Abstract
Monitoring public attention for a topic is of interest for many target groups like social scientists or public relations. Several examples demonstrate how public attention caused by real-world events is accompanied by an accordant visibility of topics on the web. It is shown that the hitcount values of a search engine we use as initial visibility values have to be adjusted by taking the semantic relations between topics into account. We model these relations using semantic networks and present an algorithm based on Spreading Activation that adjusts the initial visibilities. The concept of co-visibility between topics is integrated to obtain an algorithm that mostly complies with an intuitive view on visibilities. The reliability of search engine hitcounts is discussed.
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References
Gans, H.J.: Deciding What’s News: A Study of CBS Evening News, NBC Nightly News, ‘Newsweek’ and ‘Time’, 25th anniversary edn. Northwestern University Press, Evanston (2005)
Yungwook, K.: Measuring the economic value of public relations. Journal of Public Relations Research 13, 3–26 (2001)
Falkinger, J.: Attention economies. CESIFO Working Paper No. 1079, ifo Institut für Wirtschaftsforschung, München (2003)
Kiefer, P., Stein, K.: Visibility analysis on the web as an indicator for public relations and marketing evaluation. In: Proc. of Intelligent Agents, Web Technology and Internet Commerce (IAWTIC 2005). IEEE Computer Society Publishing, Los Alamitos (2005)
Sowa, J.F.: Knowledge Representation: Logical, Philosophical, and Computational Foundations. Brooks Cole Publishing Co., Pacific Grove (2000)
Quillian, R.: Semantic memory. In: Minsky, M. (ed.) Semantic Information Processing, pp. 227–270. MIT Press, Boston (1968)
Collins, A.M., Loftus, E.F.: A spreading-activation theory of semantic processing. Psychological Review 82, 407–428 (1975)
Lausen, G., Ziegler, C.N.: Spreading activation models for trust propagation. In: IEEE International Conference on e-Technology, e-Commerce, and e-Service (EEE 2004), pp. 83–97 (2004)
Preece, S.: A spreading activation network model for information retrieval. PhD thesis, CS Dept., Univ. of Illinios, Urbana, IL (1981)
Crestani, F.: Applications of spreading activation techniques in information retrieval. Artificial Intelligence Review 11, 453–482 (1997)
Ceglowski, M., Coburn, A., Cuadrado, J.: Semantic Search of Unstructured Data using Contextual Network Graphs. National Institute for Technology and Liberal Education (2003)
Mayr, P., Tosques, F.: Google Web APIs - an instrument for webometric analyses? In: Poster presented at ISSI 2005 (2005), http://arxiv.org/ftp/cs/papers/0601/0601103.pdf
Véronis, J.: Web: Google’s counts faked? Blog, see also follow-up messages (2005), http://aixtal.blogspot.com/2005/01/web-googles-counts-faked.html
Baeza-Yates, R., Saint-Jean, F., Castillo, C.: Web structure, age and page quality. In: Proceedings of the 2nd International Workshop on Web Dynamics (WebDyn 2002) (2002), http://www.dcs.bbk.ac.uk/webDyn2/onlineProceedings.html
Brewington, B.E., Cybenko, G.: How dynamic is the Web? Computer Networks (Amsterdam, Netherlands: 1999) 33, 257–276 (2000)
Russel, S., Norvig, P.: Probabilistic Reasoning. In: Artificial Intelligence: A Modern Approach, ch. 14, pp. 492–536. Prentice-Hall, Englewood Cliffs (2003)
Kiefer, P.: Computational analysis of the visibility of themes in internet-based communication processes, in German: Softwaregestützte Analyse der Sichtbarkeit von Themen in internetbasierten Kommunikationsprozessen. Diploma thesis, Chair for Computing in the Cultural Sciences, Bamberg University, Bamberg (2005)
Etzioni, O., Cafarella, D., Downey, D., Popescu, A.M., Shaked, T., Soderland, S., Weld, D., Yates, A.: Unsupervised named-entity extraction from the web: An experimental study. Artificial Intelligence, 91–134 (2005)
Turney, P.: Mining the web for synonyms: Pmi-ir versus lsa on toefl. In: Flach, P.A., De Raedt, L. (eds.) ECML 2001. LNCS (LNAI), vol. 2167, pp. 491–502. Springer, Heidelberg (2001)
Magnini, B., Negri, M., Tanev, H.: Is it the right answer? Exploiting web redundancy for answer validation. In: Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics, pp. 425–432 (2002)
Richter, M.: Analysis and visualization for daily newspaper corpora. In: Proc. of RANLP, pp. 424–428 (2005)
Malsch, T., Schlieder, C., Kiefer, P., Lúbcke, M., Perschke, R., Schmitt, M., Stein, K.: Communication between process and structure: Modelling and simulating message-reference-networks with COM/TE. Journal of Artificial Societies and Social Simulation (accepted, 2006)
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Kiefer, P., Stein, K., Schlieder, C. (2006). Visibility Analysis on the Web Using Co-visibilities and Semantic Networks. In: Ackermann, M., et al. Semantics, Web and Mining. EWMF KDO 2005 2005. Lecture Notes in Computer Science(), vol 4289. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11908678_3
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DOI: https://doi.org/10.1007/11908678_3
Publisher Name: Springer, Berlin, Heidelberg
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