{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,25]],"date-time":"2026-07-25T08:16:23Z","timestamp":1784967383867,"version":"3.55.0"},"reference-count":24,"publisher":"Informa UK Limited","issue":"8","content-domain":{"domain":["www.tandfonline.com"],"crossmark-restriction":true},"short-container-title":["Communications in Statistics - Simulation and Computation"],"published-print":{"date-parts":[[2024,8,2]]},"DOI":"10.1080\/03610918.2022.2109675","type":"journal-article","created":{"date-parts":[[2022,8,10]],"date-time":"2022-08-10T05:17:32Z","timestamp":1660108652000},"page":"3653-3667","update-policy":"https:\/\/doi.org\/10.1080\/tandf_crossmark_01","source":"Crossref","is-referenced-by-count":21,"title":["Bagging-based ridge estimators for a linear regression model with non-normal and heteroscedastic errors"],"prefix":"10.1080","volume":"53","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1525-2505","authenticated-orcid":false,"given":"Maha","family":"Shabbir","sequence":"first","affiliation":[{"name":"College of Statistical and Actuarial Sciences, University of the Punjab","place":["Lahore, Pakistan"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4564-143X","authenticated-orcid":false,"given":"Sohail","family":"Chand","sequence":"additional","affiliation":[{"name":"College of Statistical and Actuarial Sciences, University of the Punjab","place":["Lahore, Pakistan"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8579-0966","authenticated-orcid":false,"given":"Farhat","family":"Iqbal","sequence":"additional","affiliation":[{"name":"Department of Statistics, University of Balochistan","place":["Quetta, Pakistan"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"301","published-online":{"date-parts":[[2022,8,10]]},"reference":[{"key":"e_1_3_2_2_1","first-page":"155","article-title":"On the Liu and almost unbiased Liu estimators in the presence of multicollinearity with heteroscedastic or correlated error","volume":"4","author":"Alheety M.","year":"2009","unstructured":"Alheety, M., and G. B. Kibria. 2009. On the Liu and almost unbiased Liu estimators in the presence of multicollinearity with heteroscedastic or correlated error. Surveys in Mathematics and Its Applications 4:155\u201364.","journal-title":"Surveys in Mathematics and Its Applications"},{"key":"e_1_3_2_3_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00362-017-0971-z"},{"key":"e_1_3_2_4_1","doi-asserted-by":"publisher","DOI":"10.1080\/03610918.2012.712185"},{"key":"e_1_3_2_5_1","doi-asserted-by":"publisher","DOI":"10.1007\/BF00058655"},{"key":"e_1_3_2_6_1","doi-asserted-by":"publisher","DOI":"10.1080\/02664763.2020.1803814"},{"key":"e_1_3_2_7_1","volume-title":"Basic econometrics","author":"Gujarati D. N.","year":"2009","unstructured":"Gujarati, D. N. 2009. Basic econometrics. New York: Mc Graw-Hill International Edition."},{"key":"e_1_3_2_8_1","doi-asserted-by":"publisher","DOI":"10.1080\/00401706.1970.10488634"},{"key":"e_1_3_2_9_1","doi-asserted-by":"publisher","DOI":"10.1080\/03610917508548342"},{"key":"e_1_3_2_10_1","doi-asserted-by":"publisher","DOI":"10.1081\/STA-200056836"},{"key":"e_1_3_2_11_1","doi-asserted-by":"publisher","DOI":"10.1080\/03610926.2011.593285"},{"key":"e_1_3_2_12_1","doi-asserted-by":"publisher","DOI":"10.1081\/SAC-120017499"},{"key":"e_1_3_2_13_1","doi-asserted-by":"publisher","DOI":"10.1080\/01621459.1975.10479882"},{"key":"e_1_3_2_14_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.spl.2008.05.039"},{"key":"e_1_3_2_15_1","doi-asserted-by":"publisher","DOI":"10.1080\/03610918.2021.1948574"},{"key":"e_1_3_2_16_1","doi-asserted-by":"publisher","DOI":"10.1080\/03610918.2021.1916825"},{"key":"e_1_3_2_17_1","doi-asserted-by":"publisher","DOI":"10.1007\/s40995-019-00769-3"},{"key":"e_1_3_2_18_1","doi-asserted-by":"publisher","DOI":"10.19113\/sdufenbed.484275"},{"key":"e_1_3_2_19_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3077385"},{"key":"e_1_3_2_20_1","first-page":"181","volume-title":"Proceedings of 18th International Conference on Statistical Sciences","volume":"35","author":"Suhail M.","year":"2021","unstructured":"Suhail, M., and I. Babar. 2021. Comparison of ridge M-estimators for linear regression models violating the usual assumptions. Proceedings of 18th International Conference on Statistical Sciences 35:181\u201394."},{"issue":"4","key":"e_1_3_2_21_1","first-page":"369","article-title":"On some new ridge M-estimators for linear regression models under various error distributions","volume":"37","author":"Suhail M.","year":"2021","unstructured":"Suhail, M., S. Chand, and I. Babar. 2021. On some new ridge M-estimators for linear regression models under various error distributions. Pakistan Journal of Statistics 37 (4):369\u201391.","journal-title":"Pakistan Journal of Statistics"},{"key":"e_1_3_2_22_1","doi-asserted-by":"publisher","DOI":"10.1080\/03610918.2018.1530782"},{"key":"e_1_3_2_23_1","doi-asserted-by":"publisher","DOI":"10.1016\/0304-4076(84)90045-9"},{"key":"e_1_3_2_24_1","doi-asserted-by":"publisher","DOI":"10.1007\/s40995-020-01019-7"},{"key":"e_1_3_2_25_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-15-1967-3_8"}],"container-title":["Communications in Statistics - Simulation and Computation"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.tandfonline.com\/doi\/pdf\/10.1080\/03610918.2022.2109675","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,12]],"date-time":"2026-02-12T14:49:29Z","timestamp":1770907769000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/03610918.2022.2109675"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,8,10]]},"references-count":24,"journal-issue":{"issue":"8","published-print":{"date-parts":[[2024,8,2]]}},"alternative-id":["10.1080\/03610918.2022.2109675"],"URL":"https:\/\/doi.org\/10.1080\/03610918.2022.2109675","relation":{},"ISSN":["0361-0918","1532-4141"],"issn-type":[{"value":"0361-0918","type":"print"},{"value":"1532-4141","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,8,10]]},"assertion":[{"value":"The publishing and review policy for this title is described in its Aims & Scope.","order":1,"name":"peerreview_statement","label":"Peer Review Statement"},{"value":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=lssp20","URL":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=lssp20","order":2,"name":"aims_and_scope_url","label":"Aim & Scope"},{"value":"2021-11-24","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2022-04-12","order":1,"name":"revised","label":"Revised","group":{"name":"publication_history","label":"Publication History"}},{"value":"2022-07-31","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2022-08-10","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}