{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,11]],"date-time":"2026-05-11T11:12:59Z","timestamp":1778497979701,"version":"3.51.4"},"reference-count":47,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2023,8,23]],"date-time":"2023-08-23T00:00:00Z","timestamp":1692748800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,8,23]],"date-time":"2023-08-23T00:00:00Z","timestamp":1692748800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Cluster Comput"],"published-print":{"date-parts":[[2024,6]]},"DOI":"10.1007\/s10586-023-04119-2","type":"journal-article","created":{"date-parts":[[2023,8,23]],"date-time":"2023-08-23T05:01:26Z","timestamp":1692766886000},"page":"2845-2874","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["Improved clustering-based hybrid recommendation system to offer personalized cloud services"],"prefix":"10.1007","volume":"27","author":[{"given":"Hajer","family":"Nabli","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Raoudha","family":"Ben Djemaa","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ikram","family":"Amous Ben Amor","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2023,8,23]]},"reference":[{"key":"4119_CR1","doi-asserted-by":"publisher","DOI":"10.6028\/NIST.SP.800-145","volume-title":"The NIST Definition of Cloud Computing","author":"P Mell","year":"2011","unstructured":"Mell, P., Grance, T., et al.: The NIST Definition of Cloud Computing. National Institute of Standards and Technology, Gaithersburg (2011)"},{"key":"4119_CR2","doi-asserted-by":"crossref","unstructured":"Nagarajan, R., Selvamuthukumaran, S., Thirunavukarasu, R.: A fuzzy logic based trust evaluation model for the selection of cloud services. In: International Conference on Computer Communication and Informatics (ICCCI), pp. 1\u20135 (2017). IEEE","DOI":"10.1109\/ICCCI.2017.8117686"},{"issue":"8","key":"4119_CR3","doi-asserted-by":"publisher","first-page":"2348","DOI":"10.1109\/TC.2015.2389952","volume":"65","author":"C Esposito","year":"2015","unstructured":"Esposito, C., Ficco, M., Palmieri, F., Castiglione, A.: Smart cloud storage service selection based on fuzzy logic, theory of evidence and game theory. IEEE Trans. Comput. 65(8), 2348\u20132362 (2015)","journal-title":"IEEE Trans. Comput."},{"key":"4119_CR4","doi-asserted-by":"publisher","first-page":"233","DOI":"10.1016\/j.jss.2018.09.069","volume":"146","author":"H Nabli","year":"2018","unstructured":"Nabli, H., Ben Djemaa, R., Ben Amor, I.A.: Efficient cloud service discovery approach based on lda topic modeling. J. Syst. Softw. 146, 233\u2013248 (2018)","journal-title":"J. Syst. Softw."},{"issue":"15","key":"4119_CR5","doi-asserted-by":"publisher","first-page":"5135","DOI":"10.1002\/cpe.5135","volume":"31","author":"R Ben Djemaa","year":"2019","unstructured":"Ben Djemaa, R., Nabli, H., Ben Amor, I.A.: Enhanced semantic similarity measure based on two-level retrieval model. Concurr. Comput. 31(15), 5135 (2019)","journal-title":"Concurr. Comput."},{"issue":"14","key":"4119_CR6","doi-asserted-by":"publisher","first-page":"4504","DOI":"10.1002\/dac.4504","volume":"33","author":"G Abbas","year":"2020","unstructured":"Abbas, G., Mehmood, A., Lloret, J., Raza, M.S., Ibrahim, M.: Fipa-based reference architecture for efficient discovery and selection of appropriate cloud service using cloud ontology. Int. J. Commun Syst 33(14), 4504 (2020)","journal-title":"Int. J. Commun Syst"},{"issue":"4","key":"4119_CR7","first-page":"460","volume":"32","author":"JE Hajlaoui","year":"2017","unstructured":"Hajlaoui, J.E., Omri, M.N., Benslimane, D.: A QoS-aware approach for discovering and selecting configurable iaas cloud services. Comput. Syst. Sci. Eng. 32(4), 460\u2013467 (2017)","journal-title":"Comput. Syst. Sci. Eng."},{"key":"4119_CR8","doi-asserted-by":"publisher","first-page":"102108","DOI":"10.1016\/j.simpat.2020.102108","volume":"103","author":"M Eisa","year":"2020","unstructured":"Eisa, M., Younas, M., Basu, K., Awan, I.: Modelling and simulation of QoS-aware service selection in cloud computing. Simul. Model. Pract. Theory 103, 102108 (2020)","journal-title":"Simul. Model. Pract. Theory"},{"key":"4119_CR9","doi-asserted-by":"publisher","first-page":"71851","DOI":"10.1109\/ACCESS.2020.2987111","volume":"8","author":"AE Youssef","year":"2020","unstructured":"Youssef, A.E.: An integrated mcdm approach for cloud service selection based on topsis and bwm. IEEE Access 8, 71851\u201371865 (2020)","journal-title":"IEEE Access"},{"issue":"3\u20134","key":"4119_CR10","first-page":"189","volume":"21","author":"K Sindhu","year":"2022","unstructured":"Sindhu, K., Guruprasad, H.S.: Computational offloading framework using caching and cloud service selection in mobile cloud computing. Int. J. Adv. Intell. Paradig. 21(3\u20134), 189\u2013210 (2022)","journal-title":"Int. J. Adv. Intell. Paradig."},{"key":"4119_CR11","doi-asserted-by":"publisher","first-page":"523","DOI":"10.1007\/s11227-020-03284-0","volume":"77","author":"RK Tiwari","year":"2021","unstructured":"Tiwari, R.K., Kumar, R.: G-topsis: a cloud service selection framework using gaussian topsis for rank reversal problem. J. Supercomput. 77, 523\u2013562 (2021)","journal-title":"J. Supercomput."},{"key":"4119_CR12","doi-asserted-by":"publisher","first-page":"4652","DOI":"10.1007\/s11227-017-2039-1","volume":"73","author":"RR Kumar","year":"2017","unstructured":"Kumar, R.R., Mishra, S., Kumar, C.: Prioritizing the solution of cloud service selection using integrated mcdm methods under fuzzy environment. J. Supercomput. 73, 4652\u20134682 (2017)","journal-title":"J. Supercomput."},{"key":"4119_CR13","doi-asserted-by":"publisher","first-page":"14817","DOI":"10.1007\/s00521-020-04834-6","volume":"32","author":"D Gabi","year":"2020","unstructured":"Gabi, D., Ismail, A.S., Zainal, A., Zakaria, Z., Abraham, A., Dankolo, N.M.: Cloud customers service selection scheme based on improved conventional cat swarm optimization. Neural Comput. Appl. 32, 14817\u201314838 (2020)","journal-title":"Neural Comput. Appl."},{"issue":"6","key":"4119_CR14","first-page":"925","volume":"50","author":"AM Mohamed","year":"2020","unstructured":"Mohamed, A.M., Abdelsalam, H.M.: A multicriteria optimization model for cloud service provider selection in multicloud environments. Software 50(6), 925\u2013947 (2020)","journal-title":"Software"},{"issue":"3","key":"4119_CR15","doi-asserted-by":"publisher","first-page":"147","DOI":"10.1007\/s11761-022-00343-7","volume":"16","author":"H Nabli","year":"2022","unstructured":"Nabli, H., Ben Djemaa, R., Ben Amor, I.A.: Description, discovery, and recommendation of cloud services: a survey. SOCA 16(3), 147\u2013166 (2022)","journal-title":"SOCA"},{"key":"4119_CR16","doi-asserted-by":"crossref","unstructured":"Lops, P., De\u00a0Gemmis, M., Semeraro, G.: Content-Based Recommender Systems: State of the Art and Trends. Recommender Systems Handbook, pp. 73\u2013105 (2011)","DOI":"10.1007\/978-0-387-85820-3_3"},{"key":"4119_CR17","doi-asserted-by":"crossref","unstructured":"Schafer, J.B., Frankowski, D., Herlocker, J., Sen, S.: Collaborative filtering recommender systems. In: The Adaptive Web: Methods and Strategies of Web Personalization, pp. 291\u2013324 (2007). Springer","DOI":"10.1007\/978-3-540-72079-9_9"},{"issue":"3","key":"4119_CR18","doi-asserted-by":"publisher","first-page":"453","DOI":"10.1109\/TSC.2014.2355842","volume":"8","author":"L Yao","year":"2014","unstructured":"Yao, L., Sheng, Q.Z., Ngu, A.H., Yu, J., Segev, A.: Unified collaborative and content-based web service recommendation. IEEE Trans. Serv. Comput. 8(3), 453\u2013466 (2014)","journal-title":"IEEE Trans. Serv. Comput."},{"key":"4119_CR19","doi-asserted-by":"crossref","unstructured":"Gao, X., Yu, C.: A fuzzy-based recommendation system for cloud accounting service. In: 13th International Conference on Service Systems and Service Management (ICSSSM), pp. 1\u20136 (2016). IEEE","DOI":"10.1109\/ICSSSM.2016.7538650"},{"issue":"6","key":"4119_CR20","doi-asserted-by":"publisher","first-page":"1785","DOI":"10.1109\/TCSS.2022.3187430","volume":"9","author":"G Jain","year":"2022","unstructured":"Jain, G., Mahara, T., Sharma, S.C., Sangaiah, A.K.: A cognitive similarity-based measure to enhance the performance of collaborative filtering-based recommendation system. IEEE Trans. Comput. Soc. Syst. 9(6), 1785\u20131793 (2022)","journal-title":"IEEE Trans. Comput. Soc. Syst."},{"issue":"3","key":"4119_CR21","doi-asserted-by":"publisher","first-page":"526","DOI":"10.1016\/j.ipm.2018.12.007","volume":"56","author":"MK Najafabadi","year":"2019","unstructured":"Najafabadi, M.K., Mohamed, A., Onn, C.W.: An impact of time and item influencer in collaborative filtering recommendations using graph-based model. Inf. Process. Manag. 56(3), 526\u2013540 (2019)","journal-title":"Inf. Process. Manag."},{"key":"4119_CR22","doi-asserted-by":"crossref","unstructured":"Burke, R., O\u2019Mahony, M.P., Hurley, N.J.: Robust collaborative recommendation. In: Recommender Systems Handbook, pp. 961\u2013995 (2015). Springer","DOI":"10.1007\/978-1-4899-7637-6_28"},{"key":"4119_CR23","doi-asserted-by":"crossref","unstructured":"Soltani, S., Elgazzar, K., Martin, P.: Quaram service recommender: a platform for iaas service selection. In: 2016 IEEE\/ACM 9th International Conference on Utility and Cloud Computing (UCC), pp. 422\u2013425 (2016). IEEE","DOI":"10.1145\/2996890.3007887"},{"issue":"4","key":"4119_CR24","doi-asserted-by":"publisher","first-page":"3877","DOI":"10.1002\/cpe.3877","volume":"29","author":"YM Afify","year":"2017","unstructured":"Afify, Y.M., Moawad, I.F., Badr, N.L., Tolba, M.F.: A personalized recommender system for saas services. Concurr. Comput. 29(4), 3877 (2017)","journal-title":"Concurr. Comput."},{"issue":"12","key":"4119_CR25","first-page":"14173","volume":"119","author":"S Balaji","year":"2018","unstructured":"Balaji, S., Rajkumar, K.: A personalized cloud service recommendation system using collaborative filtering. Int. J. Pure Appl. Math. 119(12), 14173\u201314180 (2018)","journal-title":"Int. J. Pure Appl. Math."},{"key":"4119_CR26","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.dss.2016.09.001","volume":"93","author":"S Ding","year":"2017","unstructured":"Ding, S., Wang, Z., Wu, D., Olson, D.L.: Utilizing customer satisfaction in ranking prediction for personalized cloud service selection. Decis. Support Syst. 93, 1\u201310 (2017)","journal-title":"Decis. Support Syst."},{"key":"4119_CR27","doi-asserted-by":"publisher","DOI":"10.1109\/TSC.2019.2895784","author":"H Ma","year":"2019","unstructured":"Ma, H., Hu, Z., Li, K., Zhu, H.: Variation-aware cloud service selection via collaborative QoS prediction. IEEE Trans. Serv. Comput. (2019). https:\/\/doi.org\/10.1109\/TSC.2019.2895784","journal-title":"IEEE Trans. Serv. Comput."},{"key":"4119_CR28","doi-asserted-by":"publisher","first-page":"100","DOI":"10.1016\/j.datak.2018.05.008","volume":"116","author":"H Mezni","year":"2018","unstructured":"Mezni, H., Abdeljaoued, T.: A cloud services recommendation system based on fuzzy formal concept analysis. Data Knowl. Eng. 116, 100\u2013123 (2018)","journal-title":"Data Knowl. Eng."},{"key":"4119_CR29","doi-asserted-by":"crossref","unstructured":"Wang, F.F., Chen, F.Z., Li, M.Q.: A collaborative filtering method for cloud service recommendation via exploring usage history. In: Proceeding of the 24th International Conference on Industrial Engineering and Engineering Management 2018, pp. 716\u2013725 (2019). Springer","DOI":"10.1007\/978-981-13-3402-3_75"},{"key":"4119_CR30","doi-asserted-by":"crossref","unstructured":"Djiroun, R., Guessoum, M.A., Boukhalfa, K., Benkhelifa, E.: A novel cloud services recommendation system based on automatic learning techniques. In: International Conference on New Trends in Computing Sciences (ICTCS), pp. 42\u201349 (2017). IEEE","DOI":"10.1109\/ICTCS.2017.58"},{"key":"4119_CR31","doi-asserted-by":"publisher","first-page":"5171","DOI":"10.1109\/ACCESS.2017.2695657","volume":"5","author":"X Zheng","year":"2017","unstructured":"Zheng, X., Da Xu, L., Chai, S.: QoS recommendation in cloud services. IEEE Access 5, 5171\u20135177 (2017)","journal-title":"IEEE Access"},{"issue":"4","key":"4119_CR32","doi-asserted-by":"publisher","first-page":"2929","DOI":"10.1007\/s13369-019-04218-6","volume":"45","author":"R Nagarajan","year":"2020","unstructured":"Nagarajan, R., Thirunavukarasu, R.: A service context-aware QoS prediction and recommendation of cloud infrastructure services. Arab. J. Sci. Eng. 45(4), 2929\u20132943 (2020)","journal-title":"Arab. J. Sci. Eng."},{"key":"4119_CR33","doi-asserted-by":"crossref","unstructured":"Ngaffo, A.N., El\u00a0Ayeb, W., Choukair, Z.: Service recommendation driven by a matrix factorization model and time series forecasting. Appl. Intell. 1\u201316 (2021)","DOI":"10.1007\/s10489-021-02478-0"},{"issue":"8","key":"4119_CR34","doi-asserted-by":"publisher","first-page":"4020","DOI":"10.1002\/cpe.4020","volume":"29","author":"YM Afify","year":"2017","unstructured":"Afify, Y.M., Moawad, I.F., Badr, N.L., Tolba, M.F.: Enhanced similarity measure for personalized cloud services recommendation. Concurr. Comput 29(8), 4020 (2017)","journal-title":"Concurr. Comput"},{"key":"4119_CR35","unstructured":"Tang, M., Jiang, Y., Liu, J., Liu, X.: Location-aware collaborative filtering for QoS-based service recommendation. In: 2012 IEEE 19th International Conference on Web Services, pp. 202\u2013209 (2012). IEEE"},{"key":"4119_CR36","doi-asserted-by":"publisher","first-page":"14","DOI":"10.1016\/j.engappai.2014.10.010","volume":"38","author":"W Lo","year":"2015","unstructured":"Lo, W., Yin, J., Li, Y., Wu, Z.: Efficient web service QoS prediction using local neighborhood matrix factorization. Eng. Appl. Artif. Intell. 38, 14\u201323 (2015)","journal-title":"Eng. Appl. Artif. Intell."},{"key":"4119_CR37","doi-asserted-by":"crossref","unstructured":"Zheng, Z., Ma, H., Lyu, M.R., King, I.: Wsrec: a collaborative filtering based web service recommender system. In: 2009 IEEE International Conference on Web Services, pp. 437\u2013444 (2009). IEEE","DOI":"10.1109\/ICWS.2009.30"},{"key":"4119_CR38","doi-asserted-by":"crossref","unstructured":"Nabli, H., Ben\u00a0Djemaa, R., Ben\u00a0Amor, I.A.: Linked usdl extension for cloud services description. In: International Conference on Web Engineering, pp. 359\u2013373 (2019). Springer","DOI":"10.1007\/978-3-030-19274-7_26"},{"key":"4119_CR39","doi-asserted-by":"crossref","unstructured":"Nabli, H., Ben\u00a0Djemaa, R., Ben\u00a0Amor, I.A.: Cloud services description ontology used for service selection. Service Oriented Computing and Applications, 1\u201314 (2021)","DOI":"10.1007\/s11761-021-00328-y"},{"key":"4119_CR40","doi-asserted-by":"crossref","unstructured":"Sha, L., Shaozhong, G., Xin, C., Mingjing, L.: A QoS based web service selection model. In: 2009 International Forum on Information Technology and Applications, vol. 3, pp. 353\u2013356 (2009). IEEE","DOI":"10.1109\/IFITA.2009.145"},{"issue":"4","key":"4119_CR41","doi-asserted-by":"publisher","first-page":"566","DOI":"10.1109\/TSC.2015.2415807","volume":"9","author":"G Kang","year":"2015","unstructured":"Kang, G., Tang, M., Liu, J., Liu, X., Cao, B.: Diversifying web service recommendation results via exploring service usage history. IEEE Trans. Serv. Comput. 9(4), 566\u2013579 (2015)","journal-title":"IEEE Trans. Serv. Comput."},{"issue":"1","key":"4119_CR42","doi-asserted-by":"publisher","first-page":"72","DOI":"10.1016\/j.ejor.2015.06.072","volume":"248","author":"MJ Alves","year":"2016","unstructured":"Alves, M.J., Costa, J.P.: Graphical exploration of the weight space in three-objective mixed integer linear programs. Eur. J. Oper. Res. 248(1), 72\u201383 (2016)","journal-title":"Eur. J. Oper. Res."},{"key":"4119_CR43","doi-asserted-by":"publisher","first-page":"154","DOI":"10.1016\/j.knosys.2017.02.009","volume":"123","author":"M Kunaver","year":"2017","unstructured":"Kunaver, M., Po\u017erl, T.: Diversity in recommender systems-a survey. Knowl.-Based Syst. 123, 154\u2013162 (2017)","journal-title":"Knowl.-Based Syst."},{"key":"4119_CR44","doi-asserted-by":"crossref","unstructured":"Ziegler, C.N., McNee, S.M., Konstan, J.A., Lausen, G.: Improving recommendation lists through topic diversification. In: Proceedings of the 14th International Conference on World Wide Web, pp. 22\u201332 (2005)","DOI":"10.1145\/1060745.1060754"},{"issue":"1","key":"4119_CR45","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1561\/1500000040","volume":"9","author":"RL Santos","year":"2015","unstructured":"Santos, R.L., Macdonald, C., Ounis, I.: Search result diversification. Found. Trends Inf. Retr. 9(1), 1\u201390 (2015)","journal-title":"Found. Trends Inf. Retr."},{"key":"4119_CR46","volume-title":"Recommender Systems Handbook","author":"F Ricci","year":"2010","unstructured":"Ricci, F., Rokach, L., Shapira, B., Kantor, P.B.: Recommender Systems Handbook. Springer, Berlin (2010)"},{"issue":"6","key":"4119_CR47","doi-asserted-by":"publisher","first-page":"887","DOI":"10.1007\/s11704-015-4532-0","volume":"9","author":"H Ma","year":"2015","unstructured":"Ma, H., Hu, Z.: Recommend trustworthy services using interval numbers of four parameters via cloud model for potential users. Front. Comput. Sci. 9(6), 887\u2013903 (2015)","journal-title":"Front. Comput. Sci."}],"updated-by":[{"DOI":"10.1007\/s10586-023-04167-8","type":"correction","label":"Correction","source":"publisher","updated":{"date-parts":[[2023,10,11]],"date-time":"2023-10-11T00:00:00Z","timestamp":1696982400000}}],"container-title":["Cluster Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10586-023-04119-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10586-023-04119-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10586-023-04119-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,10,26]],"date-time":"2024-10-26T16:30:52Z","timestamp":1729960252000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10586-023-04119-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,8,23]]},"references-count":47,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2024,6]]}},"alternative-id":["4119"],"URL":"https:\/\/doi.org\/10.1007\/s10586-023-04119-2","relation":{},"ISSN":["1386-7857","1573-7543"],"issn-type":[{"value":"1386-7857","type":"print"},{"value":"1573-7543","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,8,23]]},"assertion":[{"value":"4 June 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"25 July 2023","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"27 July 2023","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"23 August 2023","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"11 October 2023","order":5,"name":"change_date","label":"Change Date","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"Correction","order":6,"name":"change_type","label":"Change Type","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"A Correction to this paper has been published:","order":7,"name":"change_details","label":"Change Details","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"https:\/\/doi.org\/10.1007\/s10586-023-04167-8","URL":"https:\/\/doi.org\/10.1007\/s10586-023-04167-8","order":8,"name":"change_details","label":"Change Details","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare no competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}]}}