Collaborative tagging describes the process by which many users add metadata in the form of keywords to shared content. Recently, collaborative tagging has grown in popularity on the web, on sites that allow users to tag bookmarks, photographs and other content. In this paper we analyze the structure of collaborative tagging systems as well as their dynamical aspects. Specifically, we discovered regularities in user activity, tag frequencies, kinds of tags used, bursts of popularity in bookmarking and a remarkable stability in the relative proportions of tags within a given url. We also present a dynamical model of collaborative tagging that predicts these stable patterns and relates them to imitation and shared knowledge.
P. Moreira, Y. Bizzoni, K. Nielbo, I. Lassen, и M. Thomsen. Proceedings of the The 5th Workshop on Narrative Understanding, стр. 25--35. Toronto, Canada, Association for Computational Linguistics, (июля 2023)
D. Schlör, J. Pfister, и A. Hotho. 2023 the 7th International Conference on Medical and Health Informatics (ICMHI), стр. 136–141. New York, NY, USA, Association for Computing Machinery, (2023)
H. Fliegel, и R. DiEsposti. Proceedings of the 28th Annual Precise Time and Time Interval Systems and Applications Meeting, стр. 189--200. Reston, Virginia, (декабря 1996)
M. Stubbemann, и G. Stumme. Machine Learning and Knowledge Discovery in Databases: Research Track - European Conference, ECML PKDD 2023, Turin, Italy, September 18-22, 2023, Proceedings, Part III, том 14171 из Lecture Notes in Computer Science, стр. 177--192. Springer, (2023)
M. Schwab, R. Jäschke, и F. Fischer. Proceedings of the 6th International Conference on Natural Language and Speech Processing, стр. 99--109. Association for Computational Linguistics, (2023)
Z. Yang, D. Yang, C. Dyer, X. He, A. Smola, и E. Hovy. Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, стр. 1480--1489. San Diego, California, Association for Computational Linguistics, (июня 2016)
Y. Kim, K. Stratos, и D. Kim. Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), стр. 643--653. Vancouver, Canada, Association for Computational Linguistics, (июля 2017)
A. Dulny, A. Hotho, и A. Krause. Machine Learning and Knowledge Discovery in Databases: Research Track, стр. 438--455. Cham, Springer Nature Switzerland, (2023)
D. Wangsadirdja, J. Pfister, K. Kobs, и A. Hotho. Proceedings of the The 17th International Workshop on Semantic Evaluation (SemEval-2023), стр. 1090--1095. Toronto, Canada, Association for Computational Linguistics, (июля 2023)
M. Schwab, R. Jäschke, и F. Fischer. Proceedings of the 7th Joint SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature, стр. 110--115. Association for Computational Linguistics, (2023)
A. Nenkova, и R. Passonneau. Proceedings of the Human Language Technology Conference of the North American Chapter of the Association for Computational Linguistics: HLT-NAACL 2004, стр. 145--152. Boston, Massachusetts, USA, Association for Computational Linguistics, (2004)