Semantic imitation in social tagging

ACM Transactions on Computer-Human Interaction

Volumn 17, Issue 3, 2010, Pages

  Fu, Wai Tat ^a   Kannampallil, Thomas ^b   Kang, Ruogu ^b   He, Jibo ^b  

^a University of Illinois at Urbana Champaign   (United States)

^b UNIVERSITY OF ILLINOIS AT URBANA CHAMPAIGN   (United States)

Author keywords

Experimentation; Human Factors; Theory

Indexed keywords

COGNITIVE SCIENCE; DYNAMIC PROCESS; EXPLORATORY SEARCH; FOLKSONOMIES; HUMAN FACTORS; HUMAN KNOWLEDGE; IMITATION MODELS; INFERENCE PROCESS; INTERACTIVE INFORMATION RETRIEVAL; KNOWLEDGE EXCHANGE; LEARNING ACTIVITY; SEMANTIC INTERPRETATION; SEMANTIC REPRESENTATION; SOCIAL GROUPS; SOCIAL INFLUENCE; SOCIAL INFORMATION SYSTEM; TAGGING SYSTEMS;

COGNITIVE SYSTEMS; HUMAN ENGINEERING; KNOWLEDGE MANAGEMENT; NATURAL LANGUAGE PROCESSING SYSTEMS; SEMANTICS;

EXPERIMENTS;

EID: 77955202383     PISSN: 10730516     EISSN: 15577325     Source Type: Journal    
DOI: 10.1145/1806923.1806926     Document Type: Article

References (47)

1. ALBERT, R. AND BARABASI, A.-L. 2002. Statistical mechanics of complex networks. Rev. Mod. Phys. 74, 47-97.
2. AMES, M. AND NAAMAN, M. 2007. Why we tag: motivations for annotation in mobile and online media. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI'07).
3. ANDERSON, J. R. 1974. Verbatim and propositional representation of sentences in immediate and long-term memory. J. Verb. Learn. Verb. Behav. 13, 149-162.
4. ANDERSON, J. R. 2002. Spanning seven orders of magnitude: a challenge for cognitive modeling. Cognit. Sci. 26, 1, 85-112.
5. ANDERSON, J. R., BOTHELL, D., BYRNE, M. D., DOUGLASS, S., LEBIERE, C., AND QIN, Y. 2004. An integrated theory of the mind. Psych. Rev. 111, 1036-1060.
6. BLACKMON, M. H., KITAJIMA, M., AND POLSON, P. G. 2005. Tool for accurately predicting website navigation problems, nonproblems, problem severity, and effectiveness of repairs. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI'05).
7. BUDIU, R., ROYER, C., AND PIROLLI, P. 2006. Modeling information scent: A comparison of LSA, PMI-IR, and GLSA similarity measures on common test and corpora. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI'06).
8. CANCHO, R. F. AND SOLE, R. V. 2001. The small world of human language. Proc. Royal Soc., London B 268, 2261-2266.
9. CANCHO, R. F. AND SOLE, R. V. 2003. Least effort and the origins of scaling in human language. Proc. Nat. Acad. Sci. 100, 788-791.
10. CATTUTO, C., LORETO, V., AND PIETRONERO, L. 2007. Semiotic dynamics and collaborative tagging. Proc. Nat. Acad. Sci. 104, 1461-1464.
11. CLARK, H. H. AND BRENNAN, S. A. 1991. Grounding in communication. In Perspectives on Socially Shared Cognition, L. B. Resnick, 1. M. Levine and S. D. Teasley Eds., APA Books, Washington.
12. DOWNEY, D.,DUMAIS, S., ANDHORVITZ, E. 2008. Understanding the relationship between searchers' queries and information goals. In Proceedings of the 17th ACM Conference on Information and Knowledge Management. ACM Press.
13. FREDERIKSEN, C. H. 1975. Representing logical and semantic structure of knowledge acquired from discourse. Cognit. Psych. 7, 317-458.
14. FU, W.- T. 2008. The microstructures of social tagging: A rational model. In Proceedings of the ACM Conference on Computer Supported Cooperative Work. 229-238.
15. FU, W.-T. AND DONG, W. 2010a. From collaborative indexing to knowledge exploration: A social learning model. IEEE Intell. Syst. 25, 4, 15-23.
16. FU, W.-T. AND DONG, W. 2010b. Faciliating knowledge exploration in folksonomies: Expertise ranking by link and semantic structures. In Proceedings of the International Conference on Computational Science and Engineering. 66-73.
17. FU, W.-T. AND KANNAMPALLIL, T. G. 2009. Harnessing Web 2.0 for context-aware learning: The impact of social tagging system on knowledge adaption. In Educational Social Software for Context-Aware Learning: Collaborative Methods and Human Interaction, N. Lambropoulos and R. Margarida Eds., IGI Global, Hershey, PA, 98-113.
18. FU, W.-T., KANNAMPALLIL, T. G., AND KANG, R. 2009. A semantic imitation model of social tag choices. In Proceedings of the IEEE Conference on Social Computing. 66-72.
19. FU, W.-T., KANNAMPALLIL, T. G., AND KANG, R. 2010. Facilitating Exploratory Search by Model- Based Navigational Cues. In Proceedings of the International Conference on Intelligent User Interfaces.
20. FU, W.-T. AND PIROLLI, P. 2007. SNIF-ACT: A cognitive model of user navigation on the World Wide Web. Hum.-Comput. Interact. 22, 355-412.
21. FURNAS, G. W., FAKE, C., VON AHN, L., SCHACHTER, J.,GOLDER, S., FOX, K., DAVIS, M., MARLOW, C., AND NAAMAN, M. 2006. Why do tagging systems work? In Extended Abstracts of the SIGCHI Conference on Human Factors in Computing Systems (CHI'06).
22. FURNAS, G. W., LANDAUER, T. K., GOMEZ, L. M., AND DUMAIS, S. T. 1987. The vocabulary problem in human-system communication. Comm. ACM 30, 1: 964-971.
23. GOLDER, S. A. AND HUBERMAN, B. A. 2006. Usage patterns of collaborative tagging systems. J. Inform. Sci. 322, 198-208.
24. GRIFFITHS, T. L., STEYVERS, M., AND TENENBAUM, J. B. T. 2007. Topics in semantic representation. Psych. Rev. 114, 2, 211-244.
25. 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. ACM.
26. HEDSTROM, P. 2006. Sociology: Experimental macro sociology: Predicting the next best seller. Science 311, 5762, 786-787.
27. HILL, G.W. 1982. Group versus individual performance: Are N C 1 heads better than one? Psych. Bull. 91, 517-539
28. KANG, R. AND FU, W.-T. 2010. Exploratory information search by domain experts and novices. In Proceedings of the Conference on Intelligent User Interfaces.
29. KANG, R., FU, W.-T., AND KANNAMPALLIL, T. G. 2010. Exploiting knowledge-in-the-head and knowledge-in-the-social-web: Effects of domain expertise on exploratory search in individual and social search environments. In Proceedings of the ACM Conference on Computer-Human Interaction.
30. KINTSCH,W. 1998. Comprehension: A Paradigm for Cognition. Cambridge University Press, Cambridge, UK.
31. LANDAUER, T. K. AND DUMAIS, S. T. 1997. A solution to Plato's problem: The latent semantic analysis theory of the acquisition, induction, and representation of knowledge. Psych. Rev. 104, 211-240.
32. MACGREGOR, G. ANDMCCULLOCH, E. 2006. Collaborative tagging as a knowledge organization and resource discovery tool. Library Rev. 55, 5, 291-300.
33. MARCHIONINI, G. 2006. Exploratory search: from finding to understanding. Comm. ACM 49, 4, 41-46.
34. MILLEN, D. R., YANG, M., WHITTAKER, S., AND FEINBERG, J. 2007. Social bookmarking and exploratory search. In Proceedings of the 11th European Conference on Computer-Supported Cooperative Work.
35. NEWMAN, M., BARABASI, A-L. AND WATTS, D., EDS. 2006. The Structure and Dynamics of Networks. Princeton University Press, Princeton, NJ.
36. NORMAN, D. A. AND RUMELHART, D. E. 1975. Explorations in Cognition. Freeman, San Francisco, CA.
37. PIROLLI, P. 2004. The infoclass model: Conceptual richness and inter-person conceptual consensus about information collections. Cognit. Studies: Bull. Japanese Cognit. Sci. Soc. 2, 197-213.
38. PIROLLI, P. 2009. An elementary social information foraging model. In Proceedings of the 27th International Conference on Human Factors in Computing Systems (CHI'09).
39. PIROLLI, P. AND CARD, S. K. 1999. Information foraging. Psych. Rev. 106, 643-675.
40. QU, Y. AND FURNAS, G. 2008. Model-driven formative evaluation of exploratory search: A study under a sensemaking framework. Inform. Process. Manage. 442, 534-555.
41. ROEDIGER, H. L. AND MCDERMOTT, K. B. 1995. Creating false memories: Remembering words not presented in lists. J. Exper. Psych.: Lear., Mem. and Cognit. 21, 803-814.
42. RUMELHART, D. E. AND ORTONY, A. 1976. The representation of knowledge in memory. Tech. rep., Center for Human Information Processing, Department of Psychology, University of California, San Diego.
43. RUSSELL, D.M.,STEFIK,M. J.,PIROLLI, P., AND CARD, S. K. 1993. The cost structure of sensemaking. In Proceedings of the INTERACT'93 and CHI'93 Conference on Human Factors in Computing Systems. ACM.
44. SEN, S.,LAM, S. K.,RASHID, A.M.,COSLEY, D.,FRANKOWSKI, D.,OSTERHOUSE, J.,HARPER,M. F., ANDRIEDL, J. 2006. Tagging, communities, vocabulary, evolution. In Proceedings of the 20th anniversary conference on Computer Supported Cooperative Work. ACM.
45. STEINER, I. D. 1972. Group Process and Productivity. Academic Press, New York.
46. STEINER, I. D. 1972. Group Process and Productivity. Academic Press, New York. THOM-SANTELLI, J.,MULLER, M. J., AND MILLEN, D. R. 2008. Social tagging roles: Publishers, evangelists, leaders. In Proceedings of the 26th Annual SIGCHI Conference on Human Factors in Computing Systems. ACM.
47. ZIPF, G. 1949. Human Behavior and the Principle of Least Effort. Addison-Wesley.