{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T04:17:28Z","timestamp":1750220248797,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":20,"publisher":"ACM","license":[{"start":{"date-parts":[[2021,12,14]],"date-time":"2021-12-14T00:00:00Z","timestamp":1639440000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021,12,14]]},"DOI":"10.1145\/3498851.3498988","type":"proceedings-article","created":{"date-parts":[[2022,4,11]],"date-time":"2022-04-11T22:34:41Z","timestamp":1649716481000},"page":"414-420","source":"Crossref","is-referenced-by-count":0,"title":["Time-aware Service Recommendation Algorithm Based on K-means and Low-rank Matrix Factorization"],"prefix":"10.1145","author":[{"given":"Yimu","family":"Ji","sequence":"first","affiliation":[{"name":"Nanjing University of Posts and Telecommunications, China"}]},{"given":"Feng","family":"Tian","sequence":"additional","affiliation":[{"name":"Nanjing University of Posts and Telecommunications, China"}]},{"given":"Shangdong","family":"Liu","sequence":"additional","affiliation":[{"name":"Nanjing University of Posts and Telecommunications, China"}]},{"given":"Sisi","family":"Shao","sequence":"additional","affiliation":[{"name":"Nanjing University of Posts and Telecommunications, China"}]},{"given":"Kui","family":"Li","sequence":"additional","affiliation":[{"name":"Nanjing University of Posts and Telecommunications, China"}]},{"given":"Qiang","family":"Liu","sequence":"additional","affiliation":[{"name":"Nanjing University of Posts and Telecommunications, China"}]},{"given":"Zhaoxia","family":"Meng","sequence":"additional","affiliation":[{"name":"Nanjing University of Posts and Telecommunications, China"}]}],"member":"320","published-online":{"date-parts":[[2022,4,11]]},"reference":[{"issue":"7","key":"e_1_3_2_1_1_1","first-page":"1369","article-title":"Research on Twitter Social Network User Behavior Understanding and Personalized Service Recommendation Algorithm[J]","volume":"2020","author":"Yu Yaxin","unstructured":"Yu Yaxin , Liu Meng, Zhang Hongyu . Research on Twitter Social Network User Behavior Understanding and Personalized Service Recommendation Algorithm[J] . Computer Research and Development , 2020 ( 7 ): 1369 - 1380 in chinese. Yu Yaxin, Liu Meng, Zhang Hongyu. Research on Twitter Social Network User Behavior Understanding and Personalized Service Recommendation Algorithm[J]. Computer Research and Development, 2020(7):1369-1380 in chinese.","journal-title":"Computer Research and Development"},{"key":"e_1_3_2_1_2_1","unstructured":"Cao Jinghua Kong Fansen Ran Yanzhong.Service-Oriented Recommendation QoS Collaborative Sorting Algorithm[J].Journal of Jilin University(Engineering and Technology Edition) 2018 48(01):274-280 in chinese.  Cao Jinghua Kong Fansen Ran Yanzhong.Service-Oriented Recommendation QoS Collaborative Sorting Algorithm[J].Journal of Jilin University(Engineering and Technology Edition) 2018 48(01):274-280 in chinese."},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2020.08.014"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2017.2760458"},{"key":"e_1_3_2_1_5_1","unstructured":"Li Rong Yang Liping Yang Yan.A QoS prediction method based on user context[J].Computer Times 2020 {4}(05):54-58 in chinese.  Li Rong Yang Liping Yang Yan.A QoS prediction method based on user context[J].Computer Times 2020 {4}(05):54-58 in chinese."},{"key":"e_1_3_2_1_6_1","first-page":"88","article-title":"service quality prediction based on structural similarity under time-space perception[J].","volume":"2021","author":"Xia Hui","unstructured":"Xia Hui ,Gao Min, Zou Shu .Web service quality prediction based on structural similarity under time-space perception[J]. Journal of Chongqing University , 2021 ,44(01): 88 - 96 in chinese. Xia Hui,Gao Min,Zou Shu.Web service quality prediction based on structural similarity under time-space perception[J].Journal of Chongqing University,2021,44(01):88-96 in chinese.","journal-title":"Journal of Chongqing University"},{"issue":"3","key":"e_1_3_2_1_7_1","first-page":"157","article-title":"Similarity-maintaining privacy preservation and location-aware low-rank matrix factorization for QoS prediction based web service recommendation[J]","volume":"14","author":"Zhu X","year":"2018","unstructured":"Zhu X , Jing X Y , Wu D , Similarity-maintaining privacy preservation and location-aware low-rank matrix factorization for QoS prediction based web service recommendation[J] . IEEE Transactions on Services Computing , 2018 , 14 ( 3 ): 157 - 171 . DOI: 10.1109\/TSC.2018.2839741 10.1109\/TSC.2018.2839741 Zhu X, Jing X Y, Wu D, Similarity-maintaining privacy preservation and location-aware low-rank matrix factorization for QoS prediction based web service recommendation[J]. IEEE Transactions on Services Computing, 2018,14(3):157-171. DOI: 10.1109\/TSC.2018.2839741","journal-title":"IEEE Transactions on Services Computing"},{"key":"e_1_3_2_1_8_1","volume-title":"Empirical analysis of predictive algorithms for collaborative filtering[J]. arXiv preprint arXiv:1301.7363","author":"Breese J S","year":"2013","unstructured":"Breese J S , Heckerman D , Kadie C. Empirical analysis of predictive algorithms for collaborative filtering[J]. arXiv preprint arXiv:1301.7363 , 2013 . Breese J S, Heckerman D, Kadie C. Empirical analysis of predictive algorithms for collaborative filtering[J]. arXiv preprint arXiv:1301.7363, 2013."},{"key":"e_1_3_2_1_9_1","volume-title":"Temporal pattern-aware QoS prediction via biased non-negative latent factorization of tensors[J]","author":"Luo X","year":"2019","unstructured":"Luo X , Wu H , Yuan H , Temporal pattern-aware QoS prediction via biased non-negative latent factorization of tensors[J] . IEEE transactions on cybernetics, 2019 , 50(5): 1798-1809. DOI: 10.1109\/TCYB.2019.2903736 10.1109\/TCYB.2019.2903736 Luo X, Wu H, Yuan H, Temporal pattern-aware QoS prediction via biased non-negative latent factorization of tensors[J]. IEEE transactions on cybernetics, 2019, 50(5): 1798-1809. DOI: 10.1109\/TCYB.2019.2903736"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1002\/cpe.5603"},{"key":"e_1_3_2_1_11_1","volume-title":"Recurrent Factorization Machine with Self-Attention for Time-aware Service Recommendation[C]\/\/2020 6th International Conference on Big Data Computing and Communications (BIGCOM)","author":"Zhou J","year":"2020","unstructured":"Zhou J , Guo X , Yin C. Recurrent Factorization Machine with Self-Attention for Time-aware Service Recommendation[C]\/\/2020 6th International Conference on Big Data Computing and Communications (BIGCOM) . IEEE , 2020 : 189-197. DOI: 10.1109\/BigCom51056.2020.00033 10.1109\/BigCom51056.2020.00033 Zhou J, Guo X, Yin C. Recurrent Factorization Machine with Self-Attention for Time-aware Service Recommendation[C]\/\/2020 6th International Conference on Big Data Computing and Communications (BIGCOM). IEEE, 2020: 189-197. DOI: 10.1109\/BigCom51056.2020.00033"},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSC.2016.2584058"},{"key":"e_1_3_2_1_13_1","first-page":"1176","article-title":"method for predicting service QoS in mobile edge computing environment[J].","volume":"2020","author":"Ren Lifang A","unstructured":"Ren Lifang ,Wang Wenjian. A method for predicting service QoS in mobile edge computing environment[J]. Small Microcomputer System , 2020 ,41(06): 1176 - 1181 in chinese. Ren Lifang,Wang Wenjian.A method for predicting service QoS in mobile edge computing environment[J].Small Microcomputer System,2020,41(06):1176-1181 in chinese.","journal-title":"Small Microcomputer System"},{"key":"e_1_3_2_1_14_1","unstructured":"Ren Lifang Chen Sanli.A collaborative filtering prediction method of service QoS value based on clustering[J].Journal of Shanxi University (Natural Science Edition) 2019 42(03):534-540 in chinese.  Ren Lifang Chen Sanli.A collaborative filtering prediction method of service QoS value based on clustering[J].Journal of Shanxi University (Natural Science Edition) 2019 42(03):534-540 in chinese."},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11761-014-0168-4"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.26599\/TST.2019.9010007"},{"key":"e_1_3_2_1_17_1","first-page":"202","article-title":"QI-matrix factorization based RNN for time-aware service recommendation[C]\/\/2019 IEEE International Conference on Services Computing (SCC)","volume":"2019","author":"Wu X","unstructured":"Wu X , Fan Y , Zhang J, QF-RNN : QI-matrix factorization based RNN for time-aware service recommendation[C]\/\/2019 IEEE International Conference on Services Computing (SCC) . IEEE , 2019 : 202 - 209 . DOI: 10.1109\/SCC.2019.00042 10.1109\/SCC.2019.00042 Wu X, Fan Y, Zhang J, QF-RNN: QI-matrix factorization based RNN for time-aware service recommendation[C]\/\/2019 IEEE International Conference on Services Computing (SCC). IEEE, 2019: 202-209. DOI: 10.1109\/SCC.2019.00042","journal-title":"IEEE"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2019.11.021"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-018-1079-6"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2018.11.030"}],"event":{"name":"WI-IAT '21: IEEE\/WIC\/ACM International Conference on Web Intelligence","sponsor":["SIGAI ACM Special Interest Group on Artificial Intelligence"],"location":"ESSENDON VIC Australia","acronym":"WI-IAT '21"},"container-title":["IEEE\/WIC\/ACM International Conference on Web Intelligence"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3498851.3498988","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3498851.3498988","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T19:30:37Z","timestamp":1750188637000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3498851.3498988"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,12,14]]},"references-count":20,"alternative-id":["10.1145\/3498851.3498988","10.1145\/3498851"],"URL":"https:\/\/doi.org\/10.1145\/3498851.3498988","relation":{},"subject":[],"published":{"date-parts":[[2021,12,14]]}}}