{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,31]],"date-time":"2025-07-31T00:46:07Z","timestamp":1753922767391,"version":"3.40.3"},"publisher-location":"Cham","reference-count":16,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031235788"},{"type":"electronic","value":"9783031235795"}],"license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"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":[],"published-print":{"date-parts":[[2022]]},"DOI":"10.1007\/978-3-031-23579-5_9","type":"book-chapter","created":{"date-parts":[[2022,12,15]],"date-time":"2022-12-15T09:04:55Z","timestamp":1671095095000},"page":"122-129","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["A Hybrid Recommendation Model for\u00a0Social Network Services Using Twitter Data"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9459-7079","authenticated-orcid":false,"given":"Ping","family":"Han","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6982-8397","authenticated-orcid":false,"given":"Jingwei","family":"Hong","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5334-9001","authenticated-orcid":false,"given":"Abdur","family":"Rasool","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5703-9454","authenticated-orcid":false,"given":"Hui","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2766-3096","authenticated-orcid":false,"given":"Yi","family":"Pan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8040-0308","authenticated-orcid":false,"given":"Qingshan","family":"Jiang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2022,12,16]]},"reference":[{"key":"9_CR1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2020.114191","volume":"167","author":"J Gao","year":"2021","unstructured":"Gao, J., Zhang, C., Xu, Y., Luo, M., Niu, Z.: Hybrid microblog recommendation with heterogeneous features using deep neural network. Expert Syst. Appl. 167, 114191 (2021)","journal-title":"Expert Syst. Appl."},{"key":"9_CR2","doi-asserted-by":"publisher","first-page":"191850","DOI":"10.1109\/ACCESS.2020.3030642","volume":"8","author":"A Rasool","year":"2020","unstructured":"Rasool, A., Tao, R., Kamyab, M., Hayat, S.: GAWA-a feature selection method for hybrid sentiment classification. IEEE Access 8, 191850\u2013191861 (2020). https:\/\/doi.org\/10.1109\/ACCESS.2020.3030642","journal-title":"IEEE Access"},{"key":"9_CR3","doi-asserted-by":"publisher","unstructured":"Rasool, A., Jiang, Q., Qu, Q., Ji, C.: WRS: a novel word-embedding method for real-time sentiment with integrated LSTM-CNN model. In: IEEE International Conference on Real-time Computing and Robotics (RCAR) 2021, pp. 590\u2013595 (2021). https:\/\/doi.org\/10.1109\/RCAR52367.2021.9517671","DOI":"10.1109\/RCAR52367.2021.9517671"},{"issue":"4","key":"9_CR4","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s11704-020-0028-7","volume":"15","author":"H Li","year":"2021","unstructured":"Li, H., Han, D.: A time-aware hybrid recommendation scheme combining content-based and collaborative filtering. Front. Comput. Sci. 15(4), 1\u20133 (2021). https:\/\/doi.org\/10.1007\/s11704-020-0028-7","journal-title":"Front. Comput. Sci."},{"key":"9_CR5","doi-asserted-by":"publisher","first-page":"6414","DOI":"10.3390\/s20226414","volume":"20","author":"X Song","year":"2020","unstructured":"Song, X., et al.: A hybrid recommendation system for marine science observation data based on content and literature filtering. Sensors 20, 6414 (2020)","journal-title":"Sensors"},{"key":"9_CR6","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-021-11855-3","author":"P Kumaran","year":"2022","unstructured":"Kumaran, P., Chitrakala, S.: Topic adaptive sentiment classification based community detection for social influential gauging in online social networks. Multimed Tools Appl (2022). https:\/\/doi.org\/10.1007\/s11042-021-11855-3","journal-title":"Multimed Tools Appl"},{"issue":"5","key":"9_CR7","doi-asserted-by":"publisher","first-page":"869","DOI":"10.3390\/sym13050869","volume":"13","author":"M Huang","year":"2021","unstructured":"Huang, M., Jiang, Q., Qu, Q., Rasool, A.: An overlapping community detection approach in ego-splitting networks using symmetric nonnegative matrix factorization. Symmetry 13(5), 869 (2021)","journal-title":"Symmetry"},{"key":"9_CR8","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.115444","volume":"184","author":"Y P\u00e9rez-Almaguer","year":"2021","unstructured":"P\u00e9rez-Almaguer, Y., Yera, R., Alzahrani, A.A., Mart\u00ednez, L.: Content-based group recommender systems: a general taxonomy and further improvements. Expert Syst. Appl. 184, 115444 (2021)","journal-title":"Expert Syst. Appl."},{"key":"9_CR9","doi-asserted-by":"publisher","first-page":"1523","DOI":"10.1007\/s10639-021-10643-8","volume":"27","author":"S Sharma","year":"2022","unstructured":"Sharma, S., Rana, V., Malhotra, M.: Automatic recommendation system based on hybrid filtering algorithm. Educ. Inf. Technol. 27, 1523\u20131538 (2022)","journal-title":"Educ. Inf. Technol."},{"key":"9_CR10","volume":"76","author":"C Zhang","year":"2022","unstructured":"Zhang, C., Duan, X., Liu, F., Li, X., Liu, S.: Three-way Naive Bayesian collaborative filtering recommendation model for smart city. Sustain. Urban Areas 76, 103373 (2022)","journal-title":"Sustain. Urban Areas"},{"key":"9_CR11","doi-asserted-by":"crossref","unstructured":"Chen, J., Geyer, W., Dugan, C., Muller, M., Guy, I.: \u201cMake new friends, but keep the old\u201d - recommending people on social networking sites, vol. 10 (2009)","DOI":"10.1145\/1518701.1518735"},{"key":"9_CR12","doi-asserted-by":"publisher","first-page":"2229","DOI":"10.1002\/asi.21171","volume":"60","author":"Y Ding","year":"2009","unstructured":"Ding, Y., Yan, E., Frazho, A., Caverlee, J.: PageRank for ranking authors in co-citation networks. J. Am. Soc. Inf. Sci. 60, 2229\u20132243 (2009)","journal-title":"J. Am. Soc. Inf. Sci."},{"key":"9_CR13","unstructured":"Golder, S.A., Yardi, S.: A structural approach to contact recommendations in online social networks, vol. 4 (2009)"},{"key":"9_CR14","doi-asserted-by":"publisher","first-page":"193","DOI":"10.1049\/trit.2020.0033","volume":"5","author":"L Chen","year":"2020","unstructured":"Chen, L., et al.: Friendship prediction model based on factor graphs integrating geographical location. CAAI Trans. Intell. Technol. 5, 193\u2013199 (2020)","journal-title":"CAAI Trans. Intell. Technol."},{"key":"9_CR15","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.ins.2011.10.020","volume":"187","author":"SJ Yu","year":"2012","unstructured":"Yu, S.J.: The dynamic competitive recommendation algorithm in social network services. Inf. Sci. 187, 1\u201314 (2012)","journal-title":"Inf. Sci."},{"key":"9_CR16","unstructured":"Open Twitter Dataset: http:\/\/an.kaist.ac.kr\/traces\/WWW2010.html. Accessed 29 Oct 2022"}],"container-title":["Lecture Notes in Computer Science","Web Services \u2013 ICWS 2022"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-23579-5_9","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,12,15]],"date-time":"2022-12-15T09:09:48Z","timestamp":1671095388000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-23579-5_9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"ISBN":["9783031235788","9783031235795"],"references-count":16,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-23579-5_9","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2022]]},"assertion":[{"value":"16 December 2022","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICWS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Web Services","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Honolulu, HI","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"USA","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2022","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"10 December 2022","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14 December 2022","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"icws2022","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/www.servicessociety.org\/icws","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Single-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"EADS","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"20","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"9","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"0","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"45% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"6","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}