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Recommendation Method for Social Service in Ubiquitous Environment

  • Received : 2011.05.09
  • Accepted : 2011.06.14
  • Published : 2011.06.30

Abstract

Recent development of information technologies produces a lot of community services. Social Network Service is one of the community services on the world wide webs. In the Social Network Service, a user can register other users as friends and enjoy communication through a virtual message. Previous researches show a few social service methods using manually generated tagging. However, the manual social tagging is not widely used in many social network services. Moreover, they do not consider ubiquitous computing environment. We propose a recommendation method for social service using contexts in ubiquitous environment. Our method scores documents based on context tags and social network services. Our social scoring model is computed by both a tagging score of a document and a tagging score of a document that was tagged by a user's friends.

Keywords

References

  1. Boyd, Danah; Ellison, Nicole, "Social Network Sites: Definition, History, and Scholarship," Journal of Computer-Mediated Communication, Vol. 13, No. 1, 2007.
  2. Meredith Ringel Morris, Jaime Teevan, Katrina Panovich, "What Do People Ask Their Social Networks, and Why? A Survey Study of Status Message Q&A Behavior," Proceedings of the 28th international conference on Human factors in computing systems, 2010, pp. 1739-1748.
  3. Wolfgang Woemdl and Georg Groh, "Utilizing Physical and Social Context to Improve Recommender Systems," I-IATW '07: Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops, 2007, pp. 123-128.
  4. Hao Cao, Maoqiang Xie, Lian Xue, Chunhua Liu, Fei Teng, and Yalou Huang, "Social Tag Prediction Base on Supervised Ranking Model," ECML PKDD 2009.
  5. Schilit, B., Adams, N. Want, R., "Context-Aware Computing Applications," 1st International Workshop on Mobile Computing Systems and Applications, 1994, pp. 85-90.
  6. Dey A. K. & Abowd, G. D., "Towards a better understanding of context and contextawareness," Proceedings of the Workshop on the What, Who, Where, When and How of Context-Awareness, affiliated with the CHI 2000 Conference on Human Factors in Computer Systems, 2000.
  7. Zimmermann, A., "Context Management and Personalisation: A Tool Suite for Context- and User-Aware Computing," Dissertation thesis, RWTH Aachen, 2007.
  8. Adam Rae, Borkur Sigurbjornsson and Roelof van Zwol, "Improving Tag Recommendation Using Social Networks," RIAO'10, 2010.
  9. Ziyu Guan, Can Wang, Jiajun Bu, Chun Chen, Kun Yang, Deng Cai and Xiaofei He, "Document Recommendation in Social Tagging Services," WWW 2010.
  10. P. Resnick and H. R. Varian, "Recommender systems," Commun ACM, vol. 40, no. 3, 1997, pp. 56-58. https://doi.org/10.1145/245108.245121
  11. P. Resnick, N. Iacovou, M. Suchak, P. Bergstrom, and J. Riedl, "Grouplens: an open architecture for collaborative filtering of netnews," CSCW '94: Proceedings of the 1994 ACM conference on Computer supported cooperative work, 1994, pp. 175-186.
  12. B. Sarwar, G. Karypis, J. Konstan, and J. Reidl, "Item-based collaborative filtering recommendation algorithms," WWW '01: Proceedings of the 10th international conference on World Wide Web, 2001, pp. 285-295.
  13. R. Jaschke, L. Marinho, A. Hotho, L. Schmidt-Thieme, and G. Stumme, "Tag recommendations in folksonomies," 2007, pp. 506-514.
  14. Z. Xu, Y. Fu, J. Mao, and D. Su, "Towards the semantic web: Collaborative tag suggestions," Proceedings of the Collaborative Web Tagging Workshop at the WWW 2006, 2006.
  15. G. Mishne, "Autotag: a collaborative approach to automated tag assignment for weblog posts," WWW '06: Proceedings of the 15th international conference on World Wide Web, 2006, pp. 953-954.
  16. S. Sood, S. Owsley, K. Hammond, and L. Birnbaum, "Tagassist Automatic tag suggestion for blog posts," Proceedings of the International Conference on Weblogs and Social Media (ICWSM 2007), 2007.
  17. S. O. K. Lee and A. H. W. Chun, "Automatic tag recommendation for the web 2.0 blogosphere using collaborative tagging and hybrid ann semantic structures," ACOS'07: Proceedings of the 6th Conference on WSEAS International Conference on Applied Computer Science, 2007, pp. 88-93.
  18. C. H. Brooks and N. Montanez, "Improved annotation of the blogosphere via autotagging and hierarchical clustering." WWW'06: Proceedings of the 15th international conference on World Wide Web, 2006, pp. 625-632.
  19. Stefan Siersdorfer, Sergej Sizov, "Social recommender systems for web 2.0 folksonomies," Conference on Hypertext and Hypermedia, Proceedings of the 20th ACM conference on Hypertext and hype, 2009, pp. 261-270.
  20. Aaron Beach, Mike Gartrell, Xinyu Xing. Richard Han, Qin Lv, Shivakant Mishra and Karim Seada, "SocialFusion: Context-Aware Inference and Recommendation By Fusing Mobile, Sensor, and Social Data," Technical Report CU-CS 1059-09. University of Colorado at Boulder. Dec. 2009.
  21. Tom Crecelius, Mouna Kacimi, Sebastian Michel, Thomas Neumann, Josiane Xavier Parreira, Ralf Schenkel and Gerhard Weikum, "Making SENSE: Socially ENhanced Search and Exploration," PVLDB '08, 2008.
  22. Ralf Schenkel, Tom Crecelius, Mouna Kacimi, Thomas Neumann, Josiane Xavier Parreira, Marc Spaniol, and Gerhard Weikum, "Social Wisdom for Search and Recommendation," IEEE Data Eng. Bull., Vol. 31, No. 2, 2008, pp. 40-49.
  23. Matthias Bender, Tom Crecelius, Mouna Kacimi, Sebastian Michel, Thomas Neumann, Josiane Xavier Parreira, Ralf Schenkel and Gerhard Weikum, "Exploiting Social Relations for Query Expansion and Result Ranking." ICDE Workshops, 2008, pp. 501-506.
  24. Joonhee Kwon, Sungrim Kim, "Studies on Enhanced Information Retrieval by Using Tags on the Web 2.0," The Korea Society of Digital Industry & Information Managemen, Vol 3, No. 3, 2007, pp. 23-29.
  25. B. Mobasher, R. Cooley, and J. Srivastava. "Automatic personalizationbased on web usage mining," Communications of ACM, Vol. 43, Issue 8, 2000, pp. 142-151. https://doi.org/10.1145/345124.345169
  26. Yang Sun, Huajing Li, Isaac G. Councill, Jian Huang, Wang-Chien Lee, C. Lee Giles, "Personalized ranking for digital libraries based on log analysis," Proceeding of the 10th ACM workshop on Web information and data management, 2008.
  27. Joonhee Kwon, Sungrim Kim, "Friend Recommendation Method using Physical and Social Context," IJCSNS International Journal of Computer Science and Network Security, VOL. 10 No. 11, 2010, pp. 116-120.