214\/aos\/1013203451"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2021.3130717"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1137\/15M102825X"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1214\/18-AOS1748"},{"key":"ref18","first-page":"3261","volume":"14","author":"Hannah L. A.","year":"2013","journal-title":"J. Mach. Learn. Res."},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.6028\/jres.049.027"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1214\/18-STS672"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.3906\/elk-1807-87"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1007\/s10589-019-00058-0"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1137\/S0363012993243022"},{"key":"ref27","first-page":"20150257","volume":"471","author":"Liang X.","year":"2015","journal-title":"Proc. A"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1287\/opre.1110.1007"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1007\/BF01589116"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1137\/18M1223277"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1137\/0330025"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1007\/BF02096261"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1080\/01621459.2017.1407771"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/j.eneco.2012.01.002"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1007\/s10107-018-1232-1"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1007\/s10107-012-0629-5"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-91578-4"},{"key":"ref39","volume-title":"Numerical Optimization","author":"Nocedal J.","year":"2006"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1007\/s10208-013-9150-3"},{"key":"ref41","volume-title":"The Statistical Sleuth: A Course in Methods of Data Analysis","author":"Ramsey F.","year":"2012"},{"key":"ref42","series-title":"Probab. Statist. Ser.","volume-title":"Order Restricted Statistical Inference","author":"Robertson T.","year":"1988"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1214\/18-STS673"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1214\/10-AOS852"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1137\/1.9780898718751"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijepes.2014.02.027"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.2307\/1912771"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2012.08.009"},{"key":"ref49","first-page":"20170457","volume":"473","author":"Zhang S.","year":"2017","journal-title":"Proc. A"}],"container-title":["SIAM Journal on Optimization"],"original-title":[],"language":"en","deposited":{"date-parts":[[2024,7,2]],"date-time":"2024-07-02T08:02:46Z","timestamp":1719907366000},"score":1,"resource":{"primary":{"URL":"https:\/\/epubs.siam.org\/doi\/10.1137\/21M1413134"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,7,2]]},"references-count":42,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2024,9,30]]}},"alternative-id":["10.1137\/21M1413134"],"URL":"https:\/\/doi.org\/10.1137\/21m1413134","relation":{},"ISSN":["1052-6234","1095-7189"],"issn-type":[{"value":"1052-6234","type":"print"},{"value":"1095-7189","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,7,2]]}}}