Abstract
HiBO is a bookmark management system that incorporates a number of Web mining techniques and offers new ways to search, browse, organize and share Web data. One of the most challenging features that HiBO incorporates is the automated hierarchical structuring of bookmarks that are shared across users. One way to go about organizing shared files is to use one of the existing collaborative filtering techniques, identify the common patterns in the user preferences and organize bookmarked files accordingly. However, collaborative filtering suffers from some intrinsic limitations, the most critical of which is the complexity of the collaborative filleting algorithms that inevitably leads to the latency in updating the user profiles. In this paper, we address the dynamic maintenance of personalized views to shared files from a bookmark management system perspective and we study ways of assisting Web users share their information space with the community. To evaluate the contribution of HiBO, we applied our Web mining techniques to manage a large pool of bookmarked pages that are shared across community members. Results demonstrate that HiBO has a significant potential in assisting users organize and manage their shared data across web-based social networks.
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Abrams, D., Baecker, R., Chignell, M.: Information Archiving with Bookmarks: Personal Web Space Construction and Organization. In: Proceedings of the Human Computer Interaction Conference, pp. 41–48 (1998)
BlinkPro: Powerful Bookmark Manager, http://www.bookmarksplus.com/
Bookmark Tracker, http://www.bookmarktracker.com/
Check and Get, http://activeurls.com/en/
iKeepBookmarks, http://www.ikeepbookmarks.com/
Open Directory Project: http://dmoz.org
WordNet 2.0: http://www.cogsci.princeton.edu/~wn/
Barzilay, R., Elhadad, M.: Lexical chains for text summarization. In: Advances in Automatic Text Summarization, MIT Press, Cambridge (1999)
Hammond, T., Hannay, T., Lund, B., Scott, J.: Social Bookmarking Tools (I): A General Review. D-Lib Magazine 11(4) (2005), doi:10.1045/april2005–hammond
Kanawati, R., Malek, M.: CoWing: A Collaborative Bookmark Management System. In: Klusch, M., Zambonelli, F. (eds.) CIA 2001. LNCS (LNAI), vol. 2182, pp. 38–9743. Springer, Heidelberg (2001)
Karousos, N., Panaretou, I., Pandis, I., Tzagarakis, M.: Babylon Bookmarks: A Taxonomic Approach to the Management of WWW Bookmarks. In: Nürnberg, P.J. (ed.) MIS 2002. LNCS, vol. 2641, pp. 42–48. Springer, Heidelberg (2003)
Kozanidis, L., Tzekou, P., Zotos, N., Stamou, S., Christodoulakis, D.: Ontology-Based Adaptive Query Refinement. To appear in Proceedings of the 3rd International Conference on Web Information Systems and Technologies (2007)
Krikos, V., Stamou, S., Ntoulas, A., Kokosis, P., Christodoulakis, D.: DirectoryRank: Ordering Pages in Web Directories. In: Proceedings of the 7th ACM International Workshop on Web Information and Data Management (WIDM), Bremen, Germany (2005)
Li, W.S., Vu, Q., Chang, E., Agrawal, D., Hirata, K., Mukherjea, S., Wu, Y.L., Bufi, C., Chang, C.K., Hara, Y., Ito, R., Kimura, Y., Shimazu, K., Saito, Y.: PowerBookmarks: A System for Personalizable Web Information Organization, Sharing and Management. In: Proceedings of the ACM SIGMOD Conference, pp. 565–567 (1999)
Maarek, Y., Shaul, I.: Automatically Organizing Bookmarks per Contents. In: Proceedings of the 5th Intl. World Wide Web Conference (1996)
McKenzie, B., Cockburn, A.: An Empirical Analysis of Web Page Revisitation. In: Proceedings of the 34th Hawaii Intl. Conference on System Sciences (2001)
Page, L., Brin, S., Motwani, R., Winograd, T.: The PageRank citation ranking: Bringing order to the web (1998), Available at http://dbpubs.stanford.edu:8090/pub/1999-66
Resnik, P.: Using Information Content to Evaluate Semantic Similarity in a Taxonomy. In: Proceedings of the 14th Intl. Joint Conference on Artificial Intelligence, pp. 448–453 (2005)
Stamou, S., Christodoulakis, D.: Integrating Domain Knowledge into a Generic Ontology. In: Proceedings of the 2nd Meaning Workshop, Italy (2005)
Stamou, S., Ntoulas, A., Krikos, V., Kokosis, P., Christodoulakis, D.N.: Classifying Web Data in Directory Structures. In: Zhou, X., Li, J., Shen, H.T., Kitsuregawa, M., Zhang, Y. (eds.) APWeb 2006. LNCS, vol. 3841, pp. 238–249. Springer, Heidelberg (2006)
Stoilova, L., Holloway, T., Markines, B., Maguitman, A., Mencezer, F.: GiveALink: Mining a Semantic Network of Bookmarks for Web Search and Recommendation. In: Proceedings of the LinkKDD Conference, Chicago, IL, USA (2005)
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 2007 Springer Berlin Heidelberg
About this paper
Cite this paper
Stamou, S., Kozanidis, L., Tzekou, P., Zotos, N., Cristodoulakis, D. (2007). HiBO: Mining Web’s Favorites. In: Dong, G., Lin, X., Wang, W., Yang, Y., Yu, J.X. (eds) Advances in Data and Web Management. APWeb WAIM 2007 2007. Lecture Notes in Computer Science, vol 4505. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-72524-4_87
Download citation
DOI: https://doi.org/10.1007/978-3-540-72524-4_87
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-72483-4
Online ISBN: 978-3-540-72524-4
eBook Packages: Computer ScienceComputer Science (R0)