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Volumn 9891 LNCS, Issue , 2016, Pages 124-138

Which algorithms suit which learning environments? A comparative study of recommender systems in TEL

Author keywords

ACT R; Offline study; Recommender systems; Resource recommendation; SUSTAIN; Tag recommendation; Technology enhanced learning; TEL

Indexed keywords

COLLABORATIVE FILTERING; COMPUTER AIDED INSTRUCTION; ENGINEERING EDUCATION; RECOMMENDER SYSTEMS;

EID: 84988515310     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-319-45153-4_10     Document Type: Conference Paper
Times cited : (22)

References (37)
  • 1
    • 84956809282 scopus 로고    scopus 로고
    • Panorama of recommender systems to support learning
    • Ricci, F., Rokach, L., Shapira, B. (eds.), Springer, Heidelberg
    • Drachsler, H., Verbert, K., Santos, O.C., Manouselis, N.: Panorama of recommender systems to support learning. In: Ricci, F., Rokach, L., Shapira, B. (eds.) Recommender Systems Handbook, pp. 421–451. Springer, Heidelberg (2015)
    • (2015) Recommender Systems Handbook , pp. 421-451
    • Drachsler, H.1    Verbert, K.2    Santos, O.C.3    Manouselis, N.4
  • 2
    • 84962865341 scopus 로고    scopus 로고
    • Recommendation systems for personalized technology-enhanced learning
    • Kinshuk, Huang, R. (eds.), Springer, Heidelberg
    • Khribi, M.K., Jemni, M., Nasraoui, O.: Recommendation systems for personalized technology-enhanced learning. In: Kinshuk, Huang, R. (eds.) Ubiquitous Learning Environments and Technologies, pp. 159–180. Springer, Heidelberg (2015)
    • (2015) Ubiquitous Learning Environments and Technologies , pp. 159-180
    • Khribi, M.K.1    Jemni, M.2    Nasraoui, O.3
  • 3
    • 77955157741 scopus 로고    scopus 로고
    • Recommender systems in technology enhanced learning
    • Ricci, F., Rokach, L., Shapira, B., Kantor, P.B. (eds.), Springer, Heidelberg
    • Manouselis, N., Drachsler, H., Vuorikari, R., Hummel, H., Koper, R.: Recommender systems in technology enhanced learning. In: Ricci, F., Rokach, L., Shapira, B., Kantor, P.B. (eds.) Recommender Systems Handbook, pp. 387–415. Springer, Heidelberg (2011)
    • (2011) Recommender Systems Handbook , pp. 387-415
    • Manouselis, N.1    Drachsler, H.2    Vuorikari, R.3    Hummel, H.4    Koper, R.5
  • 4
    • 84869755088 scopus 로고    scopus 로고
    • Dataset-driven research to support learning and knowledge analytics
    • Verbert, K., Manouselis, N., Drachsler, H., Duval, E.: Dataset-driven research to support learning and knowledge analytics. Educ. Technol. Soc. 15(3), 133–148 (2012)
    • (2012) Educ. Technol. Soc , vol.15 , Issue.3 , pp. 133-148
    • Verbert, K.1    Manouselis, N.2    Drachsler, H.3    Duval, E.4
  • 6
    • 84906344438 scopus 로고    scopus 로고
    • Which recommender system can best fit social learning platforms?
    • Rensing, C., de Freitas, S., Ley, T., Muñoz-Merino, P.J. (eds.), Springer, Heidelberg
    • Fazeli, S., Loni, B., Drachsler, H., Sloep, P.: Which recommender system can best fit social learning platforms? In: Rensing, C., de Freitas, S., Ley, T., Muñoz-Merino, P.J. (eds.) EC-TEL 2014. LNCS, vol. 8719, pp. 84–97. Springer, Heidelberg (2014)
    • (2014) EC-TEL 2014. LNCS , vol.8719 , pp. 84-97
    • Fazeli, S.1    Loni, B.2    Drachsler, H.3    Sloep, P.4
  • 7
    • 84883424533 scopus 로고    scopus 로고
    • Usage context-boosted filtering for recommender systems in TEL
    • Hernández-Leo, D., Ley, T., Klamma, R., Harrer, A. (eds.), Springer, Heidelberg
    • Niemann, K., Wolpers, M.: Usage context-boosted filtering for recommender systems in TEL. In: Hernández-Leo, D., Ley, T., Klamma, R., Harrer, A. (eds.) EC-TEL 2013. LNCS, vol. 8095, pp. 246–259. Springer, Heidelberg (2013)
    • (2013) EC-TEL 2013. LNCS , vol.8095 , pp. 246-259
    • Niemann, K.1    Wolpers, M.2
  • 8
    • 77955147885 scopus 로고    scopus 로고
    • Collaborative recommendation of e-learning resources: An experimental investigation
    • Manouselis, N., Vuorikari, R., Van Assche, F.: Collaborative recommendation of e-learning resources: an experimental investigation. J. Comput. Assist. Learn. 26(4), 227–242 (2010)
    • (2010) J. Comput. Assist. Learn , vol.26 , Issue.4 , pp. 227-242
    • Manouselis, N.1    Vuorikari, R.2    Van Assche, F.3
  • 10
    • 84862060622 scopus 로고    scopus 로고
    • How students find, evaluate and utilize peer-collected annotated multimedia data in science inquiry with Zydeco
    • ACM
    • Kuhn, A., McNally, B., Schmoll, S., Cahill, C., Lo, W.-T., Quintana, C., Delen, I.: How students find, evaluate and utilize peer-collected annotated multimedia data in science inquiry with Zydeco. In: Proceedings of SIGCHI 2012, pp. 3061–3070. ACM (2012)
    • (2012) Proceedings of SIGCHI 2012 , pp. 3061-3070
    • Kuhn, A.1    McNally, B.2    Schmoll, S.3    Cahill, C.4    Lo, W.-T.5    Quintana, C.6    Delen, I.7
  • 11
    • 84975095854 scopus 로고    scopus 로고
    • Recommender systems in e-learning environments: A survey of the state-of-the-art and possible extensions
    • Klašnja-Milićević, A., Ivanović, 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), 571–604 (2015)
    • (2015) Artif. Intell. Rev , vol.44 , Issue.4 , pp. 571-604
    • Klašnja-Milićević, A.1    Ivanović, M.2    Nanopoulos, A.3
  • 13
    • 84961828621 scopus 로고    scopus 로고
    • Evaluating recommender systems for technology enhanced learning: A quantitative survey
    • Erdt, M., Fernandez, A., Rensing, C.: Evaluating recommender systems for technology enhanced learning: a quantitative survey. IEEE Trans. Learn. Technol. 8(4), 326–344 (2015)
    • (2015) IEEE Trans. Learn. Technol , vol.8 , Issue.4 , pp. 326-344
    • Erdt, M.1    Fernandez, A.2    Rensing, C.3
  • 14
    • 84988483225 scopus 로고    scopus 로고
    • Learner-generated annotation of learning resources-lessons from experiments on tagging
    • Lohmann, S., Thalmann, S., Harrer, A., Maier, R.: Learner-generated annotation of learning resources-lessons from experiments on tagging. J. Univ. Comput. Sci. 304, 312 (2007)
    • (2007) J. Univ. Comput. Sci , vol.304 , pp. 312
    • Lohmann, S.1    Thalmann, S.2    Harrer, A.3    Maier, R.4
  • 15
    • 80053112348 scopus 로고    scopus 로고
    • Unsupervised auto-tagging for learning object enrichment
    • Kloos, C.D., Gillet, D., Crespo García, R.M., Wild, F., Wolpers, M. (eds.), Springer, Heidelberg
    • Diaz-Aviles, E., Fisichella, M., Kawase, R., Nejdl, W., Stewart, A.: Unsupervised auto-tagging for learning object enrichment. In: Kloos, C.D., Gillet, D., Crespo García, R.M., Wild, F., Wolpers, M. (eds.) EC-TEL 2011. LNCS, vol. 6964, pp. 83–96. Springer, Heidelberg (2011)
    • (2011) EC-TEL 2011. LNCS , vol.6964 , pp. 83-96
    • Diaz-Aviles, E.1    Fisichella, M.2    Kawase, R.3    Nejdl, W.4    Stewart, A.5
  • 17
    • 84944674416 scopus 로고    scopus 로고
    • Automatic tagging of learning objects based on their usage in web portals
    • Conole, G., Klobučar, T., Rensing, C., Konert, J., Lavoué, E. (eds.), Springer, Heidelberg
    • Niemann, K.: Automatic tagging of learning objects based on their usage in web portals. In: Conole, G., Klobučar, T., Rensing, C., Konert, J., Lavoué, E. (eds.) Design for Teaching and Learning in a Networked World, vol. 9307, pp. 240–253. Springer, Heidelberg (2015)
    • (2015) Design for Teaching and Learning in a Networked World , vol.9307 , pp. 240-253
    • Niemann, K.1
  • 18
    • 84962917494 scopus 로고    scopus 로고
    • Evaluating tag recommender algorithms in real-world folksonomies: A comparative study
    • ACM
    • Kowald, D., Lex, E.: Evaluating tag recommender algorithms in real-world folksonomies: a comparative study. In: Proceedings of RecSys 2015, pp. 265–268. ACM (2015)
    • (2015) Proceedings of Recsys 2015 , pp. 265-268
    • Kowald, D.1    Lex, E.2
  • 20
    • 85013675127 scopus 로고    scopus 로고
    • Modeling activation processes in human memory to predict the use of tags in social bookmarking systems
    • Trattner, C., Kowald, D., Seitlinger, P., Kopeinik, S., Ley, T.: Modeling activation processes in human memory to predict the use of tags in social bookmarking systems. J. Web Sci. 2(1), 1–16 (2016)
    • (2016) J. Web Sci , vol.2 , Issue.1 , pp. 1-16
    • Trattner, C.1    Kowald, D.2    Seitlinger, P.3    Kopeinik, S.4    Ley, T.5
  • 21
    • 84907414004 scopus 로고    scopus 로고
    • Tagrec: Towards a standardized tagrecommender benchmarking framework
    • ACM, New York
    • Kowald, D., Lacic, E., Trattner, C.: Tagrec: towards a standardized tagrecommender benchmarking framework. In: Proceedings of HT 2014. ACM, New York (2014)
    • (2014) Proceedings of HT 2014
    • Kowald, D.1    Lacic, E.2    Trattner, C.3
  • 22
    • 38049169424 scopus 로고    scopus 로고
    • Tag recommendations in Folksonomies
    • Kok, J.N., Koronacki, J., Lopez de Mantaras, R., Matwin, S., Mladenič, D., Skowron, A. (eds.), Springer, Heidelberg
    • Jäschke, R., Marinho, L., Hotho, A., Schmidt-Thieme, L., Stumme, G.: Tag recommendations in Folksonomies. In: Kok, J.N., Koronacki, J., Lopez de Mantaras, R., Matwin, S., Mladenič, D., Skowron, A. (eds.) PKDD 2007. LNCS (LNAI), vol. 4702, pp. 506–514. Springer, Heidelberg (2007)
    • (2007) PKDD 2007. LNCS (LNAI) , vol.4702 , pp. 506-514
    • Jäschke, R.1    Marinho, L.2    Hotho, A.3    Schmidt-Thieme, L.4    Stumme, G.5
  • 23
    • 34249990939 scopus 로고    scopus 로고
    • Collaborative filtering recommender systems
    • Brusilovsky, P., Kobsa, A., Nejdl, W. (eds.), Springer, Heidelberg
    • Schafer, J.B., Frankowski, D., Herlocker, J., Sen, S.: Collaborative filtering recommender systems. In: Brusilovsky, P., Kobsa, A., Nejdl, W. (eds.) Adaptive Web 2007. LNCS, vol. 4321, pp. 291–324. Springer, Heidelberg (2007)
    • (2007) Adaptive Web 2007. LNCS , vol.4321 , pp. 291-324
    • Schafer, J.B.1    Frankowski, D.2    Herlocker, J.3    Sen, S.4
  • 24
    • 84879557983 scopus 로고    scopus 로고
    • Collaborative tag recommendations
    • Preisach, C., Burkhardt, H., Schmidt-Thieme, L., Decker, R. (eds.), Springer, Heidelberg
    • Marinho, L.B., Schmidt-Thieme, L.: Collaborative tag recommendations. In: Preisach, C., Burkhardt, H., Schmidt-Thieme, L., Decker, R. (eds.) Data Analysis, Machine Learning and Applications, pp. 533–540. Springer, Heidelberg (2008)
    • (2008) Data Analysis, Machine Learning and Applications , pp. 533-540
    • Marinho, L.B.1    Schmidt-Thieme, L.2
  • 26
    • 14344253490 scopus 로고    scopus 로고
    • Unifying collaborative and content-based filtering
    • ACM
    • Basilico, J., Hofmann, T.: Unifying collaborative and content-based filtering. In: Proceedings of ICML 2004, p. 9. ACM (2004)
    • (2004) Proceedings of ICML 2004 , vol.9
    • Basilico, J.1    Hofmann, T.2
  • 28
    • 84961859399 scopus 로고    scopus 로고
    • Creating usage context-based object similarities to boost recommender systems in technology enhanced learning
    • Niemann, K., Wolpers, M.: Creating usage context-based object similarities to boost recommender systems in technology enhanced learning. IEEE Trans. Learn. Technol. 8(3), 274–285 (2015)
    • (2015) IEEE Trans. Learn. Technol , vol.8 , Issue.3 , pp. 274-285
    • Niemann, K.1    Wolpers, M.2
  • 29
    • 84927669279 scopus 로고    scopus 로고
    • Refining frequency-based tag reuse predictions by means of time and semantic context
    • Atzmueller, M., Chin, A., Scholz, C., Trattner, C. (eds.), Springer, Heidelberg
    • Kowald, D., Kopeinik, S., Seitlinger, P., Ley, T., Albert, D., Trattner, C.: Refining frequency-based tag reuse predictions by means of time and semantic context. In: Atzmueller, M., Chin, A., Scholz, C., Trattner, C. (eds.) MUSE/MSM 2013, LNAI 8940. LNCS, vol. 8940, pp. 55–74. Springer, Heidelberg (2015)
    • (2015) MUSE/MSM 2013, LNAI 8940. LNCS , vol.8940 , pp. 55-74
    • Kowald, D.1    Kopeinik, S.2    Seitlinger, P.3    Ley, T.4    Albert, D.5    Trattner, C.6
  • 30
    • 84970188424 scopus 로고
    • Reflections of the environment in memory
    • Anderson, J.R., Schooler, L.J.: Reflections of the environment in memory. Psychol. Sci. 2(6), 396–408 (1991)
    • (1991) Psychol. Sci , vol.2 , Issue.6 , pp. 396-408
    • Anderson, J.R.1    Schooler, L.J.2
  • 31
    • 1942539715 scopus 로고    scopus 로고
    • Sustain: A network model of category learning
    • Love, B.C., Medin, D.L., Gureckis, T.M.: Sustain: a network model of category learning. Psychol. Rev. 111(2), 309 (2004)
    • (2004) Psychol. Rev , vol.111 , Issue.2 , pp. 309
    • Love, B.C.1    Medin, D.L.2    Gureckis, T.M.3
  • 32
    • 84988525990 scopus 로고    scopus 로고
    • Benchmark folksonomy data from bibsonomy, Knowledge and Data Engineering Group. University of Kassel, 2013/2015
    • Benchmark folksonomy data from bibsonomy, Knowledge and Data Engineering Group. University of Kassel, 2013/2015. http://www.kde.cs.uni-kassel.de/ bibsonomy/dumps
  • 33
    • 38349009209 scopus 로고    scopus 로고
    • MACE–enriching architectural learning objects for experience multiplication
    • Duval, E., Klamma, R., Wolpers, M. (eds.), Springer, Heidelberg
    • Stefaner, M., Dalla Vecchia, E., Condotta, M., Wolpers, M., Specht, M., Apelt, S., Duval, E.: MACE–enriching architectural learning objects for experience multiplication. In: Duval, E., Klamma, R., Wolpers, M. (eds.) EC-TEL 2007. LNCS, vol. 4753, pp. 322–336. Springer, Heidelberg (2007)
    • (2007) EC-TEL 2007. LNCS , vol.4753 , pp. 322-336
    • Stefaner, M.1    Dalla Vecchia, E.2    Condotta, M.3    Wolpers, M.4    Specht, M.5    Apelt, S.6    Duval, E.7
  • 34
  • 37
    • 33750437740 scopus 로고    scopus 로고
    • On the reliability of information retrieval metrics based on graded relevance
    • Sakai, T.: On the reliability of information retrieval metrics based on graded relevance. Inf. Process. Manage. 43(2), 531–548 (2007)
    • (2007) Inf. Process. Manage , vol.43 , Issue.2 , pp. 531-548
    • Sakai, T.1


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