Social semantic query expansion

ACM Transactions on Intelligent Systems and Technology

Volumn 4, Issue 4, 2013, Pages

  Biancalana, Claudio ^a   Gasparetti, Fabio ^a   Micarelli, Alessandro ^a   Sansonetti, Giuseppe ^a  

^a ROMA TRE UNIVERSITY   (Italy)

Author keywords

Information retrieval; Query expansion; Social semantic web

Indexed keywords

CO-OCCURRENCE-MATRIX; EXPERIMENTAL EVALUATION; PERSONALIZED PAGERANK; QUERY EXPANSION; QUERY EXPANSION TECHNIQUES; SEMANTIC-WEB TECHNIQUES; SOCIAL SEMANTIC WEBS; TRADITIONAL TECHNIQUES;

INFORMATION RETRIEVAL;

EXPANSION;

EID: 84885602404     PISSN: 21576904     EISSN: 21576912     Source Type: Journal    
DOI: 10.1145/2508037.2508041     Document Type: Article

References (66)

1. ABOUENOUR, L.,BOUZOUBA, K., AND ROSSO, P. 2010. An evaluated semantic query expansion and structure-based approach for enhancing arabic question/answering. Int. J. Inf. Commun. Technol. 3, 3, 37-51.
2. AL-KHALIFA, H. S. ANDDAVIS,H. C. 2007. Towards better understanding of folksonomic patterns. In Proceedings of the 18th Conference on Hypertext and Hypermedia (HT'07). 163-166.
3. BAEZA-YATES, R. A. AND RIBEIRO-NETO, B. A. 1999. Modern Information Retrieval. ACM Press/Addison-Wesley, Boston, MA.
4. BAO, S., XUE, G.,WU, X., YU, Y., FEI, B., AND SU, Z. 2007. Optimizing Web search using social annotations. In Proceedings of the 16th International Conference on World Wide Web (WWW '07). ACM, New York, NY, 501-510.
5. BERNERS-LEE, T. 1998. Semantic Web roadmap. http://www.w3.org/ DesignIssues/Semantic.html.
6. BIANCALANA, C. 2009. Social tagging for personalized Web search. In AI*IA2009: Emergent Perspectives in Artificial Intelligence. Lecture Notes in Computer Science, vol. 5883, Springer, Berlin Heidelberg, 232-242.
7. BIANCALANA, C., LAPOLLA, A., AND MICARELLI, A. 2008. Personalized Web search using correlation matrix for query expansion. In Proceedings of the International Conference on Web Information Systems and Technologies (WEBIST) Selected Papers. 186-198.
8. BIANCALANA, C. AND MICARELLI, A. 2009. Social tagging in query expansion: A new way for personalized web search. In Proceedings of the 12th IEEE International Conference on Computational Science and Engineering (CSE'09). IEEE Computer Society, 1060-1065.
9. BIANCALANA, C., MICARELLI, A., AND SQUARCELLA, C. 2008. Nereau: A social approach to query expansion. In Proceedings of the 10th ACM International Workshop on Web Information and Data Management (WIDM'08), C. Y. Chan and N. Polyzotis, Eds. ACM, 95-102.
10. BILOTTI, M. W., KATZ, B., AND LIN, J. 2004. What works better for question answering: Stemming or morphological query expansion? In Proceedings of the Information Retrieval for Question Answering (IR4QA) Workshop at SIGIR 2004.
11. BOUADJENEK, M. R.,HACID, H., BOUZEGHOUB, M., AND DAIGREMONT, J. 2011. Personalized social query expansion using social bookmarking systems. In Proceedings of the 34th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR'11). ACM, New York, NY, 1113-1114.
12. BURGESS, C. AND LUND, K. 1995. Hyperspace analog to language (HAL): A general model of semantic representation. In Proceedings of the Annual Meeting of the Psychonomic Society.
13. CAO, G., NIE, J.-Y., GAO, J., AND ROBERTSON, S. 2008. Selecting good expansion terms for pseudo-relevance feedback. In Proceedings of the 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR'08). ACM, New York, NY, 243-250.
14. CAO, Z. AND YAN LIU, T. 2007. Learning to rank: From pairwise approach to listwise approach. In Proceedings of the 24th International Conference on Machine Learning. 129-136.
15. CARMAGNOLA, F., CENA, F., CORTASSA, O., GENA, C., AND TORRE, I. 2007. Towards a tag-based user model: How can user model benefit from tags. In Proceedings of the 11th International Conference on User Modeling (UM'07). 445-449.
16. CARMAN, M. J., BAILLIE, M., GWADERA, R., AND CRESTANI, F. 2009. A statistical comparison of tag and query logs. In Proceedings of the 32nd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR'09). ACM, New York, NY, 123-130.
17. CROFT, W.,METZLER, D., AND STROHMANN, T. 2010. Search Engines: Information Retrieval in Practice. Pearson, London, U.K.
18. CUI, H.,WEN, J.-R., NIE, J.-Y., AND MA, W.-Y. 2003. Query expansion by mining user logs. IEEE Trans. Knowl. Data Eng. 15, 829-839.
19. DE MEO, P., QUATTRONE, G., AND URSINO, D. 2010. A query expansion and user profile enrichment approach to improve the performance of recommender systems operating on a folksonomy. User Model. User-Adapt. Interact. 20, 1, 41-86.
20. EFTHIMIADIS, E. N. 1996. Query expansion. Ann. Rev. Inf. Sci. Technol. 31, 121-87.
21. FELLBAUM, C. 1998. WordNet. An Electronic Lexical Database. MIT Press, Cambridge, MA.
22. GASPARETTI, F. ANDMICARELLI, A. 2007. Personalized search based on a memory retrieval theory. Int. J. Pattern Recog. Artif. Intell. 21, 2, 207-224.
23. GASPARETTI, F., MICARELLI, A., AND SANSONETTI, G. 2009. Towards cognitive modeling of user needs in web browsing activities. Cog. Syst. 7, 139-164.
24. HALPIN, H., ROBU, V., AND SHEPHERD, H. 2007. The complex dynamics of collaborative tagging. In Proceedings of the 16th International Conference on World Wide Web (WWW'07). ACM, New York, NY, 211-220.
25. HIRST, G. AND BUDANITSKY, A. 2005. Correcting real-word spelling errors by restoring lexical cohesion. Nat. Lang. Eng. 11, 1, 87-111.
26. ILLIG, J., HOTHO, A., JäSCHKE, R., AND STUMME, G. 2011. A comparison of content-based tag recommendations in folksonomy systems. In Proceedings of the 1st International Conference on Knowledge Processing and Data Analysis (KONT'07/KPP'07). Springer-Verlag, Berlin, Heidelberg, 136-149.
27. IMRAN, H. AND SHARAN, A. 2010. Selecting effective expansion terms for better information retrieval. Int. J. Comput. Sci. Appl. 7, 2, 52-64.
28. JANSEN, B. J., SPINK, A., AND PEDERSEN, J. 2005. A temporal comparison of Altavista Web searching: Research articles. J. Am. Soc. Inf. Sci. Technol. 56, 6, 559-570.
29. JANSEN, B. J., SPINK, A., AND SARACEVIC, T. 2000. Real life, real users, and real needs: A study and analysis of user queries on the web. Inf. Process. Manage. 36, 2, 207-227.
30. JäRVELIN, K. AND KEKäLäINEN, J. 2000. IR evaluation methods for retrieving highly relevant documents. In Proceedings of the 23rd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval. ACM Press, New York, NY, 41-48.
31. JäRVELIN, K. AND KEKäLäINEN, J. 2002. Cumulated gain-based evaluation of IR techniques. ACM Trans. Inf. Syst. 20, 4, 422-446.
32. JäSCHKE, R., MARINHO, L., HOTHO, A., LARS, S.-T., AND GERD, S. 2007. Tag recommendations in folksonomies. In Proceedings of the 11th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD'07). Springer-Verlag, Berlin, Heidelberg, 506-514.
33. JäSCHKE, R.,MARINHO, L.,HOTHO, A., SCHMIDT-THIEME, L., AND STUMME, G. 2008. Tag recommendations in social bookmarking systems. AI Commun. 21, 4, 231-247.
34. LEYDESDORFF, L. AND VAUGHAN, L. 2006. Co-occurrence matrices and their applications in information science: Extending ACA to the Web environment. J. Am. Soc. Inf. Sci. Technol. 57, 12, 1616-1628.
35. LI, X., GUO, L., AND ZHAO, Y. E. 2008. Tag-based social interest discovery. In Proceedings of the 17th International Conference on World Wide Web (WWW'08). ACM, New York, NY, 675-684.
36. LIN, Y., LIN, H., JIN, S., AND YE, Z. 2011. Social annotation in query expansion: A machine learning approach. In Proceedings of the 34th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR'11). ACM, New York, NY, 405-414.
37. MANNING, C. D., RAGHAVAN, P., AND SCHTZE, H. 2008. Introduction to Information Retrieval. Cambridge University Press, New York, NY.
38. MARINHO, L., HOTHO, A., JäSCHKE, R., NANOPOULOS, A., RENDLE, S., SCHMIDT-THIEME, L., STUMME, G., AND SYMEONIDIS, P. 2012. Recommender Systems for Social Tagging Systems. SpringerBriefs in Electrical and Computer Engineering. Springer, Berlin Heidelberg.
39. MARINHO, L. B., NANOPOULOS, A., SCHMIDT-THIEME, L., JäSCHKE, R., HOTHO, A., STUMME, G., AND SYMEONIDIS, P. 2011. Social tagging recommender systems. In Recommender Systems Handbook, F. Ricci, L. Rokach, B. Shapira, and P. B. Kantor, Eds., Springer, Berlin Heidelberg, 615-644.
40. MARINHO, L. B. AND SCHMIDT-THIEME, L. 2007. Collaborative tag recommendations. In Proceedings of 31st Annual Conference of the Gesellschaft für Klassifikation (GfKl), Freiburg (to appear).
41. MATHES, A. 2004. Folksonomies -cooperative classification and communication through shared metadata. Lib. Inf. Sci. 47, 1-13.
42. MERHOLZ, P. 2004. Metadata for the masses. http://www.adaptivepath.com/ ideas/essays/archives/000361.
43. MIKROYANNIDIS, A. 2007. Toward a social semantic Web. Computer 40, 113-115.
44. MILICEVIC, A. K.,NANOPOULOS, A., AND IVANOVIC, M. 2010. Social tagging in recommender systems: A survey of the state-of-The-Art and possible extensions. Artif. Intell. Rev. 33, 3, 187-209.
45. NANBA, H. 2007. Query expansion using an automatically constructed thesaurus. In Proceedings of the 6th NTCIR Workshop Meeting on Evaluation of Information Access Technologies: Information Retrieval, Question Answering, and Cross-Lingual Information Access, N. Kando and D. K. Evans, Eds., National Institute of Informatics, Tokyo, 414-419.
46. NILES, I. AND PEASE, A. 2003. Linking lexicons and ontologies: Mapping wordnet to the suggested upper merged ontology. In Proceedings of the IEEE International Conference on Information and Knowledge Engineering. CSREA Press, Las Vegas, Nevada, 412-416.
47. PEAT, H. J. AND WILLETT, P. 1991. The limitations of term co-occurrence data for query expansion in document retrieval systems. J. Am. Soc. Inf. Sci. 42, 378-383.
48. PORTER, M. 1980. An algorithm for suffix stripping. Program 14, 3, 130-137.
49. QUINTARELLI, E. 2005. Folksonomies: Power to the people. In Proceedings of the ISKO Italy UniMIB Meeting Milan. 1-13.
50. RENDLE, S., BALBY MARINHO, L.,NANOPOULOS, A., AND SCHMIDT-THIEME, L. 2009. Learning optimal ranking with tensor factorization for tag recommendation. In Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD'09). ACM, New York, NY, 727-736.
51. SALTON, G. AND BUCKLEY, C. 1997. Readings in Information Retrieval. Morgan Kaufmann Publishers Inc., San Francisco, CA, 355-364.
52. SEN, S., VIG, J., AND RIEDL, J. 2009. Tagommenders: Connecting users to items through tags. In Proceedings of the 18th International Conference on World Wide Web (WWW'09). ACM, New York, NY, 671-680.
53. SHEPITSEN, A.,GEMMELL, J.,MOBASHER, B., AND BURKE, R. 2008. Personalized recommendation in social tagging systems using hierarchical clustering. In Proceedings of the ACM Conference on Recommender Systems (RecSys'08). ACM, New York, NY, 259-266.
54. SMITH, G. 2004. Folksonomy: Social classification. Atomiq: A Weblog by Gene Smith.
55. SONG, Y., ZHUANG, Z., LI, H., ZHAO, Q., LI, J., LEE, W.-C., AND GILES, C. L. 2008. Real-Time automatic tag recommendation. In Proceedings of the 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR'08). ACM, New York, NY, 515-522.
56. SYMEONIDIS, P., NANOPOULOS, A., AND MANOLOPOULOS, Y. 2008. Tag recommendations based on tensor dimensionality reduction. In Proceedings of the ACM International Conference on Recommender Systems (Rec-Sys'08). ACM, New York, NY, 43-50.
57. SYMEONIDIS, P.,NANOPOULOS, A., AND MANOLOPOULOS, Y. 2010. A unified framework for providing recommendations in social tagging systems based on ternary semantic analysis. IEEE Trans. Knowl. Data Eng. 22, 2, 179-192.
58. TATU, M., SRIKANTH, M., AND Dó SILVA, T. 2008. RSDC '08: Tag recommendations using bookmark content. In Proceedings of the Workshop at 18th European Conference on Machine Learning (ECML'08)/11th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD'08). A. Hotho, D. Benz, R. Jädie;schke, and B. Krause, Eds.
59. TORRE, I. 2009. Adaptive systems in the era of the semantic and social web, a survey. User Model. User-Adap. Interac. 19, 433-486.
60. TSO-SUTTER, K. H. L., MARINHO, L. B., AND SCHMIDT-THIEME, L. 2008. Tag-Aware recommender systems by fusion of collaborative filtering algorithms. In Proceedings of the ACMSymposium on Applied Computing (SAC'08). ACM, New York, NY, 1995-1999.
61. VAN SETTEN, M.,BRUSSEE, R., VAN VLIET, H.,GAZENDAM, L., VAN HOUTEN, Y., AND VEENSTRA,M. 2006. On the importance of "who tagged what". In Proceedings of the Workshop on the Social Navigation and Community-Based Adaptation Technologies.
62. XU, Y., JONES, G. J., AND WANG, B. 2009. Query dependent pseudo-relevance feedback based on Wikipedia. In Proceedings of the 32nd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR'09). ACM, New York, NY, 59-66.
63. XU, Z., FU, Y.,MAO, J., AND SU, D. 2006. Towards the semanticWeb: Collaborative tag suggestions. In Proceedings of the Collaborative Web Tagging Workshop at the WWW.
64. YANBE, Y., JATOWT, A., NAKAMURA, S., AND TANAKA, K. 2007. Can social bookmarking enhance search in the web? In Proceedings of the Conference on Digital Libraries (JCDL'07). 107-116.
65. ZAMIR, O. E.,KORN, J. L., FIKES, A. B., AND LAWRENCE, S. R. 2004. Personalization of placed content ordering in search results. U.S. patent7693827 B2, filed July 13, 2004, and issued April 6, 2010.
66. ZANARDI, V. AND CAPRA, L. 2008. Social ranking: Uncovering relevant content using tag-based recommender systems. In Proceedings of the ACM Conference on Recommender Systems (RecSys'08). ACM, New York, NY, 51-58.