Context-aware personal information retrieval from multiple social networks

IEEE Computational Intelligence Magazine

Volumn 9, Issue 2, 2014, Pages 18-28

  Han, Xiaogang ^a   Wei, Wei ^a   Miao, Chunyan ^a   Mei, Jian Ping ^a   Song, Hengjie ^b  

^a NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

^b KYOTO UNIVERSITY   (Japan)

Author keywords

[No Author keywords available]

Indexed keywords

INFORMATION RETRIEVAL;

CONTEXT-AWARE; REAL-WORLD; RETRIEVAL PERFORMANCE; SOCIAL NETWORKING SERVICES; USER INTERVENTION; WEB INFORMATION;

SOCIAL NETWORKING (ONLINE);

EID: 84899083050     PISSN: 1556603X     EISSN: None     Source Type: Journal    
DOI: 10.1109/MCI.2014.2307222     Document Type: Article

References (44)

1. S. Dumais, E. Cutrell, J. Cadiz, G. Jancke, R. Sarin, and D. C. Robbins, "Stuff I've seen: A system for personal information retrieval and re-use," in Proc. 26th Annu. Int. ACM SIGIR Conf. Research Development Informaion Retrieval, 2003, pp. 72-79.
2. E. Cutrell, D. Robbins, S. Dumais, and R. Sarin, "Fast, f lexible filtering with Phlat," in Proc. SIGCHI Conf. Human Factors Computing Systems, 2006, pp. 261-270.
3. J. Teevan, E. Adar, R. Jones, and M. A. S. Potts, "Information re-retrieval: Repeat queries in Yahoo's logs," in Proc. 30th Annu. Int. ACM SIGIR Conf. Research Development Information Retrieval, 2007, pp. 151-158. (Pubitemid 350164956)
4. C. Marlow, M. Naaman, D. Boyd, and M. Davis, "HT06, tagging paper, taxonomy, Flickr, academic article, to read," in Proc. 17th Conf. Hypertext Hypermedia, 2006, pp. 31-40.
5. A. Java, X. Song, T. Finin, and B. Tseng, "Why we Twitter: Understanding microblogging usage and communities," in Proc. 9th Web KDD 1st SNA-KDD Workshop Web Mining Social Network Analysis, 2007, pp. 56-65. (Pubitemid 351665610)
6. R. Wetzker, C. Zimmermann, and C. Bauckhage, "Analyzing social bookmarking systems: A del.icio.us cookbook," in Proc. ECAI Mining Social Data Workshop, 2008, pp. 26-30.
7. P. Maes, "Agents that reduce work and information overload," Commun. ACM, vol. 37, no. 7, pp. 30-40, 1994.
8. K. Gimpel, N. Schneider, B. O'Connor, D. Das, D. Mills, J. Eisenstein, M. Heilman, D. Yogatama, J. Flanigan, and N. A. Smith, "Part-of-speech tagging for Twitter: Annotation, features, and experiments," in Proc. 49th Annu. Meeting Association Computational Linguistics: Human Language Technologies, 2011, pp. 42-47.
9. M. Michelson and S. A. Macskassy, "Discovering users' topics of interest on Twitter: A first look," in Proc. 4th ACM Workshop Analytics Noisy Unstructured Text Data, 2010, pp. 73-80.
10. O. Owoputi, B. O'Connor, C. Dyer, K. Gimpel, N. Schneider, and N. A. Smith, "Improved part-of-speech tagging for online conversational text with word clusters," in Proc. 2013 Conf. North American Chapter Association Computational Linguistics: Human Language Technologies, 2013, pp. 380-390.
11. R. M. Fano, "Transmission of information: A statistical theory of communications," Amer. J. Phys., vol. 29, no. 11, pp. 793-794, 1961.
12. H. Bruce, W. Jones, and S. Dumais, "Keeping and re-finding information on the web: What do people do and what do they need?" Proc. Amer. Soc. Inform. Sci. Technol., vol. 41, no. 1, pp. 129-137, 2004.
13. A. Sellen, A. Fogg, M. Aitken, S. Hodges, C. Rother, and K. Wood, "Do life-logging technologies support memory for the past? An experimental study using Sense Cam," in Proc. SIGCHI Conf. Human Factors Computing Systems, 2007, pp. 81-90. (Pubitemid 47581587)
14. S. Araujo, Q. Gao, E. Leonardi, and G. J. Houben, "Linking personal data: Towards the web of your digital memories," in Proc. WebSci10: Extending Frontiers Society On-Line, 2010.
15. M. Tungare, P. Pyla, M. Sampat, and M. Pérez-Quiñones, "Defragmenting information using the syncables framework," in Proc. 2nd Invitational Workshop Personal Information Management SIGIR, 2006.
16. V. Robu, H. Halpin, and H. Shepherd, "Emergence of consensus and shared vocabularies in collaborative tagging systems," ACM Trans. Web, vol. 3, no. 4, pp. 1-34, 2009.
17. D. Schall and F. Skopik, "An analysis of the structure and dynamics of large-scale q/a communities," in Advances in Databases and Information Systems, Berlin Heidelberg: Springer-Verlag, 2011, pp. 285-301.
18. M. Szomszor, H. Alani, I. Cantador, K. O'Hara, and N. Shadbolt, "Semantic modelling of user interests based on cross-folksonomy analysis," in Proc. 7th Int. Conf. Semantic Web, 2008, pp. 632-648.
19. T. Iofciu, P. Fankhauser, F. Abel, and K. Bischoff, "Identifying users across social tagging systems," in Proc. 5th Int. AAAI Conf. Weblogs Social Media, 2011, pp. 522-525.
20. F. Abel, S. Araújo, Q. Gao, and G.-J. Houben, "Analyzing cross-system user modeling on the social web," in Proc. 11th Int. Conf. Web Engineering, 2011, pp. 28-43.
21. X. Shen, B. Tan, and C. Zhai, "Context-sensitive information retrieval using implicit feedback," in Proc. 28th Annu. Int. ACM SIGIR Conf. Research Development Information Retrieval, 2005, pp. 43-50.
22. X. Xue and W. Croft, "Automatic query generation for patent search," in Proc. 18th ACM Conf. Information Knowledge Management, 2009, pp. 2037-2040.
23. S. Riezler, A. Vasserman, I. Tsochantaridis, V. Mittal, and Y. Liu, "Statistical machine translation for query expansion in answer retrieval," in Proc. 45th Annu. Meeting Association Computational Linguistics, 2007, pp. 464-471.
24. K. Massoudi, M. Tsagkias, M. de Rijke, and W. Weerkamp, "Incorporating query expansion and quality indicators in searching microblog posts," in Advances in Information Retrieval. Berlin Heidelberg: Springer-Verlag, pp. 362-367, 2011.
25. S. Dumais, E. Cutrell, R. Sarin, and E. Horvitz, "Implicit queries (IQ) for contextualized search," in Proc. 27th Annu. Int. ACM Conf. Research Development Information Retrieval, 2004, pp. 594-594.
26. J. Shen, W. Geyer, M. Muller, C. Dugan, B. Brownholtz, and D. R. Millen, "Automatically finding and recommending resources to support knowledge workers' activities," in Proc. 13th Int. Conf. Intelligent User Interfaces, 2008, pp. 207-216.
27. A. Kazemzadeh, S. Lee, and S. Narayanan, "Fuzzy logic models for the meaning of emotion words," IEEE Comput. Intell. Mag., vol. 8, no. 2, pp. 34-49, 2013.
28. L. I. Kuncheva, "'Fuzzy' versus 'nonfuzzy' in combining classifiers designed by boosting," IEEE Trans. Fuzzy Syst., vol. 11, no. 6, pp. 729-741, 2003.
29. T. Gupta, S. Garg, A. Mahanti, N. Carlsson, and M. Arlitt, "Characterization of friendfeed-A web-based social aggregation service," in Proc. Int. AAAI Conf. Weblogs Social Media, 2009.
30. F. Celli, F. Di Lascio, M. Magnani, B. Pacelli, and L. Rossi, "Social network data and practices: The case of Friendfeed," in Advances in Social Computing. Berlin Heidelberg: Springer-Verlag, pp. 346-353, 2010.
31. S. Garg, T. Gupta, N. Carlsson, and A. Mahanti, "Evolution of an online social aggregation network: An empirical study," in Proc. 9th ACM SIGCOMM Conf. Internet Measurement Conf., 2009, pp. 315-321.
32. G. Salton, A. Wong, and C. S. Yang, "A vector space model for automatic indexing," Commun. ACM, vol. 18, no. 11, pp. 613-620, Nov. 1975.
33. G. Salton and M. J. McGill, Introduction to Modern Information Retrieval. New York: McGraw-Hill, 1986.
34. S. Kullback, Information Theory and Statistics. Mineola, NY: Courier Dover Publications, 1968.
35. B. Bigi, "Using Kullback-Leibler distance for text categorization," in Advances in Information Retrieval. Berlin Heidelberg: Springer-Verlag, 2003, pp. 305-319.
36. X. Zhou, X. Zhang, and X. Hu, "Semantic smoothing of document models for agglomerative clustering," in Proc. Int. Joint Conf. Artificial Intelligence, 2007, pp. 2928-2933.
37. D. Metzler, S. Dumais, and C. Meek, "Similarity measures for short segments of text," in Advances in Information Retrieval. Berlin Heidelberg: Springer-Verlag, 2007, pp. 16-27. (Pubitemid 350259537)
38. J. Jeon, W. B. Croft, and J. H. Lee, "Finding similar questions in large question and answer archives," in Proc. 14th ACM Int. Conf. Information Knowledge Management, 2005, pp. 84-90. (Pubitemid 44022116)
39. J. E. Gubernatis and T. E. Booth, "Multiple extremal eigenpairs by the power method," J. Comput. Phys., vol. 227, no. 19, pp. 8508-8522, 2008.
40. M. F. Porter, "An algorithm for suffix stripping," Progr. Electron. Libr. Inform. Syst., vol. 14, no. 3, pp. 130-137, 1980.
41. C. Manning, P. Raghavan, and H. Schüze, Introduction to Information Retrieval. Cambridge, U.K.: Cambridge Univ. Press, 2008.
42. F. C.-H. Rhee, "Uncertain fuzzy clustering: Insights and recommendations," IEEE Comput. Intell. Mag., vol. 2, no. 1, pp. 44-56, 2007. (Pubitemid 46718757)
43. G. Stegmayer, M. Gerard, and D. H. Milone, "Data mining over biological datasets: an integrated approach based on computational intelligence," IEEE Comput. Intell. Mag., vol. 7, no. 4, pp. 22-34, 2012.
44. A. Dong, Y. Chang, Z. Zheng, G. Mishne, J. Bai, R. Zhang, K. Buchner, C. Liao, and F. Diaz, "Towards recency ranking in web search," in Proc. 3rd ACM Int. Conf. Web Search Data Mining, 2010, pp. 11-20.