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In the recommendation prediction stage, considering timeliness of the recommendation system, time weighted based recommendation prediction formula is adopted to design a personalized recommendation model by integrating level filling method and rating time. The experimental results on real dataset verify the feasibility and validity of the algorithm and it owns higher predicting accuracy compared with present recommendation algorithms.<\/jats:p>","DOI":"10.1155\/2016\/5160460","type":"journal-article","created":{"date-parts":[[2016,7,20]],"date-time":"2016-07-20T17:03:30Z","timestamp":1469034210000},"page":"1-7","source":"Crossref","is-referenced-by-count":9,"title":["Research on E-Commerce Platform-Based Personalized Recommendation Algorithm"],"prefix":"10.1155","volume":"2016","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9532-7158","authenticated-orcid":true,"given":"Zhijun","family":"Zhang","sequence":"first","affiliation":[{"name":"School of Computer Science and Technology, Shandong Jianzhu University, Jinan, Shandong 250101, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8991-2967","authenticated-orcid":true,"given":"Gongwen","family":"Xu","sequence":"additional","affiliation":[{"name":"School of Computer Science and Technology, Shandong Jianzhu University, Jinan, Shandong 250101, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5681-5095","authenticated-orcid":true,"given":"Pengfei","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Computer Science and Technology, Shandong Jianzhu University, Jinan, Shandong 250101, China"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.14257\/ijca.2014.7.8.08"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.1007\/s10550-006-0080-3"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2009.06.027"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-45598-1_17"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.4028\/www.scientific.net\/AMR.989-994.4996"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2013.02.009"},{"key":"9","doi-asserted-by":"publisher","DOI":"10.1016\/j.elerap.2012.12.003"},{"key":"11","doi-asserted-by":"publisher","DOI":"10.1007\/s10489-015-0681-y"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.16451\/j.cnki.issn1003-6059.201505003"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2014.02.079"}],"container-title":["Applied Computational Intelligence and Soft Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/acisc\/2016\/5160460.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/acisc\/2016\/5160460.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/acisc\/2016\/5160460.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2016,7,26]],"date-time":"2016-07-26T12:49:09Z","timestamp":1469537349000},"score":1,"resource":{"primary":{"URL":"http:\/\/www.hindawi.com\/journals\/acisc\/2016\/5160460\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"references-count":10,"alternative-id":["5160460","5160460"],"URL":"https:\/\/doi.org\/10.1155\/2016\/5160460","relation":{},"ISSN":["1687-9724","1687-9732"],"issn-type":[{"type":"print","value":"1687-9724"},{"type":"electronic","value":"1687-9732"}],"subject":[],"published":{"date-parts":[[2016]]}}}