{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,28]],"date-time":"2025-03-28T00:29:40Z","timestamp":1743121780566,"version":"3.40.3"},"publisher-location":"Cham","reference-count":71,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031606052"},{"type":"electronic","value":"9783031606069"}],"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\/978-3-031-60606-9_1","type":"book-chapter","created":{"date-parts":[[2024,6,1]],"date-time":"2024-06-01T01:02:20Z","timestamp":1717203740000},"page":"3-19","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Qualitative User-Centered Requirements Analysis for\u00a0a\u00a0Recommender System for\u00a0a\u00a0Project Portfolio Platform in\u00a0Higher Education Institutions"],"prefix":"10.1007","author":[{"given":"Giulio","family":"Behringer","sequence":"first","affiliation":[]},{"given":"Svenja","family":"R\u00f6\u00dfler","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0009-0000-6004-6789","authenticated-orcid":false,"given":"Mahsa","family":"Fischer","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,6,1]]},"reference":[{"key":"1_CR1","doi-asserted-by":"crossref","unstructured":"Aggarwal, C.C.: An Introduction to Recommender Systems, pp. 1\u201328. Springer International Publishing, Cham (2016)","DOI":"10.1007\/978-3-319-29659-3_1"},{"key":"1_CR2","doi-asserted-by":"publisher","unstructured":"Alkan, O., Daly, E.M., Botea, A.: An evaluation framework for interactive recommender systems. In: Adjunct Publication of the 27th Conference on User Modeling, Adaptation and Personalization, UMAP 2019 Adjunct, pp. 217\u2013218. Association for Computing Machinery, New York (2019). https:\/\/doi.org\/10.1145\/3314183.3323680","DOI":"10.1145\/3314183.3323680"},{"key":"1_CR3","doi-asserted-by":"crossref","unstructured":"Almonte, L., Guerra, E., Cantador, I., Lara, J.: Recommender systems in model-driven engineering. Softw. Syst. Modeling, 1\u201332 (2021)","DOI":"10.1007\/s10270-021-00905-x"},{"key":"1_CR4","doi-asserted-by":"publisher","unstructured":"Alshammari, M.: An explainable recommender system based on semantically-aware matrix factorization. Ph.D. thesis, University of Louisville, August 2019. https:\/\/doi.org\/10.18297\/etd\/3273","DOI":"10.18297\/etd\/3273"},{"key":"1_CR5","doi-asserted-by":"publisher","unstructured":"Anderson, A., Maystre, L., Anderson, I., Mehrotra, R., Lalmas, M.: Algorithmic effects on the diversity of consumption on spotify. In: Proceedings of The Web Conference 2020, WWW 2020, pp. 2155\u20132165. Association for Computing Machinery, New York (2020). https:\/\/doi.org\/10.1145\/3366423.3380281","DOI":"10.1145\/3366423.3380281"},{"key":"1_CR6","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-69369-7","volume-title":"Perception in Multimodal Dialogue Systems","year":"2008","unstructured":"Andr\u00e9, E., Dybkj\u00e6r, L., Minker, W., Neumann, H., Pieraccini, R., Weber, M. (eds.): PIT 2008. LNCS (LNAI), vol. 5078. Springer, Heidelberg (2008). https:\/\/doi.org\/10.1007\/978-3-540-69369-7"},{"key":"1_CR7","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-28509-7","volume-title":"Advances in User Modeling","year":"2012","unstructured":"Ardissono, L., Kuflik, T. (eds.): UMAP 2011. LNCS, vol. 7138. Springer, Heidelberg (2012). https:\/\/doi.org\/10.1007\/978-3-642-28509-7"},{"key":"1_CR8","doi-asserted-by":"publisher","first-page":"320","DOI":"10.1007\/s10618-017-0537-7","volume":"32","author":"R Baral","year":"2018","unstructured":"Baral, R., Li, T.: Exploiting the roles of aspects in personalized poi recommender systems. Data Min. Knowl. Disc. 32, 320\u2013343 (2018)","journal-title":"Data Min. Knowl. Disc."},{"key":"1_CR9","doi-asserted-by":"publisher","unstructured":"Barria-Pineda, J.: Exploring the need for transparency in educational recommender systems. In: Proceedings of the 28th ACM Conference on User Modeling, Adaptation and Personalization, UMAP 2020, pp. 376\u2013379. Association for Computing Machinery, New York (2020). https:\/\/doi.org\/10.1145\/3340631.3398676","DOI":"10.1145\/3340631.3398676"},{"key":"1_CR10","doi-asserted-by":"crossref","unstructured":"Beel, J., Dixon, H.: The \u2018unreasonable\u2019 effectiveness of graphical user interfaces for recommender systems. In: Adjunct Proceedings of the 29th ACM Conference on User Modeling, Adaptation and Personalization, pp. 22\u201328 (2021)","DOI":"10.1145\/3450614.3461682"},{"key":"1_CR11","doi-asserted-by":"crossref","unstructured":"Belabbes, M.A., Ruthven, I., Moshfeghi, Y., Rasmussen Pennington, D.: Information overload: a concept analysis. J. Documentation 79(1), 144\u2013159 (2023)","DOI":"10.1108\/JD-06-2021-0118"},{"key":"1_CR12","doi-asserted-by":"crossref","unstructured":"Beyer, Y., Enli, G.S., Maas\u00f8, A.J., Ytreberg, E.: Small talk makes a big difference: recent developments in interactive, sms-based television. Telev. New Media 8(3), 213\u2013234 (2007)","DOI":"10.1177\/1527476407301642"},{"key":"1_CR13","doi-asserted-by":"crossref","unstructured":"Boyd, D.M., Ellison, N.B.: Social network sites: definition, history, and scholarship. J. Comput.-Mediat. Commun. 13(1), 210\u2013230 (2007)","DOI":"10.1111\/j.1083-6101.2007.00393.x"},{"key":"1_CR14","doi-asserted-by":"publisher","unstructured":"Burke, R.: Hybrid recommender systems: survey and experiments. User Model. User-Adapted Interact. 12 (2002). https:\/\/doi.org\/10.1023\/A:1021240730564","DOI":"10.1023\/A:1021240730564"},{"key":"1_CR15","doi-asserted-by":"publisher","unstructured":"Chen, L., de\u00a0Gemmis, M., Felfernig, A., Lops, P., Ricci, F., Semeraro, G.: Human decision making and recommender systems. ACM Trans. Interact. Intell. Syst. 3(3) (2013). https:\/\/doi.org\/10.1145\/2533670.2533675","DOI":"10.1145\/2533670.2533675"},{"key":"1_CR16","doi-asserted-by":"publisher","unstructured":"Chen, M., et al.: Values of user exploration in recommender systems. In: Proceedings of the 15th ACM Conference on Recommender Systems, RecSys 2021, pp. 85\u201395, Association for Computing Machinery, New York (2021). https:\/\/doi.org\/10.1145\/3460231.3474236","DOI":"10.1145\/3460231.3474236"},{"key":"1_CR17","doi-asserted-by":"publisher","unstructured":"Chen, M., et al.: Values of user exploration in recommender systems. In: Proceedings of the 15th ACM Conference on Recommender Systems, RecSys 2021, pp. 85\u201395. Association for Computing Machinery, New York (2021). https:\/\/doi.org\/10.1145\/3460231.3474236","DOI":"10.1145\/3460231.3474236"},{"key":"1_CR18","doi-asserted-by":"crossref","unstructured":"Cosley, D., Lam, S.K., Albert, I., Konstan, J.A., Riedl, J.: Is seeing believing? how recommender system interfaces affect users\u2019 opinions. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 585\u2013592 (2003)","DOI":"10.1145\/642611.642713"},{"key":"1_CR19","doi-asserted-by":"publisher","unstructured":"Covington, P., Adams, J., Sargin, E.: Deep neural networks for youtube recommendations. In: Proceedings of the 10th ACM Conference on Recommender Systems, RecSys 2016, pp. 191\u2013198. Association for Computing Machinery, New York (2016). https:\/\/doi.org\/10.1145\/2959100.2959190","DOI":"10.1145\/2959100.2959190"},{"key":"1_CR20","doi-asserted-by":"publisher","unstructured":"Cui, L.Z., Guo, F.L., Liang, Y.j.: Research overview of educational recommender systems. In: Proceedings of the 2nd International Conference on Computer Science and Application Engineering, CSAE 2018. Association for Computing Machinery, New York (2018). https:\/\/doi.org\/10.1145\/3207677.3278071","DOI":"10.1145\/3207677.3278071"},{"key":"1_CR21","unstructured":"Cui, X., Xing, L.: Research on my country\u2019s industry-university-research cooperation model and restricting factors\u2013based on the perspective of the government, enterprises, and universities. Sci. Technol. Manag. Res. 6 (2010)"},{"key":"1_CR22","doi-asserted-by":"crossref","unstructured":"Edmunds, A., Morris, A.: The problem of information overload in business organisations: a review of the literature. Int. J. Inf. Manage. 20(1), 17\u201328 (2000)","DOI":"10.1016\/S0268-4012(99)00051-1"},{"key":"1_CR23","doi-asserted-by":"crossref","unstructured":"Eppler, M.J., Mengis, J.: The Concept of Information Overload - A Review of Literature from Organization Science, Accounting, Marketing, MIS, and Related Disciplines (2004), pp. 271\u2013305. Gabler, Wiesbaden (2008)","DOI":"10.1007\/978-3-8349-9772-2_15"},{"key":"1_CR24","doi-asserted-by":"publisher","first-page":"189069","DOI":"10.1109\/ACCESS.2020.3031572","volume":"8","author":"AJ Fern\u00e1ndez-Garc\u00eda","year":"2020","unstructured":"Fern\u00e1ndez-Garc\u00eda, A.J., Rodr\u00edguez-Echeverr\u00eda, R., Preciado, J.C., Manzano, J.M.C., S\u00e1nchez-Figueroa, F.: Creating a recommender system to support higher education students in the subject enrollment decision. IEEE Access 8, 189069\u2013189088 (2020)","journal-title":"IEEE Access"},{"key":"1_CR25","unstructured":"Fischer, M.: Idealize (2023). https:\/\/www.hs-heilbronn.de\/de\/idealize (Accessed: 10 Jan 2024)"},{"key":"1_CR26","doi-asserted-by":"publisher","unstructured":"Fischer, M., R\u00f6\u00dfler, S., Szafarski, D.: Enhancing reusability in computer science project work: a qualitative exploration in Germany and Finland. In: ICERI2023 Proceedings, 16th annual International Conference of Education, Research and Innovation, IATED, pp. 2783\u20132792. 13-15 November (2023). https:\/\/doi.org\/10.21125\/iceri.2023.0729","DOI":"10.21125\/iceri.2023.0729"},{"key":"1_CR27","doi-asserted-by":"publisher","first-page":"248","DOI":"10.1007\/978-3-030-49663-0_29","volume-title":"Intelligent Tutoring Systems","author":"E Fotopoulou","year":"2020","unstructured":"Fotopoulou, E., Zafeiropoulos, A., Feidakis, M., Metafas, D., Papavassiliou, S.: An interactive recommender system based on reinforcement learning for improving emotional competences in educational groups. In: Kumar, V., Troussas, C. (eds.) Intelligent Tutoring Systems, pp. 248\u2013258. Springer International Publishing, Cham (2020). https:\/\/doi.org\/10.1007\/978-3-030-49663-0_29"},{"key":"1_CR28","doi-asserted-by":"crossref","unstructured":"Fu, S., Li, H., Liu, Y., Pirkkalainen, H., Salo, M.: Social media overload, exhaustion, and use discontinuance: examining the effects of information overload, system feature overload, and social overload. Inform. Proc. Manag. 57(6), 102307 (2020)","DOI":"10.1016\/j.ipm.2020.102307"},{"key":"1_CR29","unstructured":"Gantz, J., Reinsel, D.: The digital universe in 2020: Big data, bigger digital shadows, and biggest growth in the far east. In: IDC iView: IDC Analyze the Future, pp. 1\u201316. IDC (2012)"},{"key":"1_CR30","unstructured":"Gediminas, A., Kwon, Y.O.: Maximizing aggregate recommendation diversity: A graph-theoretic approach. CEUR Workshop Proceedings 816, 3\u201310 (2011), workshop on Novelty and Diversity in Recommender Systems, DiveRS 2011 - At the 5th ACM International Conference on Recommender Systems, RecSys 2011 ; Conference date: 23-10-2011 Through 23-10-2011"},{"key":"1_CR31","doi-asserted-by":"publisher","unstructured":"Gratchev, I.: Replacing exams with project-based assessment: analysis of students\u2019 performance and experience. Education Sciences 13(4) (2023). https:\/\/doi.org\/10.3390\/educsci13040408, https:\/\/www.mdpi.com\/2227-7102\/13\/4\/408","DOI":"10.3390\/educsci13040408"},{"key":"1_CR32","doi-asserted-by":"publisher","unstructured":"Herlocker, J.L., Konstan, J.A., Terveen, L.G., Riedl, J.T.: Evaluating collaborative filtering recommender systems. ACM Trans. Inf. Syst. 22(1), 5\u201353 (2004). https:\/\/doi.org\/10.1145\/963770.963772","DOI":"10.1145\/963770.963772"},{"key":"1_CR33","doi-asserted-by":"publisher","unstructured":"Imbaquingo, A., C\u00e1rdenas, J.: Project-based learning as a methodology to improve reading and comprehension skills in the english language. Educ. Sci. 13(6) (2023). https:\/\/doi.org\/10.3390\/educsci13060587, https:\/\/www.mdpi.com\/2227-7102\/13\/6\/587","DOI":"10.3390\/educsci13060587"},{"key":"1_CR34","unstructured":"Janossy, J.: Proposed model for evaluating c\/lms faculty usage in higher education institutions. In: Proceedings of Society for Information Technology & Teacher Education International Conference 2008, pp. 2979\u20132986. Association for the Advancement of Computing in Education (AACE) (March 2008)"},{"key":"1_CR35","doi-asserted-by":"crossref","unstructured":"Kla\u0161nja-Mili\u0107evi\u0107, A., Ivanovi\u0107, M., Nanopoulos, A.: Recommender systems in e-learning environments: a survey of the state-of-the-art and possible extensions. Artif. Intell. Rev. 44(4), 571\u2013604 (2015)","DOI":"10.1007\/s10462-015-9440-z"},{"key":"1_CR36","doi-asserted-by":"crossref","unstructured":"Knijnenburg, B.P., Willemsen, M.C., Kobsa, A.: A pragmatic procedure to support the user-centric evaluation of recommender systems. In: Proceedings of the Fifth ACM Conference on Recommender Systems, pp. 321\u2013324 (2011)","DOI":"10.1145\/2043932.2043993"},{"key":"1_CR37","doi-asserted-by":"publisher","unstructured":"Koltay, T.: Information Overload in a Data-Intensive World, pp. 197\u2013217. Springer International Publishing, Cham (2017). https:\/\/doi.org\/10.1007\/978-3-319-59090-5_10","DOI":"10.1007\/978-3-319-59090-5_10"},{"key":"1_CR38","unstructured":"Koper, R., Olivier, B.: Representing the learning design of units of learning. Educ. Technol. Soc. 7, 97\u2013111 (2004)"},{"issue":"8","key":"1_CR39","doi-asserted-by":"publisher","first-page":"30","DOI":"10.1109\/MC.2009.263","volume":"42","author":"Y Koren","year":"2009","unstructured":"Koren, Y., Bell, R., Volinsky, C.: Matrix factorization techniques for recommender systems. Computer 42(8), 30\u201337 (2009). https:\/\/doi.org\/10.1109\/MC.2009.263","journal-title":"Computer"},{"key":"1_CR40","doi-asserted-by":"publisher","unstructured":"Kouki, P., Schaffer, J., Pujara, J., O\u2019Donovan, J., Getoor, L.: Personalized explanations for hybrid recommender systems. In: Proceedings of the 24th International Conference on Intelligent User Interfaces, IUI 2019, pp. 379\u2013390. Association for Computing Machinery, New York (2019). https:\/\/doi.org\/10.1145\/3301275.3302306","DOI":"10.1145\/3301275.3302306"},{"key":"1_CR41","doi-asserted-by":"publisher","unstructured":"Libreros, J.A., Mayas, C., Hirth, M.: Recommender systems in continuing professional education for public transport: Challenges of a human-centered design. In: Adjunct Proceedings of the 31st ACM Conference on User Modeling, Adaptation and Personalization, UMAP 2023 Adjunct, pp. 331\u2013336. Association for Computing Machinery, New York (2023). https:\/\/doi.org\/10.1145\/3563359.3596995","DOI":"10.1145\/3563359.3596995"},{"key":"1_CR42","doi-asserted-by":"publisher","unstructured":"Liu, H.H., Wang, Q., Su, Y.S., Zhou, L.: Effects of project-based learning on teachers\u2019 information teaching sustainability and ability. Sustainability 11(20) (2019). https:\/\/doi.org\/10.3390\/su11205795, https:\/\/www.mdpi.com\/2071-1050\/11\/20\/5795","DOI":"10.3390\/su11205795"},{"key":"1_CR43","doi-asserted-by":"publisher","unstructured":"Machado, M., Tao, E.: Blackboard vs. moodle: comparing user experience of learning management systems. In: 2007 37th Annual Frontiers In Education Conference - Global Engineering: Knowledge Without Borders, Opportunities Without Passports, pp. S4J\u20137\u2013S4J\u201312 (2007). https:\/\/doi.org\/10.1109\/FIE.2007.4417910","DOI":"10.1109\/FIE.2007.4417910"},{"key":"1_CR44","doi-asserted-by":"crossref","unstructured":"Mahmood, A., Asghar, F., Naoreen, B.: Success factors on research projects at university\" an exploratory study. Procedia. Soc. Behav. Sci. 116, 2779\u20132783 (2014)","DOI":"10.1016\/j.sbspro.2014.01.655"},{"key":"1_CR45","doi-asserted-by":"publisher","unstructured":"Margetis, G., Ntoa, S., Antona, M., Stephanidis, C.: Human-centered Design Of Artificial Intelligence, chap.\u00a042, pp. 1085\u20131106. John Wiley & Sons, Ltd. (2021). https:\/\/doi.org\/10.1002\/9781119636113.ch42, https:\/\/onlinelibrary.wiley.com\/doi\/abs\/10.1002\/9781119636113.ch42","DOI":"10.1002\/9781119636113.ch42"},{"issue":"1","key":"1_CR46","doi-asserted-by":"publisher","first-page":"2024936","DOI":"10.1080\/2331186X.2021.2024936","volume":"9","author":"C Martinez","year":"2022","unstructured":"Martinez, C.: Developing 21st century teaching skills: A case study of teaching and learning through project-based curriculum. Cogent Education 9(1), 2024936 (2022). https:\/\/doi.org\/10.1080\/2331186X.2021.2024936","journal-title":"Cogent Education"},{"key":"1_CR47","doi-asserted-by":"crossref","unstructured":"Nowotny, H., Scott, P., Gibbons, M.: Re-thinking science: Mode 2 in societal context*. In: Carayannis, E.G., Campbell, D.F.J. (eds.) Knowledge creation, diffusion, and use in innovation networks and knowledge clusters: a comparative systems approach across the United States, Europe, and Asia, pp. 39\u201351. Praeger Publishers, Westport, CT (2006)","DOI":"10.5040\/9798400675959.ch-003"},{"key":"1_CR48","doi-asserted-by":"publisher","unstructured":"Ortega-Gras, J.J., G\u00f3mez-G\u00f3mez, M.V., Bueno-Delgado, M.V., Garrido-Lova, J., Can\u0304avate-Cruzado, G.: Designing a technological pathway to empower vocational education and training in the circular wood and furniture sector through extended reality. Electronics 12(10) (2023).https:\/\/doi.org\/10.3390\/electronics12102328, https:\/\/www.mdpi.com\/2079-9292\/12\/10\/2328","DOI":"10.3390\/electronics12102328"},{"issue":"4","key":"1_CR49","doi-asserted-by":"publisher","first-page":"543","DOI":"10.1016\/j.jbusvent.2013.08.001","volume":"29","author":"A Parhankangas","year":"2014","unstructured":"Parhankangas, A., Ehrlich, M.: How entrepreneurs seduce business angels: an impression management approach. J. Bus. Ventur. 29(4), 543\u2013564 (2014)","journal-title":"J. Bus. Ventur."},{"issue":"5","key":"1_CR50","first-page":"105","volume":"4","author":"S Qing","year":"2020","unstructured":"Qing, S., Sizhao, C., Weimin, W., Xiaomei, L., Tiankuan, H.: Personalized recommendation model based on collaborative filtering algorithm of learning situation. Data Analy. Knowl. Dis. 4(5), 105\u2013117 (2020)","journal-title":"Data Analy. Knowl. Dis."},{"key":"1_CR51","doi-asserted-by":"publisher","unstructured":"Raibulet, C., Lago, P.: Industrial project-based course on service oriented design -experience sharing. In: 2022 IEEE\/ACM First International Workshop on Designing and Running Project-Based Courses in Software Engineering Education (DREE), pp. 20\u201324 (2022). https:\/\/doi.org\/10.1145\/3524487.3527360","DOI":"10.1145\/3524487.3527360"},{"issue":"3","key":"1_CR52","doi-asserted-by":"publisher","first-page":"56","DOI":"10.1145\/245108.245121","volume":"40","author":"P Resnick","year":"1997","unstructured":"Resnick, P., Varian, H.R.: Recommender systems. Commun. ACM 40(3), 56\u201358 (1997). https:\/\/doi.org\/10.1145\/245108.245121","journal-title":"Commun. ACM"},{"key":"1_CR53","series-title":"Advances in Intelligent Systems and Computing","doi-asserted-by":"publisher","first-page":"937","DOI":"10.1007\/978-3-319-73450-7_89","volume-title":"Proceedings of the International Conference on Information Technology & Systems (ICITS 2018)","author":"AC Rivera","year":"2018","unstructured":"Rivera, A.C., Tapia-Leon, M., Lujan-Mora, S.: Recommendation systems in education: a systematic mapping study. In: Rocha, \u00c1., Guarda, T. (eds.) ICITS 2018. AISC, vol. 721, pp. 937\u2013947. Springer, Cham (2018). https:\/\/doi.org\/10.1007\/978-3-319-73450-7_89"},{"key":"1_CR54","doi-asserted-by":"publisher","unstructured":"Rodriguez\u00a0Medina, A.E., Ramirez\u00a0Martinell, A.: Recommender system in higher education: a preliminary study of state of the art. In: 2019 XIV Latin American Conference on Learning Technologies (LACLO), pp. 231\u2013236 (2019). https:\/\/doi.org\/10.1109\/LACLO49268.2019.00047","DOI":"10.1109\/LACLO49268.2019.00047"},{"key":"1_CR55","unstructured":"Rosaci, D., Sarn\u00e9, G.M.L.: An agent-based architecture to recommend educational video. In: WOA (2014)"},{"key":"1_CR56","doi-asserted-by":"crossref","unstructured":"Santos, O.C., Boticario, J.G.: Practical guidelines for designing and evaluating educationally oriented recommendations. Comput. Educ. 81, 354\u2013374 (2015)","DOI":"10.1016\/j.compedu.2014.10.008"},{"key":"1_CR57","doi-asserted-by":"publisher","unstructured":"Sarwar, B., Karypis, G., Konstan, J., Riedl, J.: Item-based collaborative filtering recommendation algorithms. In: Proceedings of the 10th International Conference on World Wide Web, WWW 2001, pp. 285\u2013295. Association for Computing Machinery (2001). https:\/\/doi.org\/10.1145\/371920.372071, https:\/\/doi.org\/10.1145\/371920.372071","DOI":"10.1145\/371920.372071"},{"key":"1_CR58","first-page":"522","volume":"11","author":"JH Schmidt","year":"2018","unstructured":"Schmidt, J.H., S\u00f8rensen, J.K., Dreyer, S., Hasebrink, U.: Wie k\u00f6nnen empfehlungssysteme zur vielfalt von medieninhalten beitragen. Perspektiven f\u00fcr \u00f6ffentlich-rechtliche Rundfunkanstalten. Media Perspektiven 11, 522\u2013531 (2018)","journal-title":"Perspektiven f\u00fcr \u00f6ffentlich-rechtliche Rundfunkanstalten. Media Perspektiven"},{"key":"1_CR59","doi-asserted-by":"crossref","unstructured":"Shi, H., Chen, L., Xu, Z., Lyu, D.: Personalized location recommendation using mobile phone usage information. Appl. Intell. 49(10), 3694\u20133707 (2019)","DOI":"10.1007\/s10489-019-01477-6"},{"issue":"4","key":"1_CR60","first-page":"31","volume":"110","author":"PB Thorat","year":"2015","unstructured":"Thorat, P.B., Goudar, R.M., Barve, S.: Survey on collaborative filtering, content-based filtering and hybrid recommendation system. Inter. J. Comput. Appli. 110(4), 31\u201336 (2015)","journal-title":"Inter. J. Comput. Appli."},{"key":"1_CR61","doi-asserted-by":"publisher","first-page":"33","DOI":"10.4018\/IJMBL.2020010103","volume":"12","author":"Y Tong","year":"2020","unstructured":"Tong, Y., Wei, X.: Teaching design and practice of a project-based blended learning model. Int. J. Mob. Blended Learn. (IJMBL) 12, 33\u201350 (2020)","journal-title":"Int. J. Mob. Blended Learn. (IJMBL)"},{"key":"1_CR62","doi-asserted-by":"publisher","unstructured":"Urdaneta-Ponte, M.C., Mendez-Zorrilla, A., Oleagordia-Ruiz, I.: Recommendation systems for education: systematic review. Electronics 10(14) (2021). https:\/\/doi.org\/10.3390\/electronics10141611, https:\/\/www.mdpi.com\/2079-9292\/10\/14\/1611","DOI":"10.3390\/electronics10141611"},{"key":"1_CR63","doi-asserted-by":"publisher","unstructured":"Wang, X., Lee, C.F., Li, Y., Zhu, X.: Digital transformation of education: Design of a \u201dproject-based teaching\u201d service platform to promote the integration of production and education. Sustainability 15(16) (2023). https:\/\/doi.org\/10.3390\/su151612658, https:\/\/www.mdpi.com\/2071-1050\/15\/16\/12658","DOI":"10.3390\/su151612658"},{"key":"1_CR64","unstructured":"Westrup, D.: Empfehlungssysteme f\u00fcr wissensgemeinschaften: ein social recommender f\u00fcr eine community of practice. In: Rohland, H., Kienle, A., Friedrich, S. (eds.) DeLFI 2011 - Die 9. e-Learning Fachtagung Informatik, pp. 43\u201354. Gesellschaft f\u00fcr Informatik e.V., Bonn (2011)"},{"key":"1_CR65","unstructured":"Westrup, D.: Empfehlungssysteme f\u00fcr wissensgemeinschaften: ein social recommender f\u00fcr eine community of practice. DeLFI 2011-Die 9. e-Learning Fachtagung Informatik (2011)"},{"key":"1_CR66","doi-asserted-by":"publisher","unstructured":"Zameer, G., Fatima, A.J.A., Fathima, A.: Integrating external factors and technology acceptance model to understand scholar intention and use of recommendation system for course selection (Aug 2022). https:\/\/doi.org\/10.21203\/rs.3.rs-2126671\/v1","DOI":"10.21203\/rs.3.rs-2126671\/v1"},{"key":"1_CR67","doi-asserted-by":"publisher","unstructured":"Zelenkauskaite, A., Sim\u014des, B.: Big data through cross-platform interest-based interactivity. In: 2014 International Conference on Big Data and Smart Computing (BIGCOMP), pp. 191\u2013196 (2014). https:\/\/doi.org\/10.1109\/BIGCOMP.2014.6741435","DOI":"10.1109\/BIGCOMP.2014.6741435"},{"key":"1_CR68","doi-asserted-by":"publisher","unstructured":"Zhang, S., Yao, L., Sun, A., Tay, Y.: Deep learning based recommender system: a survey and new perspectives. ACM Comput. Surv. 52(1) (2019). https:\/\/doi.org\/10.1145\/3285029","DOI":"10.1145\/3285029"},{"key":"1_CR69","doi-asserted-by":"crossref","unstructured":"Zhang, X., Luo, H., Chen, B., Guo, G.: Multi-view visual bayesian personalized ranking for restaurant recommendation. Appl. Intell. 50(9), 2901\u20132915 (2020)","DOI":"10.1007\/s10489-020-01703-6"},{"key":"1_CR70","doi-asserted-by":"crossref","unstructured":"Zhou, M., Lu, B., Fan, W., Wang, G.A.: Project description and crowdfunding success: an exploratory study. Inf. Syst. Front. 20(2), 259\u2013274 (2018)","DOI":"10.1007\/s10796-016-9723-1"},{"key":"1_CR71","doi-asserted-by":"crossref","unstructured":"Ziegler, J., Loepp, B.: Empfehlungssysteme. In: Handbuch Digitale Wirtschaft, pp. 717\u2013741. Springer Gabler, Wiesbaden (2020)","DOI":"10.1007\/978-3-658-17291-6_52"}],"container-title":["Lecture Notes in Computer Science","Artificial Intelligence in HCI"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-60606-9_1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,6,1]],"date-time":"2024-06-01T02:01:20Z","timestamp":1717207280000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-60606-9_1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"ISBN":["9783031606052","9783031606069"],"references-count":71,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-60606-9_1","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2024]]},"assertion":[{"value":"1 June 2024","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"HCII","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Human-Computer Interaction","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Washington DC","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":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"29 June 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"4 July 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"hcii2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/2024.hci.international\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}