{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,25]],"date-time":"2026-03-25T14:29:31Z","timestamp":1774448971298,"version":"3.50.1"},"reference-count":43,"publisher":"Tsinghua University Press","issue":"1","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Big Data Min. Anal."],"published-print":{"date-parts":[[2023,3]]},"DOI":"10.26599\/bdma.2022.9020024","type":"journal-article","created":{"date-parts":[[2022,11,24]],"date-time":"2022-11-24T21:47:10Z","timestamp":1669326430000},"page":"72-84","source":"Crossref","is-referenced-by-count":2,"title":["Closed-Form Models of Accuracy Loss due to Subsampling in SVD Collaborative Filtering"],"prefix":"10.26599","volume":"6","author":[{"given":"Samin","family":"Poudel","sequence":"first","affiliation":[{"name":"North Carolina A & T State University,Department of Computational Data Science and Engineering,Greensboro,NC,USA,27401"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Marwan","family":"Bikdash","sequence":"additional","affiliation":[{"name":"North Carolina A & T State University,Department of Computational Data Science and Engineering,Greensboro,NC,USA,27401"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"11138","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/MIC.2017.72"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1145\/2843948"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1145\/1639714.1639731"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1201\/9781003007210-8"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1145\/358916.358995"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2005.99"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2020.2990990"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/tnnls.2021.3071392"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2020.3014302"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TSMC.2019.2930525"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/JAS.2020.1003396"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.14778\/3115404.3115407"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1145\/2151163.2151166"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1145\/2499178.2499186"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-85820-3_4"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1145\/1921591.1921593"},{"issue":"1","key":"ref17","first-page":"61","article-title":"The advantage of careful imputation sources in sparse data-environment of recommender systems: Generating improved SVD-based recommendations","volume":"37","author":"Ghazanfar","year":"2013","journal-title":"Informatica"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1145\/3298689.3347010"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1111\/1365-2664.13571"},{"key":"ref20","article-title":"A comparative study of collaborative filtering algorithms","author":"Lee","year":"2012","journal-title":"arXiv preprint"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1145\/371920.372071"},{"key":"ref22","volume-title":"Comparison and Improvement of Collaborative Filtering Algorithms","author":"Vegeborn","year":"2017"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/3397271.3401046"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1093\/bjps\/45.1.1"},{"key":"ref25","volume-title":"Theory Building","author":"Dubin","year":"1969"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1145\/2019618.2019625"},{"key":"ref27","author":"Shmueli","year":"2010","journal-title":"Predictive Analytics in Information Systems Research, College Park: University of Maryland"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.26599\/BDMA.2021.9020032"},{"key":"ref29","volume-title":"Group Lens, MovieLens 25M dataset","year":"2019"},{"issue":"4","key":"ref30","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1145\/2827872","article-title":"The movielens datasets: History and context","volume":"5","author":"Harper","year":"2016","journal-title":"ACM Trans. Interact. Intell. Syst."},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-39778-7_10"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.21105\/joss.02174"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-85820-3_8"},{"key":"ref34","first-page":"78","article-title":"Setting goals and choosing metrics for recommender system evaluations","volume-title":"Proc. Workshop on User-Centric Evaluation of Recommender Systems and Their Interfaces","author":"Schr\u00f6der"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.3390\/IECH2022-12311"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2883742"},{"key":"ref37","article-title":"Improving collaborative filtering recommendation systems via optimal sub-sampling and aspect-based interpretability","volume-title":"PhD dissertation, North Carolina Agricultural and Technical State University, Greensboro, NC, USA","author":"Poudel","year":"2022"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.5194\/gmd-7-1247-2014"},{"key":"ref39","article-title":"Mean squared error (MSE)","author":"Frost","year":"2022"},{"key":"ref40","volume-title":"Group Lens, MovieLens 1M dataset","year":"2003"},{"key":"ref41","volume-title":"Webscope | Yahoo labs","year":"2019"},{"issue":"Suppl 1","key":"ref42","first-page":"23","article-title":"Introduction to multivariate regression analysis","volume":"14","author":"Alexopoulos","year":"2010","journal-title":"Hippokratia"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.4103\/jpcs.jpcs_8_18"}],"container-title":["Big Data Mining and Analytics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/8254253\/9962810\/09963626.pdf?arnumber=9963626","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,8]],"date-time":"2024-03-08T02:12:02Z","timestamp":1709863922000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9963626\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,3]]},"references-count":43,"journal-issue":{"issue":"1"},"URL":"https:\/\/doi.org\/10.26599\/bdma.2022.9020024","relation":{},"ISSN":["2096-0654","2097-406X"],"issn-type":[{"value":"2096-0654","type":"print"},{"value":"2097-406X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,3]]}}}