{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,29]],"date-time":"2025-11-29T08:02:18Z","timestamp":1764403338043,"version":"3.40.3"},"publisher-location":"Cham","reference-count":33,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031535024"},{"type":"electronic","value":"9783031535031"}],"license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"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":[[2024]]},"DOI":"10.1007\/978-3-031-53503-1_17","type":"book-chapter","created":{"date-parts":[[2024,2,28]],"date-time":"2024-02-28T19:02:44Z","timestamp":1709146964000},"page":"205-216","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Exploring the\u00a0Power of\u00a0Weak Ties on\u00a0Serendipity in\u00a0Recommender Systems"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9497-0515","authenticated-orcid":false,"given":"Wissam","family":"Al Jurdi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3482-9154","authenticated-orcid":false,"given":"Jacques","family":"Bou Abdo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9798-8390","authenticated-orcid":false,"given":"Jacques","family":"Demerjian","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0485-097X","authenticated-orcid":false,"given":"Abdallah","family":"Makhoul","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,2,29]]},"reference":[{"issue":"4","key":"17_CR1","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3370082","volume":"10","author":"D Jannach","year":"2019","unstructured":"Jannach, D., Jugovac, M.: Measuring the business value of recommender systems. ACM Trans. Manage. Inf. Syst. (TMIS) 10(4), 1\u201323 (2019)","journal-title":"ACM Trans. Manage. Inf. Syst. (TMIS)"},{"issue":"1","key":"17_CR2","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3158369","volume":"52","author":"S Zhang","year":"2019","unstructured":"Zhang, S., Yao, L., Sun, A., Tay, Y.: Deep learning based recommender system: a survey and new perspectives. ACM Comput, Surv. (CSUR) 52(1), 1\u201338 (2019)","journal-title":"ACM Comput, Surv. (CSUR)"},{"issue":"10","key":"17_CR3","doi-asserted-by":"publisher","first-page":"4511","DOI":"10.1073\/pnas.1000488107","volume":"107","author":"T Zhou","year":"2010","unstructured":"Zhou, T., Kuscsik, Z., Liu, J.-G., Medo, M., Wakeling, J.R., Zhang, Y.-C.: Solving the apparent diversity-accuracy dilemma of recommender systems. Proc. Natl. Acad. Sci. 107(10), 4511\u20134515 (2010)","journal-title":"Proc. Natl. Acad. Sci."},{"key":"17_CR4","doi-asserted-by":"crossref","unstructured":"Argyriou, A., Gonz\u00e1lez-Fierro, M., Zhang, L.: Microsoft recommenders: best practices for production-ready recommendation systems. In: 2020 Companion Proceedings of the Web Conference, pp. 50\u201351 (2020)","DOI":"10.1145\/3366424.3382692"},{"key":"17_CR5","doi-asserted-by":"publisher","unstructured":"Ricci, F., Rokach, L., Shapira, B.: Recommender systems: techniques, applications, and challenges. In: Ricci, F., Rokach, L., Shapira, B. (eds.) Recommender Systems Handbook. Springer, New York (2022). https:\/\/doi.org\/10.1007\/978-1-0716-2197-4_1","DOI":"10.1007\/978-1-0716-2197-4_1"},{"key":"17_CR6","unstructured":"Nabizadeh, A., Jorge, A., Leal, J.P.: Long term goal oriented recommender systems. In: 11th International Conference on Web Information Systems and Technologies (2015)"},{"issue":"1","key":"17_CR7","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1145\/963770.963772","volume":"22","author":"JL Herlocker","year":"2004","unstructured":"Herlocker, J.L., Konstan, J.A., Terveen, L.G., Riedl, J.T.: Evaluating collaborative filtering recommender systems. ACM Trans. Inf. Syst. (TOIS) 22(1), 5\u201353 (2004)","journal-title":"ACM Trans. Inf. Syst. (TOIS)"},{"key":"17_CR8","doi-asserted-by":"crossref","unstructured":"McNee, S.M., Riedl, J., Konstan, J.A.: Being accurate is not enough: how accuracy metrics have hurt recommender systems. In: CHI\u201906 Extended Abstracts on Human Factors in Computing Systems, pp. 1097\u20131101 (2006)","DOI":"10.1145\/1125451.1125659"},{"issue":"7","key":"17_CR9","doi-asserted-by":"publisher","first-page":"5155","DOI":"10.1007\/s00521-020-05438-w","volume":"35","author":"T Ma","year":"2023","unstructured":"Ma, T., Wang, X., Zhou, F., Wang, S.: Research on diversity and accuracy of the recommendation system based on multi-objective optimization. Neural Comput. Appl. 35(7), 5155\u20135163 (2023)","journal-title":"Neural Comput. Appl."},{"issue":"1","key":"17_CR10","doi-asserted-by":"publisher","first-page":"499","DOI":"10.1007\/s11227-022-04664-4","volume":"79","author":"VR Yannam","year":"2023","unstructured":"Yannam, V.R., Kumar, J., Babu, K.S., Patra, B.K.: Enhancing the accuracy of group recommendation using slope one. J. Supercomput. 79(1), 499\u2013540 (2023)","journal-title":"J. Supercomput."},{"issue":"5","key":"17_CR11","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3447780","volume":"15","author":"W Al Jurdi","year":"2021","unstructured":"Al Jurdi, W., Abdo, J.B., Demerjian, J., Makhoul, A.: Critique on natural noise in recommender systems. ACM Trans. Knowl. Disc. Data (TKDD) 15(5), 1\u201330 (2021)","journal-title":"ACM Trans. Knowl. Disc. Data (TKDD)"},{"key":"17_CR12","doi-asserted-by":"crossref","unstructured":"Al\u00a0Jurdi, W., Abdo, J.B., Demerjian, J., Makhoul, A.: Strategic attacks on recommender systems: an obfuscation scenario. In: 2022 IEEE\/ACS 19th International Conference on Computer Systems and Applications (AICCSA), pp. 1\u20138. IEEE (2022)","DOI":"10.1109\/AICCSA56895.2022.10017953"},{"key":"17_CR13","unstructured":"Al Jurdi, W., Abdo, J.B., Demerjian, J., Makhoul, A.: Group validation in recommender systems: framework for multi-layer performance evaluation. arXiv preprint arXiv:2207.09320 (2022)"},{"issue":"1","key":"17_CR14","first-page":"32","volume":"57","author":"D Pramod","year":"2023","unstructured":"Pramod, D.: Privacy-preserving techniques in recommender systems: state-of-the-art review and future research agenda. Data Technol. Appl. 57(1), 32\u201355 (2023)","journal-title":"Data Technol. Appl."},{"key":"17_CR15","unstructured":"Chatti, M.A., Guesmi, M., Muslim, A.: Visualization for recommendation explainability: a survey and new perspectives. arXiv preprint arXiv:2305.11755 (2023)"},{"issue":"6","key":"17_CR16","doi-asserted-by":"publisher","first-page":"1360","DOI":"10.1086\/225469","volume":"78","author":"MS Granovetter","year":"1973","unstructured":"Granovetter, M.S.: The strength of weak ties. Am. J. Sociol. 78(6), 1360\u20131380 (1973)","journal-title":"Am. J. Sociol."},{"key":"17_CR17","unstructured":"Duricic, T., Lacic, E., Kowald, D., Lex, E.: Exploiting weak ties in trust-based recommender systems using regular equivalence. arXiv preprint arXiv:1907.11620 (2019)"},{"key":"17_CR18","doi-asserted-by":"crossref","unstructured":"Ramakrishnan, N., Keller, B.J., Mirza, B.J., Grama, A.Y., Karypis, G.: When being weak is brave: privacy in recommender systems. arXiv preprint cs\/0105028 (2001)","DOI":"10.1109\/4236.968832"},{"issue":"3","key":"17_CR19","doi-asserted-by":"publisher","first-page":"633","DOI":"10.1007\/s10844-019-00578-5","volume":"54","author":"J Shokeen","year":"2020","unstructured":"Shokeen, J., Rana, C.: Social recommender systems: techniques, domains, metrics, datasets and future scope. J. Intell. Inf. Syst. 54(3), 633\u2013667 (2020)","journal-title":"J. Intell. Inf. Syst."},{"key":"17_CR20","unstructured":"Al\u00a0Jurdi, W., El\u00a0Khoury Badran, M., Jaoude, C.A., Abdo, J.B., Demerjian, J., Makhoul, A.: Serendipity-aware noise detection system for recommender systems. In: Proceedings of the Information and Knowledge Engineering (2018)"},{"key":"17_CR21","doi-asserted-by":"crossref","unstructured":"Kotkov, D., Medlar, A., Glowacka, D.: Rethinking serendipity in recommender systems. In: Proceedings of the 2023 Conference on Human Information Interaction and Retrieval, pp. 383\u2013387 (2023)","DOI":"10.1145\/3576840.3578310"},{"key":"17_CR22","doi-asserted-by":"crossref","unstructured":"Wang, Y., Min, Y., Chen, X., Ji, W.: Multi-view graph contrastive representation learning for drug-drug interaction prediction. In: Proceedings of the Web Conference 2021, pp. 2921\u20132933 (2021)","DOI":"10.1145\/3442381.3449786"},{"key":"17_CR23","doi-asserted-by":"publisher","first-page":"375","DOI":"10.1007\/s11390-020-0135-9","volume":"36","author":"RJ Ziarani","year":"2021","unstructured":"Ziarani, R.J., Ravanmehr, R.: Serendipity in recommender systems: a systematic literature review. J. Comput. Sci. Technol. 36, 375\u2013396 (2021)","journal-title":"J. Comput. Sci. Technol."},{"key":"17_CR24","unstructured":"Yan, E.: Serendipity: accuracy\u2019s unpopular best friend in recommender systems. Towards Data Science, April 2020"},{"key":"17_CR25","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"440","DOI":"10.1007\/978-3-642-45068-6_38","volume-title":"Information Retrieval Technology","author":"U Bhandari","year":"2013","unstructured":"Bhandari, U., Sugiyama, K., Datta, A., Jindal, R.: Serendipitous recommendation for mobile apps using item-item similarity graph. In: Banchs, R.E., Silvestri, F., Liu, T.-Y., Zhang, M., Gao, S., Lang, J. (eds.) AIRS 2013. LNCS, vol. 8281, pp. 440\u2013451. Springer, Heidelberg (2013). https:\/\/doi.org\/10.1007\/978-3-642-45068-6_38"},{"key":"17_CR26","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"111","DOI":"10.1007\/978-3-319-24489-1_9","volume-title":"KI 2015: Advances in Artificial Intelligence","author":"M Jenders","year":"2015","unstructured":"Jenders, M., Lindhauer, T., Kasneci, G., Krestel, R., Naumann, F.: A serendipity model for news recommendation. In: H\u00f6lldobler, S., Kr\u00f6tzsch, M., Pe\u00f1aloza, R., Rudolph, S. (eds.) KI 2015. LNCS (LNAI), vol. 9324, pp. 111\u2013123. Springer, Cham (2015). https:\/\/doi.org\/10.1007\/978-3-319-24489-1_9"},{"key":"17_CR27","doi-asserted-by":"publisher","first-page":"857","DOI":"10.2307\/2528823","volume":"27","author":"JC Gower","year":"1971","unstructured":"Gower, J.C.: A general coefficient of similarity and some of its properties. Biometrics 27, 857\u2013871 (1971)","journal-title":"Biometrics"},{"key":"17_CR28","unstructured":"Panagiotis, A.: On unexpectedness in recommender systems: or how to expect the unexpected. In: Proceedings of the Workshop on Novelty and Diversity in Recommender Systems (DiveRS 2011), at the 5th ACM International Conference on Recommender Systems (RecSys 2011), pp. 11\u201318 (2011)"},{"key":"17_CR29","unstructured":"M\u00fcllner, D.: Modern hierarchical, agglomerative clustering algorithms. arXiv preprint arXiv:1109.2378 (2011)"},{"issue":"4","key":"17_CR30","first-page":"1","volume":"5","author":"FM Harper","year":"2015","unstructured":"Harper, F.M., Konstan, J.A.: The MovieLens datasets: history and context. ACM Trans. Interact. Intell. Syst. (TIIS) 5(4), 1\u201319 (2015)","journal-title":"ACM Trans. Interact. Intell. Syst. (TIIS)"},{"key":"17_CR31","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"351","DOI":"10.1007\/978-3-540-39718-2_23","volume-title":"The Semantic Web - ISWC 2003","author":"M Richardson","year":"2003","unstructured":"Richardson, M., Agrawal, R., Domingos, P.: Trust management for the semantic web. In: Fensel, D., Sycara, K., Mylopoulos, J. (eds.) ISWC 2003. LNCS, vol. 2870, pp. 351\u2013368. Springer, Heidelberg (2003). https:\/\/doi.org\/10.1007\/978-3-540-39718-2_23"},{"key":"17_CR32","doi-asserted-by":"crossref","unstructured":"Wang, X., He, X., Wang, M., Feng, F., Chua, T.-S.: Neural graph collaborative filtering. In: Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 165\u2013174 (2019)","DOI":"10.1145\/3331184.3331267"},{"key":"17_CR33","unstructured":"Al Jurdi, W., Abdo, J.B.: GitHub Repository: Optimizing Recommendations: A Contemporary Networks-inspired Approach, June 2023"}],"container-title":["Studies in Computational Intelligence","Complex Networks &amp; Their Applications XII"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-53503-1_17","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,2,28]],"date-time":"2024-02-28T19:07:31Z","timestamp":1709147251000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-53503-1_17"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"ISBN":["9783031535024","9783031535031"],"references-count":33,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-53503-1_17","relation":{},"ISSN":["1860-949X","1860-9503"],"issn-type":[{"type":"print","value":"1860-949X"},{"type":"electronic","value":"1860-9503"}],"subject":[],"published":{"date-parts":[[2024]]},"assertion":[{"value":"29 February 2024","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"COMPLEX NETWORKS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Complex Networks and Their Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Menton","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"France","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2023","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"28 November 2023","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"30 November 2023","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"12","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"iwcna2023","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.complexnetworks.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}