Forgetting the words but remembering the meaning: Modeling forgetting in a verbal and semantic tag recommender

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 8940, Issue , 2015, Pages 75-95

  Kowald, Dominik ^a   Seitlinger, Paul ^a   Kopeinik, Simone ^a   Ley, Tobias ^b   Trattner, Christoph ^c  

^a GRAZ UNIVERSITY OF TECHNOLOGY   (Austria)

^b TALLINN UNIVERSITY   (Estonia)

^c NORWEGIAN UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Norway)

Author keywords

BibSonomy; CiteULike; Flickr; Human categorization; Human memory model; Latent Dirichlet Allocation; LDA; Personalized tag recommendations; Time dependent recommender systems

Indexed keywords

ARTIFICIAL INTELLIGENCE; COLLABORATIVE FILTERING; COMPUTATION THEORY; LEARNING SYSTEMS; RECOMMENDER SYSTEMS; SEMANTIC WEB; SOCIAL NETWORKING (ONLINE); STATISTICS;

BIBSONOMY; CITEULIKE; FLICKR; HUMAN CATEGORIZATION; HUMAN MEMORY; LATENT DIRICHLET ALLOCATION; LDA; TAG RECOMMENDATIONS; TIME DEPENDENT;

SEMANTICS;

EID: 84927588076     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-319-14723-9_5     Document Type: Conference Paper

References (37)

1. Hintzman, D.L.: Minerva 2: a simulation model of human memory. Behav. Res. Methods Instrum. Comput. 16, 96–101 (1984)
2. Kwantes, P.J.: Using context to build semantics. Psychon. Bull. Rev. 12, 703–710 (2005)
3. Barsalou, L.: Situated simulation in the human conceptual system. Lang. Cogn. Process. 18, 513–562 (2003)
4. Glushko, R.J., Maglio, P.P., Matlock, T., Barsalou, L.W.: Categorization in the wild. Trends Cogn. Sci. 12, 129–135 (2008)
5. Seitlinger, P., Kowald, D., Trattner, C., Ley, T.: Recommending tags with a model of human categorization. In: Proceedings of CIKM’13, pp. 2381–2386. ACM, New York (2013)
6. Polyn, S.M., Norman, K.A., Kahana, M.J.: A context maintenance and retrieval model of organizational processes in free recall. Psychol. Rev. 116, 129 (2009)
7. Anderson, J.R., Schooler, L.J.: Reflections of the environment in memory. Psychol. Sci. 2, 396–408 (1991)
8. Zhang, L., Tang, J., Zhang, M.: Integrating temporal usage pattern into personalized tag prediction. In: Sheng, Q.Z., Wang, G., Jensen, C.S., Xu, G. (eds.) APWeb 2012. LNCS, vol. 7235, pp. 354–365. Springer, Heidelberg (2012)
9. Kowald, D., Seitlinger, P., Trattner, C., Ley, T.: Long time no see: the probability of reusing tags as a function of frequency and recency. In: Proceedings of WWW’14. ACM, New York (2014)
10. Anderson, J.R., Byrne, M.D., Douglass, S., Lebiere, C., Qin, Y.: An integrated theory of the mind. Psychol. Rev. 111, 1036–1050 (2004)
11. Helic, D., Trattner, C., Strohmaier, M., Andrews, K.: Are tag clouds useful for navigation? a network-theoretic analysis. Int. J. Soc. Comput. Cyber-Phys. Syst. 1, 33–55 (2011)
12. Trattner, C., Lin, Y.L., Parra, D., Yue, Z., Real, W., Brusilovsky, P.: Evaluating tag-based information access in image collections. In: Proceedings of the 23rd ACM Conference on Hypertext and Social Media, pp. 113–122. ACM (2012)
13. Körner, C., Benz, D., Hotho, A., Strohmaier, M., Stumme, G.: Stop thinking, start tagging: tag semantics emerge from collaborative verbosity. In: Proceedings of the 19th International Conference onWorld WideWeb,WWW’10, pp. 521–530. ACM, New York (2010)
14. Lipczak, M.: Hybrid tag recommendation in collaborative tagging systems. Ph.D. thesis, Dalhousie University (2012)
15. Hotho, A., Jäschke, R., Schmitz, C., Stumme, G.: Information retrieval in folksonomies: search and ranking. In: Sure, Y., Domingue, J. (eds.) ESWC 2006. LNCS, vol. 4011, pp. 411–426. Springer, Heidelberg (2006)
16. 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., Mladeniˇc, D., Skowron, A. (eds.) PKDD 2007. LNCS (LNAI), vol. 4702, pp. 506–514. Springer, Heidelberg (2007)
17. Hamouda, S., Wanas, N.: Put-tag: personalized user-centric tag recommendation for social bookmarking systems. Soc. Netw. Anal. Min. 1, 377–385 (2011)
18. Rendle, S., Schmidt-Thieme, L.: Pairwise interaction tensor factorization for personalized tag recommendation. In: Proceedings of WSDM 2010, pp. 81–90. ACM, New York (2010)
19. Krestel, R., Fankhauser, P., Nejdl, W.: Latent dirichlet allocation for tag recommendation. In: Proceedings of RecSys 2009, pp. 61–68. ACM (2009)
20. Rawashdeh, M., Kim, H.N., Alja’am, J.M., El Saddik, A.: Folksonomy link prediction based on a tripartite graph for tag recommendation. J. Intell. Inf. Syst. 40(2), 307–325 (2012)
21. Yin, D., Hong, L., Xue, Z., Davison, B.D.: Temporal dynamics of user interests in tagging systems. In: Twenty-Fifth AAAI Conference on Artificial Intelligence (2011)
22. Yin, D., Hong, L., Davison, B.D.: Exploiting session-like behaviors in tag prediction. In: Proceedings of WWW’2011, pp. 167–168. ACM (2011)
23. Brainerd, C., Reyna, V.: Recollective and nonrecollective recall. J. Mem. Lang. 63, 425–445 (2010)
24. Kintsch, W., Mangalath, P.: The construction of meaning. Top. Cogn. Sci. 3, 346–370 (2011)
25. Krestel, R., Fankhauser, P.: Tag recommendation using probabilistic topic models. In: ECML PKDD Discovery Challenge 2009 (DC09), p. 131 (2009)
26. Lorince, J., Todd, P.M.: Can simple social copying heuristics explain tag popularity in a collaborative tagging system? In: Proceedings of WebSci’13, pp. 215–224. ACM, New York (2013)
27. Floeck, F., Putzke, J., Steinfels, S., Fischbach, K., Schoder, D.: Imitation and quality of tags in social bookmarking systems-collective intelligence leading to folksonomies. In: Bastiaens, T.J., Baumöl, U., Krämer, B.J. (eds.) On Collective Intelligence. AISC, vol. 76, pp. 75–91. Springer, Heidelberg (2010)
28. Seitlinger, P., Ley, T.: Implicit imitation in social tagging: familiarity and semantic reconstruction. In: Proceedings of CHI’12, pp. 1631–1640. ACM, New York (2012)
29. Helic, D., Körner, C., Granitzer, M., Strohmaier, M., Trattner, C.: Navigational efficiency of broad vs. narrow folksonomies. In: Proceedings of HT’12, pp. 63–72. ACM, New York (2012)
30. Gemmell, J., Schimoler, T., Ramezani, M., Christiansen, L., Mobasher, B.: Improving folkrank with item-based collaborative filtering. In: Recommender Systems & the Social Web (2009)
31. Doerfel, S., Jäschke, R.: An analysis of tag-recommender evaluation procedures. In: Proceedings of RecSys’13, pp. 343–346. ACM, New York (2013)
32. Campos, P.G., Díez, F., Cantador, I.: Time-aware recommender systems: a comprehensive survey and analysis of existing evaluation protocols. User Model. User-Adap. Inter. 24(1–2), 67–119 (2013)
33. Van Rijsbergen, C.J.: Foundation of evaluation. J. Doc. 30, 365–373 (1974)
34. Balby Marinho, L., Hotho, A., Jschke, R., Nanopoulos, A., Rendle, S., Schmidt-Thieme, L., Stumme, G., Symeonidis, P.: Recommender Systems for Social Tagging Systems. Springer Briefs in Electrical and Computer Engineering. Springer, Heidelberg (2012)
35. Kowald, D., Lacic, E., Trattner, C.: Tagrec: towards a standardized tag recommender benchmarking framework. In: Proceedings of HT’14. ACM, New York (2014)
36. Parra-Santander, D., Brusilovsky, P.: Improving collaborative filtering in social tagging systems for the recommendation of scientific articles. In: Proceedings of WI-IAT 2010, vol. 1, pp. 136–142. IEEE (2010)
37. Fu, W.T., Dong, W.: Collaborative indexing and knowledge exploration: a social learning model. IEEE Intell. Syst. 27, 39–46 (2012)