{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,22]],"date-time":"2025-03-22T10:56:37Z","timestamp":1742640997726},"reference-count":54,"publisher":"Springer Science and Business Media LLC","issue":"6","license":[{"start":{"date-parts":[[2019,6,22]],"date-time":"2019-06-22T00:00:00Z","timestamp":1561161600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2019,6,22]],"date-time":"2019-06-22T00:00:00Z","timestamp":1561161600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Ambient Intell Human Comput"],"published-print":{"date-parts":[[2020,6]]},"DOI":"10.1007\/s12652-019-01354-7","type":"journal-article","created":{"date-parts":[[2019,6,22]],"date-time":"2019-06-22T10:02:26Z","timestamp":1561197746000},"page":"2263-2275","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["Facilitating research through serendipity of recommendations"],"prefix":"10.1007","volume":"11","author":[{"given":"Ahmad Hassan","family":"Afridi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ansar","family":"Yasar","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Elhadi M.","family":"Shakshuki","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,6,22]]},"reference":[{"key":"1354_CR1","doi-asserted-by":"publisher","first-page":"222","DOI":"10.1016\/j.procs.2018.04.033","volume":"130","author":"AH Afridi","year":"2018","unstructured":"Afridi AH (2018a) Stakeholders analysis for serendipitous recommenders system in learning environments. Proced Comput Sci 130:222\u2013230. \nhttps:\/\/doi.org\/10.1016\/j.procs.2018.04.033","journal-title":"Proced Comput Sci"},{"key":"1354_CR2","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2018.04.032","author":"AH Afridi","year":"2018","unstructured":"Afridi AH (2018b) User control and serendipitous recommendations in learning environments. Proced Comput Sci. \nhttps:\/\/doi.org\/10.1016\/j.procs.2018.04.032","journal-title":"Proced Comput Sci"},{"key":"1354_CR3","doi-asserted-by":"publisher","first-page":"496","DOI":"10.1016\/j.procs.2018.10.136","volume":"141","author":"AH Afridi","year":"2018","unstructured":"Afridi AH (2018c) Visualizing serendipitous recommendations in user controlled recommender system for learning. Proced Comput Sci 141:496\u2013502. \nhttps:\/\/doi.org\/10.1016\/j.procs.2018.10.136","journal-title":"Proced Comput Sci"},{"key":"1354_CR4","doi-asserted-by":"publisher","first-page":"333","DOI":"10.4018\/978-1-5225-8476-6.ch017","volume-title":"Handbook of Research on Faculty Development for Digital Teaching and Learning","author":"Ahmad Hassan Afridi","year":"2019","unstructured":"Afridi AH (2019a) Serendipitous recommenders for teachers in higher education. In: Handbook of research on faculty development for digital teaching and learning. IGI Global, Hershey"},{"key":"1354_CR5","unstructured":"Afridi AH (2019b) Transparency for beyond-accuracy experiences a novel user interface for recommender systems. In: 10th International conference on ambient systems, networks and technologies (ANT-2019), Elsevier B.V"},{"key":"1354_CR6","doi-asserted-by":"publisher","unstructured":"Alexander E, Kohlmann J, Valenza R, Witmore M, Gleicher M (2015) Serendip: topic model-driven visual exploration of text corpora. In: 2014 IEEE conference on visual analytics science and technology, VAST 2014\u2014proceedings, pp 173\u2013182. \nhttps:\/\/doi.org\/10.1109\/VAST.2014.7042493","DOI":"10.1109\/VAST.2014.7042493"},{"key":"1354_CR7","unstructured":"Bach B, Sicat R, Pfister H, Quigley A (2017) Drawing into the AR-Canvas: designing embedded visualizations for augmented reality. In: Workshop on immersive analytics, IEEE vis. \nhttp:\/\/www.aviz.fr\/~bbach\/arcanvas\/Bach2017arcanvas.pdf\n\n. Accessed May 2019"},{"key":"1354_CR8","doi-asserted-by":"publisher","unstructured":"Beel J, Gipp B, Langer S, Genzmehr M, Wilde E, N\u00fcrnberger A, Pitman J (2011) Introducing Mr. DLib. In: Proceeding of the 11th annual international ACM\/IEEE joint conference on digital libraries\u2014JCDL\u201911, January, p 463. \nhttps:\/\/doi.org\/10.1145\/1998076.1998187","DOI":"10.1145\/1998076.1998187"},{"key":"1354_CR9","doi-asserted-by":"publisher","unstructured":"Beel J, Langer S, Genzmehr M, Gipp B, Breitinger C, N\u00fcrnberger A (2013) Research paper recommender system evaluation: a quantitative literature survey. In: Proceedings of the international workshop on reproducibility and replication in recommender systems evaluation, New York, NY, USA: ACM, pp 15\u201322. \nhttps:\/\/doi.org\/10.1145\/2532508.2532512","DOI":"10.1145\/2532508.2532512"},{"key":"1354_CR10","doi-asserted-by":"publisher","DOI":"10.1007\/s00799-015-0156-0","author":"J Beel","year":"2015","unstructured":"Beel J, Gipp B, Langer S, Breitinger C (2015) Research-paper recommender systems: a literature survey. Int J Digit Libr. \nhttps:\/\/doi.org\/10.1007\/s00799-015-0156-0","journal-title":"Int J Digit Libr"},{"key":"1354_CR11","doi-asserted-by":"publisher","first-page":"89","DOI":"10.1007\/978-3-319-20618-9_9","volume-title":"Human interface and the management of information. Information and knowledge in context","author":"S Bruns","year":"2015","unstructured":"Bruns S, Valdez AC, Greven C, Ziefle M, Schroeder U (2015) What should i read next? A personalized visual publication recommender system. In: Yamamoto S (ed) Human interface and the management of information. Information and knowledge in context. Springer International Publishing, Cham, pp 89\u2013100"},{"key":"1354_CR12","doi-asserted-by":"publisher","first-page":"449","DOI":"10.1007\/978-3-319-20609-7_42","volume-title":"Learning and collaboration technologies","author":"A Calero Valdez","year":"2015","unstructured":"Calero Valdez A, Bruns S, Greven C, Schroeder U, Ziefle M (2015) What do my colleagues know? Dealing with cognitive complexity in organizations through visualizations. In: Zaphiris P, Ioannou A (eds) Learning and collaboration technologies. Springer International Publishing, Cham, pp 449\u2013459"},{"key":"1354_CR13","doi-asserted-by":"publisher","unstructured":"Chiu YS, Lin KH, Chen JS (2011) A social network-based serendipity recommender system. In: 2011 International symposium on intelligent signal processing and communications systems: \u201cthe decade of intelligent and green signal processing and communications\u201d, ISPACS 2011. \nhttps:\/\/doi.org\/10.1109\/ISPACS.2011.6146073","DOI":"10.1109\/ISPACS.2011.6146073"},{"key":"1354_CR14","doi-asserted-by":"publisher","DOI":"10.1142\/S0219649215500070","author":"P Cleverley","year":"2015","unstructured":"Cleverley P, Burnett S (2015) Creating sparks: comparing search results using discriminatory search term word co-occurrence to facilitate serendipity in the enterprise. J Inf Knowl Manag. \nhttps:\/\/doi.org\/10.1142\/S0219649215500070","journal-title":"J Inf Knowl Manag"},{"issue":"5","key":"1354_CR15","doi-asserted-by":"publisher","first-page":"695","DOI":"10.1016\/j.ipm.2015.06.008","volume":"51","author":"M de Gemmis","year":"2015","unstructured":"de Gemmis M, Lops P, Semeraro G, Musto C (2015) An investigation on the serendipity problem in recommender systems. Inf Process Manag 51(5):695\u2013717. \nhttps:\/\/doi.org\/10.1016\/j.ipm.2015.06.008","journal-title":"Inf Process Manag"},{"key":"1354_CR16","unstructured":"Drachsler H (2011) Recommender systems and learning analytics in TEL"},{"issue":"2","key":"1354_CR17","doi-asserted-by":"publisher","first-page":"2849","DOI":"10.1016\/j.procs.2010.08.010","volume":"1","author":"H Drachsler","year":"2010","unstructured":"Drachsler H, Bogers T, Vuorikari R, Verbert K, Duval E, Manouselis N, Wolpers M (2010) Issues and considerations regarding sharable data sets for recommender systems in technology enhanced learning. Proced Comput Sci 1(2):2849\u20132858. \nhttps:\/\/doi.org\/10.1016\/j.procs.2010.08.010","journal-title":"Proced Comput Sci"},{"key":"1354_CR18","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4899-7637-6_12","volume-title":"Panorama of recommender systems to support learning","author":"H Drachsler","year":"2015","unstructured":"Drachsler H, Verbert K, Santos O, Manouselis N (2015) Panorama of recommender systems to support learning. Springer, Boston"},{"key":"1354_CR19","doi-asserted-by":"publisher","unstructured":"Dumas B, Moerman B, Trullemans S, Signer B (2014) ArtVis: combining advanced visualisation and tangible interaction for the exploration, analysis and browsing of digital artwork collections. In: Proceedings of the workshop on advanced visual interfaces AVI. \nhttps:\/\/doi.org\/10.1145\/2598153.2598159","DOI":"10.1145\/2598153.2598159"},{"key":"1354_CR20","doi-asserted-by":"publisher","unstructured":"Ekstrand MD, Kluver D, Harper FM, Konstan JA (2015) Letting users choose recommender algorithms: an experimental study. In: Proceedings of the 9th ACM conference on recommender systems, New York, NY, USA: ACM, pp 11\u201318. \nhttps:\/\/doi.org\/10.1145\/2792838.2800195","DOI":"10.1145\/2792838.2800195"},{"key":"1354_CR21","doi-asserted-by":"publisher","DOI":"10.1109\/TLT.2015.2438867","author":"M Erdt","year":"2015","unstructured":"Erdt M, Fernandez A, Rensing C (2015) Evaluating recommender systems for technology enhanced learning: a quantitative survey. IEEE Trans Learn Technol. \nhttps:\/\/doi.org\/10.1109\/TLT.2015.2438867","journal-title":"IEEE Trans Learn Technol"},{"key":"1354_CR22","doi-asserted-by":"publisher","unstructured":"Harper FM, Xu F, Kaur H, Condiff K, Chang S, Terveen L (2015) Putting users in control of their recommendations. In: Proceedings of the 9th ACM conference on recommender systems, New York, NY, USA: ACM, pp 3\u201310. \nhttps:\/\/doi.org\/10.1145\/2792838.2800179","DOI":"10.1145\/2792838.2800179"},{"key":"1354_CR23","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2016.02.013","author":"C He","year":"2016","unstructured":"He C, Parra D, Verbert K (2016) Interactive recommender systems: a survey of the state of the art and future research challenges and opportunities. Expert Syst Appl. \nhttps:\/\/doi.org\/10.1016\/j.eswa.2016.02.013","journal-title":"Expert Syst Appl"},{"issue":"1","key":"1354_CR24","doi-asserted-by":"publisher","first-page":"429","DOI":"10.1109\/TVCG.2015.2467452","volume":"22","author":"U Hinrichs","year":"2016","unstructured":"Hinrichs U, Forlini S, Moynihan B (2016) Speculative practices: utilizing InfoVis to explore untapped literary collections. IEEE Trans Vis Comput Gr 22(1):429\u2013438. \nhttps:\/\/doi.org\/10.1109\/TVCG.2015.2467452","journal-title":"IEEE Trans Vis Comput Gr"},{"key":"1354_CR25","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-018-0928-7","author":"L Jiang","year":"2018","unstructured":"Jiang L, Cheng Y, Yang L, Li J, Yan H, Wang X (2018) A trust-based collaborative filtering algorithm for E-commerce recommendation system. J Ambient Intell Humaniz Comput. \nhttps:\/\/doi.org\/10.1007\/s12652-018-0928-7","journal-title":"J Ambient Intell Humaniz Comput"},{"issue":"15","key":"1354_CR26","doi-asserted-by":"publisher","first-page":"6150","DOI":"10.1016\/j.eswa.2013.05.034","volume":"40","author":"A Kaklauskas","year":"2013","unstructured":"Kaklauskas A, Zavadskas EK, Seniut M, Stankevic V, Raistenskis J, Simkevi\u010dius C, Gribniak V (2013) Recommender system to analyze student\u2019s academic performance. Expert Syst Appl 40(15):6150\u20136165","journal-title":"Expert Syst Appl"},{"issue":"5","key":"1354_CR27","doi-asserted-by":"publisher","first-page":"613","DOI":"10.1016\/j.bushor.2017.05.005","volume":"60","author":"HM Kim","year":"2017","unstructured":"Kim HM, Ghiasi B, Spear M, Laskowski M, Li J (2017) Online serendipity: the case for curated recommender systems. Bus Horiz 60(5):613\u2013620. \nhttps:\/\/doi.org\/10.1016\/j.bushor.2017.05.005","journal-title":"Bus Horiz"},{"key":"1354_CR28","doi-asserted-by":"publisher","unstructured":"Kleiner E, R\u00e4dle R, Reiterer H (2013) Blended shelf: reality-based presentation and exploration of library collections. In: Extended abstracts of the international conference on human factors in computing systems (CHI\u201913), pp 577\u2013582. \nhttps:\/\/doi.org\/10.1145\/2468356.2468458","DOI":"10.1145\/2468356.2468458"},{"key":"1354_CR29","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4899-7637-6_9","volume-title":"Evaluating recommender systems with user experiments. Recommender systems handbook","author":"BP Knijnenburg","year":"2015","unstructured":"Knijnenburg BP, Willemsen MC (2015) Evaluating recommender systems with user experiments. Recommender systems handbook, 2nd edn. Springer, Boston. \nhttps:\/\/doi.org\/10.1007\/978-1-4899-7637-6_9","edition":"2"},{"key":"1354_CR30","doi-asserted-by":"publisher","first-page":"180","DOI":"10.1016\/j.knosys.2016.08.014","volume":"111","author":"D Kotkov","year":"2016","unstructured":"Kotkov D, Wang S, Veijalainen J (2016) A survey of serendipity in recommender systems. Knowl Based Syst 111:180\u2013192. \nhttps:\/\/doi.org\/10.1016\/j.knosys.2016.08.014","journal-title":"Knowl Based Syst"},{"key":"1354_CR31","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2015.03.008","author":"J Lu","year":"2015","unstructured":"Lu J, Wu D, Mao M, Wang W, Zhang G (2015) Recommender system application developments: a survey. Decis Support Syst. \nhttps:\/\/doi.org\/10.1016\/j.dss.2015.03.008","journal-title":"Decis Support Syst"},{"key":"1354_CR32","doi-asserted-by":"publisher","unstructured":"Maksai A, Garcin F, Faltings B (2015) Predicting online performance of news recommender systems through richer evaluation metrics. In: Proceedings of the 9th ACM conference on recommender systems, New York, NY, USA: ACM, pp 179\u2013186. \nhttps:\/\/doi.org\/10.1145\/2792838.2800184","DOI":"10.1145\/2792838.2800184"},{"key":"1354_CR33","doi-asserted-by":"publisher","unstructured":"Mark B, Ronald S, Marcus F (2013) Gelatine: making coworking places gel for better collaboration and social learning. In: Proceedings of the 25th Australian computer-human interaction conference: augmentation, application, innovation, collaboration, pp 427\u2013436. \nhttps:\/\/doi.org\/10.1145\/2541016.2541027","DOI":"10.1145\/2541016.2541027"},{"issue":"6","key":"1354_CR34","doi-asserted-by":"publisher","first-page":"889","DOI":"10.1007\/s12652-016-0357-4","volume":"7","author":"I Mashal","year":"2016","unstructured":"Mashal I, Alsaryrah O, Chung T-Y (2016) Testing and evaluating recommendation algorithms in internet of things. J Ambient Intell Humaniz Comput 7(6):889\u2013900. \nhttps:\/\/doi.org\/10.1007\/s12652-016-0357-4","journal-title":"J Ambient Intell Humaniz Comput"},{"key":"1354_CR35","first-page":"357","volume":"2012","author":"D Maxwell","year":"2012","unstructured":"Maxwell D, Woods M, Makri S, Bental D, Kefalidou G, Sharples S (2012) Designing a semantic sketchbook to create opportunities for serendipity. Proc BCS HCI 2012:357\u2013362","journal-title":"Proc BCS HCI"},{"issue":"4","key":"1354_CR36","doi-asserted-by":"publisher","first-page":"391","DOI":"10.1016\/j.ipm.2015.02.004","volume":"51","author":"L McCay-Peet","year":"2015","unstructured":"McCay-Peet L, Toms EG, Kelloway EK (2015) Examination of relationships among serendipity, the environment, and individual differences. Inf Process Manag 51(4):391\u2013412. \nhttps:\/\/doi.org\/10.1016\/j.ipm.2015.02.004","journal-title":"Inf Process Manag"},{"key":"1354_CR37","doi-asserted-by":"publisher","first-page":"280","DOI":"10.1007\/978-3-319-24592-8_21","volume-title":"Research and advanced technology for digital libraries","author":"D McKay","year":"2015","unstructured":"McKay D, Buchanan G, Chang S (2015) Tyranny of distance: understanding academic library browsing by refining the neighbour effect. In: Kapidakis S, Mazurek C, Werla M (eds) Research and advanced technology for digital libraries. Springer International Publishing, Cham, pp 280\u2013294"},{"key":"1354_CR38","doi-asserted-by":"publisher","first-page":"829","DOI":"10.1007\/978-0-387-30164-8_705","volume-title":"Encyclopedia of machine learning","author":"P Melville","year":"2010","unstructured":"Melville P, Sindhwani V (2010) Recommender systems. In: Sammut C, Webb GI (eds) Encyclopedia of machine learning. Springer, Boston, pp 829\u2013838. \nhttps:\/\/doi.org\/10.1007\/978-0-387-30164-8_705"},{"key":"1354_CR39","doi-asserted-by":"publisher","unstructured":"Murakami T, Mori K, Orihara R (2008) Metrics for evaluating the serendipity of recommendation lists. In: Lecture notes in computer science (including subseries lecture notes in artificial intelligence and lecture notes in bioinformatics), vol 4914, LNAI, pp 40\u201346. \nhttps:\/\/doi.org\/10.1007\/978-3-540-78197-4_5","DOI":"10.1007\/978-3-540-78197-4_5"},{"key":"1354_CR40","doi-asserted-by":"publisher","unstructured":"Pang PCI, Verspoor K, Pearce J, Chang S (2015) Better health explorer: designing for health information seekers. In: Proceedings of the annual meeting of the Australian special interest group for computer human interaction, New York, NY, USA: ACM, pp 588\u2013597. \nhttps:\/\/doi.org\/10.1145\/2838739.2838772","DOI":"10.1145\/2838739.2838772"},{"issue":"1","key":"1354_CR41","doi-asserted-by":"publisher","first-page":"27","DOI":"10.1007\/s12652-017-0583-4","volume":"10","author":"J-H Park","year":"2019","unstructured":"Park J-H (2019) Resource recommender system based on psychological user type indicator. J Ambient Intell Humaniz Comput 10(1):27\u201339. \nhttps:\/\/doi.org\/10.1007\/s12652-017-0583-4","journal-title":"J Ambient Intell Humaniz Comput"},{"key":"1354_CR42","doi-asserted-by":"publisher","first-page":"43","DOI":"10.1016\/j.ijhcs.2015.01.007","volume":"78","author":"D Parra","year":"2015","unstructured":"Parra D, Brusilovsky P (2015) User-controllable personalization. Int J Hum Comput Stud 78:43\u201367. \nhttps:\/\/doi.org\/10.1016\/j.ijhcs.2015.01.007","journal-title":"Int J Hum Comput Stud"},{"issue":"6","key":"1354_CR43","doi-asserted-by":"publisher","first-page":"2035","DOI":"10.1007\/s12652-017-0491-7","volume":"9","author":"D Pla Karidi","year":"2018","unstructured":"Pla Karidi D, Stavrakas Y, Vassiliou Y (2018) Tweet and followee personalized recommendations based on knowledge graphs. J Ambient Intell Humaniz Comput 9(6):2035\u20132049. \nhttps:\/\/doi.org\/10.1007\/s12652-017-0491-7","journal-title":"J Ambient Intell Humaniz Comput"},{"key":"1354_CR44","doi-asserted-by":"publisher","unstructured":"Pu P, Chen L (2010) A user-centric evaluation framework of recommender systems. In: CEUR workshop proceedings, vol 612, pp 14\u201321. \nhttps:\/\/doi.org\/10.1145\/2043932.2043962","DOI":"10.1145\/2043932.2043962"},{"issue":"4\u20135","key":"1354_CR45","doi-asserted-by":"publisher","first-page":"317","DOI":"10.1007\/s11257-011-9115-7","volume":"22","author":"P Pu","year":"2012","unstructured":"Pu P, Chen L, Hu R (2012) Evaluating recommender systems from the user\u2019s perspective: survey of the state of the art. User Model User Adapt Interact 22(4\u20135):317\u2013355. \nhttps:\/\/doi.org\/10.1007\/s11257-011-9115-7","journal-title":"User Model User Adapt Interact"},{"key":"1354_CR46","doi-asserted-by":"publisher","unstructured":"R\u00e4dle R, Weiler A, Huber S, Jetter HC, Mansmann S, Reiterer H, Scholl MH (2012) eBook meets tabletop: using collaborative visualization for search and serendipity in on-line book repositories. In: Proceedings of the workshop on research advances in large digital book repositories and complementary media (BooksOnline\u201912), pp 3\u20136. \nhttps:\/\/doi.org\/10.1145\/2390116.2390120","DOI":"10.1145\/2390116.2390120"},{"key":"1354_CR47","doi-asserted-by":"publisher","first-page":"257","DOI":"10.1007\/978-0-387-85820-3_8","volume-title":"Evaluating recommendation systems. Recommender systems handbook","author":"G Shani","year":"2011","unstructured":"Shani G, Gunawardana A (2011) Evaluating recommendation systems. Recommender systems handbook. Springer, Boston, pp 257\u2013298. \nhttps:\/\/doi.org\/10.1007\/978-0-387-85820-3_8"},{"key":"1354_CR48","doi-asserted-by":"publisher","unstructured":"Thudt A, Hinrichs U, Carpendale S (2012) The Bohemian Bookshelf: supporting serendipitous book discoveries through information visualization. In: Proceedings of the SIGCHI conference on human factors in computing systems, New York, NY, USA: ACM, pp 1461\u20131470. \nhttps:\/\/doi.org\/10.1145\/2207676.2208607","DOI":"10.1145\/2207676.2208607"},{"key":"1354_CR49","doi-asserted-by":"publisher","unstructured":"Thudt A, Hinrichs U, Carpendale S (2015) A modular approach to promote creativity and inspiration in search. Proceedings of the 2015 ACM SIGCHI conference on creativity and cognition\u2014C&C\u201915, pp 245\u2013254. \nhttps:\/\/doi.org\/10.1145\/2757226.2757253","DOI":"10.1145\/2757226.2757253"},{"issue":"1","key":"1354_CR50","first-page":"1","volume":"6","author":"K Verbert","year":"2007","unstructured":"Verbert K, Ochoa X, Bosnic I, Duval E (2007) Recommender systems for learning: a data-oriented survey and future challenges. Network 6(1):1\u201320","journal-title":"Network"},{"key":"1354_CR51","doi-asserted-by":"crossref","unstructured":"Verbert K, Manouselis N, Ochoa X, Wolpers M, Drachsler H, Bosnic I, Duval E (2012) Context-aware recommender systems for learning: a survey and future challenges. IEEE Trans Learn Technol 6(1): 2007. \nhttp:\/\/dspace.ou.nl\/handle\/1820\/3855","DOI":"10.1109\/TLT.2012.11"},{"key":"1354_CR52","doi-asserted-by":"publisher","DOI":"10.12785\/amis\/080463","author":"Z Xiao","year":"2014","unstructured":"Xiao Z, Che F, Miao E, Lu M (2014) Increasing serendipity of recommender system with ranking topic model. Appl Math Inf Sci. \nhttps:\/\/doi.org\/10.12785\/amis\/080463","journal-title":"Appl Math Inf Sci"},{"key":"1354_CR53","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-018-1039-1","author":"Y Yang","year":"2018","unstructured":"Yang Y, Hooshyar D, Jo J, Lim H (2018) A group preference-based item similarity model: comparison of clustering techniques in ambient and context-aware recommender systems. J Ambient Intell Humaniz Comput. \nhttps:\/\/doi.org\/10.1007\/s12652-018-1039-1","journal-title":"J Ambient Intell Humaniz Comput"},{"key":"1354_CR54","unstructured":"Zhang K, Seifi H (n.d.) VibViz: visualizing a vibration library. \nhttp:\/\/www-devel.cs.ubc.ca\/~tmm\/courses\/infovis\/projects\/kailun-hasti\/report.pdf\n\n. Accessed May 2019"}],"container-title":["Journal of Ambient Intelligence and Humanized Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12652-019-01354-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s12652-019-01354-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12652-019-01354-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,6,20]],"date-time":"2020-06-20T23:15:40Z","timestamp":1592694940000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s12652-019-01354-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,6,22]]},"references-count":54,"journal-issue":{"issue":"6","published-print":{"date-parts":[[2020,6]]}},"alternative-id":["1354"],"URL":"https:\/\/doi.org\/10.1007\/s12652-019-01354-7","relation":{},"ISSN":["1868-5137","1868-5145"],"issn-type":[{"value":"1868-5137","type":"print"},{"value":"1868-5145","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,6,22]]},"assertion":[{"value":"2 January 2019","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 May 2019","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"22 June 2019","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}