{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,27]],"date-time":"2025-10-27T20:46:53Z","timestamp":1761598013619,"version":"3.37.3"},"reference-count":18,"publisher":"Wiley","license":[{"start":{"date-parts":[[2018,11,13]],"date-time":"2018-11-13T00:00:00Z","timestamp":1542067200000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61872446","71690233","71331008"],"award-info":[{"award-number":["61872446","71690233","71331008"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61872446","71690233","71331008"],"award-info":[{"award-number":["61872446","71690233","71331008"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61872446","71690233","71331008"],"award-info":[{"award-number":["61872446","71690233","71331008"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Scientific Programming"],"published-print":{"date-parts":[[2018,11,13]]},"abstract":"<jats:p>POI recommendation finds significant importance in various real-life applications, especially when meeting with location-based services, e.g., check-ins social networks. In this paper, we propose to solve POI recommendation through a novel model of dynamic tensor, which is among the first triumphs of its kind. In order to carry out timely recommendation, we predict POI by utilizing a completion algorithm based on fast low-rank tensor. Particularly, the dynamic tensor structure is complemented by the fast low-rank tensor completion algorithm so as to achieve prediction with better performance, where the parameter optimization is achieved by a pigeon-inspired heuristic algorithm. In short, our POI recommendation via the dynamic tensor method can take advantage of the intrinsic characteristics of check-ins data due to the multimode features such as current categories, subsequent categories, and temporal information as well as seasons variations are all integrated into the model. Extensive experiment results not only validate the superiority of our proposed method but also imply the application prospect in large-scale and real-time POI recommendation environment.<\/jats:p>","DOI":"10.1155\/2018\/3907804","type":"journal-article","created":{"date-parts":[[2018,11,13]],"date-time":"2018-11-13T18:35:13Z","timestamp":1542134113000},"page":"1-11","source":"Crossref","is-referenced-by-count":5,"title":["Improving POI Recommendation via Dynamic Tensor Completion"],"prefix":"10.1155","volume":"2018","author":[{"given":"Jinzhi","family":"Liao","sequence":"first","affiliation":[{"name":"Key Laboratory of Science and Technology on Information System Engineering, National University of Defense Technology, Changsha, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiuyang","family":"Tang","sequence":"additional","affiliation":[{"name":"Key Laboratory of Science and Technology on Information System Engineering, National University of Defense Technology, Changsha, China"},{"name":"Collaborative Innovation Center of Geospatial Technology, Wuhan, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6339-0219","authenticated-orcid":true,"given":"Xiang","family":"Zhao","sequence":"additional","affiliation":[{"name":"Key Laboratory of Science and Technology on Information System Engineering, National University of Defense Technology, Changsha, China"},{"name":"Collaborative Innovation Center of Geospatial Technology, Wuhan, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Haichuan","family":"Shang","sequence":"additional","affiliation":[{"name":"National Institute of Information and Communications Technology, Tokyo, Japan"},{"name":"Institute of Industrial Science, The University of Tokyo, Tokyo, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"year":"2009","key":"3"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1137\/07070111x"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1145\/3057283"},{"year":"2011","key":"10"},{"key":"15","doi-asserted-by":"publisher","DOI":"10.1109\/tsc.2015.2413783"},{"key":"16","doi-asserted-by":"publisher","DOI":"10.1145\/2786761"},{"key":"19","doi-asserted-by":"publisher","DOI":"10.1145\/2876480.2876486"},{"key":"20","doi-asserted-by":"publisher","DOI":"10.1109\/tkde.2016.2641439"},{"journal-title":"CoRR","year":"2017","key":"24"},{"key":"25","doi-asserted-by":"publisher","DOI":"10.1007\/s00778-017-0487-0"},{"key":"26","doi-asserted-by":"publisher","DOI":"10.1109\/access.2018.2849600"},{"key":"27","doi-asserted-by":"publisher","DOI":"10.1137\/090752286"},{"key":"28","doi-asserted-by":"publisher","DOI":"10.1016\/j.laa.2013.01.009"},{"key":"30","doi-asserted-by":"publisher","DOI":"10.1016\/j.chemolab.2010.08.004"},{"key":"31","doi-asserted-by":"publisher","DOI":"10.1109\/tpami.2012.39"},{"year":"1998","key":"32"},{"key":"33","doi-asserted-by":"publisher","DOI":"10.1007\/s10107-004-0552-5"},{"key":"34","doi-asserted-by":"publisher","DOI":"10.1108\/ijicc-02-2014-0005"}],"container-title":["Scientific Programming"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2018\/3907804.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2018\/3907804.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2018\/3907804.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2018,11,13]],"date-time":"2018-11-13T18:35:14Z","timestamp":1542134114000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/sp\/2018\/3907804\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,11,13]]},"references-count":18,"alternative-id":["3907804","3907804"],"URL":"https:\/\/doi.org\/10.1155\/2018\/3907804","relation":{},"ISSN":["1058-9244","1875-919X"],"issn-type":[{"type":"print","value":"1058-9244"},{"type":"electronic","value":"1875-919X"}],"subject":[],"published":{"date-parts":[[2018,11,13]]}}}