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Published in: Multimedia Systems 3/2011

01-06-2011 | Regular Paper

Supporting content discovery and organization in networks of contents and users

Authors: F. Carmagnola, F. Cena, L. Console, P. Grillo, M. Perrero, R. Simeoni, F. Vernero

Published in: Multimedia Systems | Issue 3/2011

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Abstract

The design of approaches for supporting the user in the navigation of a variety of contents is an interesting area of research with many potential applications. In particular, interactive television (iTV) offers users the opportunity of accessing a huge amount of contents, ranging from general to specialized ones. As a consequence, the exploration of such contents must be supported in some way. In this paper, we present an innovative approach that integrates some recent methodologies and technologies developed in different areas of Artificial Intelligence and the Web: user-model-based adaptation, social networking, semantic annotation, and content sharing. We show how the integration of these technologies can provide interesting opportunities for a new approach to content navigation and discovery based on the possibility of exploring personalized networks of contents, users and concepts. Also, we focus on the specific goal of designing a platform for accessing iTV contents with the aim of providing the user with many alternative ways of exploring and discovering potentially interesting videos. After discussing the application, integrated in a project by Telecom Italia for a new paradigm of iTV, we preset the architecture we designed for integrating the methodologies discussed above.

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Footnotes
1
Folksonomies are aggregations of contents based on the terms adopted by users to annotate them.
 
2
To respect users’ privacy, each user can select which parts of the profile can be made public.
 
3
Good et al. [22] suggest that good MAE values should be near to 0.7, on a scale of values ranging from 0 to 5.
 
Literature
1.
go back to reference Ali, K., van Stam, W.: TiVo: making show recommendations using a distributed collaborative filtering architecture. In: Proceedings of the 10th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 394–401. ACM, New York (2004) Ali, K., van Stam, W.: TiVo: making show recommendations using a distributed collaborative filtering architecture. In: Proceedings of the 10th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 394–401. ACM, New York (2004)
2.
go back to reference Antoniou, G., van Harmelen, F.: A Semantic Web Primer. The MIT Press, Cambridge, Cambridge, MA (2004) Antoniou, G., van Harmelen, F.: A Semantic Web Primer. The MIT Press, Cambridge, Cambridge, MA (2004)
3.
go back to reference Balabanovi′c, M., Shoham, Y.: Fab: content-based, collaborative recommendation. Commun. ACM 40(3), 66–72 (1997)CrossRef Balabanovi′c, M., Shoham, Y.: Fab: content-based, collaborative recommendation. Commun. ACM 40(3), 66–72 (1997)CrossRef
4.
go back to reference Baca, M., Holtzman, H.: Television meets Facebook: social networks through consumer electronics. In: Adj. Proceedings of the 6th European Conference on Interactive Television, pp. 35–36 (2008) Baca, M., Holtzman, H.: Television meets Facebook: social networks through consumer electronics. In: Adj. Proceedings of the 6th European Conference on Interactive Television, pp. 35–36 (2008)
5.
go back to reference Bellekens, P., van der Sluijs, K., Aroyo, L., Houben, G.: Convergence of Web and TV broadcast data for adaptive content access and navigation. In: Proceedings of the 5th International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems, pp. 361–365. Springer, Berlin (2008) Bellekens, P., van der Sluijs, K., Aroyo, L., Houben, G.: Convergence of Web and TV broadcast data for adaptive content access and navigation. In: Proceedings of the 5th International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems, pp. 361–365. Springer, Berlin (2008)
6.
go back to reference Belli, A., Geymonat, M., Perrero, M., Simeoni, R., Badella, M.: Dynamic TV: the long tail applied to a broadband-broadcast integration. In: Lekakos, G., Chorianopoulos, K., Doukidis, G. (eds.) Interactive digital television—technologies and applications, pp. 1–17. IGI Publishing, Hershey, New York (2008) Belli, A., Geymonat, M., Perrero, M., Simeoni, R., Badella, M.: Dynamic TV: the long tail applied to a broadband-broadcast integration. In: Lekakos, G., Chorianopoulos, K., Doukidis, G. (eds.) Interactive digital television—technologies and applications, pp. 1–17. IGI Publishing, Hershey, New York (2008)
7.
go back to reference Blanco-Fernandez, Y., Pazos-Arias, J.J., Lopez-Nores, M., Gil-Solla, A., Ramos-Cabrer, M.: AVATAR: an improved solution for personalized TV based on semantic interface. In: IEEE Consumer Electronics, pp. 145–146 (2006) Blanco-Fernandez, Y., Pazos-Arias, J.J., Lopez-Nores, M., Gil-Solla, A., Ramos-Cabrer, M.: AVATAR: an improved solution for personalized TV based on semantic interface. In: IEEE Consumer Electronics, pp. 145–146 (2006)
8.
go back to reference Blanco-Fernández, Y., Pazos-Arias, J.J., Gil-Solla, A., Ramos-Cabrer, M., López-Nores, M.: Broadcasting and personalization of user-generated contents in DVB-H mobile networks. Multimedia Syst. 15(3), 173–185 (2009) Blanco-Fernández, Y., Pazos-Arias, J.J., Gil-Solla, A., Ramos-Cabrer, M., López-Nores, M.: Broadcasting and personalization of user-generated contents in DVB-H mobile networks. Multimedia Syst. 15(3), 173–185 (2009)
9.
go back to reference Boertjes, E.: ConnecTV: share the experience. In: Adj. Proceedings of the 5th European Conference on Interactive Television. pp. 139–140 (2007) Boertjes, E.: ConnecTV: share the experience. In: Adj. Proceedings of the 5th European Conference on Interactive Television. pp. 139–140 (2007)
10.
go back to reference Bruns, A.: Blogs, Wikipedia, Second Life, and Beyond: From Production to Produsage. Peter Lang, New York (2008) Bruns, A.: Blogs, Wikipedia, Second Life, and Beyond: From Production to Produsage. Peter Lang, New York (2008)
11.
go back to reference Brusilovsky, P., Kobsa, A., Nejdl, W.: The Adaptive Web, Methods and Strategies of Web Personalization. Springer-Verlag, Berlin (2007) Brusilovsky, P., Kobsa, A., Nejdl, W.: The Adaptive Web, Methods and Strategies of Web Personalization. Springer-Verlag, Berlin (2007)
12.
go back to reference Bueno, D., Conejo, R., Martín, D., León, G., Recuenco, JG.: What Can I Watch on TV Tonight? In: Proceedings of the 5th International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems, pp. 271-274. Springer, Berlin (2008) Bueno, D., Conejo, R., Martín, D., León, G., Recuenco, JG.: What Can I Watch on TV Tonight? In: Proceedings of the 5th International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems, pp. 271-274. Springer, Berlin (2008)
13.
go back to reference Burke, R.: Hybrid recommender systems: Survey and experiments. User Model. User-Adapt. Interact. 12(4), 331–370 (2002)MATHCrossRef Burke, R.: Hybrid recommender systems: Survey and experiments. User Model. User-Adapt. Interact. 12(4), 331–370 (2002)MATHCrossRef
14.
go back to reference Carmagnola, F., Cena, F., Console, L., Cortassa, O., Gena, C., Goy, A., Torre, I., Toso, A., Vernero, F.: Tag-based user modeling for social multi-device adaptive guides. User Model. User Adapt. Interact. (Special Issue on Personalizing Cultural Heritage Exploration) 18(3), 478–506 (2007) Carmagnola, F., Cena, F., Console, L., Cortassa, O., Gena, C., Goy, A., Torre, I., Toso, A., Vernero, F.: Tag-based user modeling for social multi-device adaptive guides. User Model. User Adapt. Interact. (Special Issue on Personalizing Cultural Heritage Exploration) 18(3), 478–506 (2007)
15.
go back to reference Carmagnola, F., Cena, F., Gena, C., Torre, I.: Towards a tag-based user model: how can user model benefit from tag. In: Proceeding of the 11th International Conference on User Modeling, pp. 445–449. Springer, Berlin (2007) Carmagnola, F., Cena, F., Gena, C., Torre, I.: Towards a tag-based user model: how can user model benefit from tag. In: Proceeding of the 11th International Conference on User Modeling, pp. 445–449. Springer, Berlin (2007)
16.
go back to reference Cena, F., Console, L., Gena, C., Goy, A., Levi, G., Modeo, S., Torre, I.: Integrating heterogeneous adaptation techniques to build a flexible and usable mobile tourist guide. AI Commun. 19(4), 369–384 (2006)MathSciNetMATH Cena, F., Console, L., Gena, C., Goy, A., Levi, G., Modeo, S., Torre, I.: Integrating heterogeneous adaptation techniques to build a flexible and usable mobile tourist guide. AI Commun. 19(4), 369–384 (2006)MathSciNetMATH
17.
go back to reference Coyle, M., Freyne, J., Brusilovsky, P., Smyth, B.: Social information access for the rest of us: an exploration of social YouTube. In: Proceedings of the 5th International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems, pp. 93-102. Springer, Berlin (2008) Coyle, M., Freyne, J., Brusilovsky, P., Smyth, B.: Social information access for the rest of us: an exploration of social YouTube. In: Proceedings of the 5th International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems, pp. 93-102. Springer, Berlin (2008)
18.
go back to reference Das, D., ter Horst, H.:Recommender Systems for TV. In: Technical Report WS-98-08. The AAAI Press, Menlo Park, California, 35–36 (1998) Das, D., ter Horst, H.:Recommender Systems for TV. In: Technical Report WS-98-08. The AAAI Press, Menlo Park, California, 35–36 (1998)
19.
go back to reference Etzler, L., Guercio, E., Montanari, R., Perrero, M., Rapp, A., Simeoni, R., Tesauri, F.: Innovative TV: from an old standard to a new concept of interactive TV—an Italian job. In: Proceedings of the 12th International Conference on Human–Computer Interaction, pp. 971–980. Springer, Berlin (2007) Etzler, L., Guercio, E., Montanari, R., Perrero, M., Rapp, A., Simeoni, R., Tesauri, F.: Innovative TV: from an old standard to a new concept of interactive TV—an Italian job. In: Proceedings of the 12th International Conference on Human–Computer Interaction, pp. 971–980. Springer, Berlin (2007)
20.
go back to reference Ganascia, J., Madeira, C., Fouladi, K.: An adaptive cartography of DTV programs. In: Proceedings of the 6th European Conference on Interactive Television, pp. 253–263. Springer, Berlin (2008) Ganascia, J., Madeira, C., Fouladi, K.: An adaptive cartography of DTV programs. In: Proceedings of the 6th European Conference on Interactive Television, pp. 253–263. Springer, Berlin (2008)
21.
go back to reference Ghittino, A., Iatrino, A., Modeo, S.: Living@Room: a support for direct sociability through interactive TV. In: Proceedings of the 5th European Conference on Interactive Television, pp. 131–132. Springer, Berlin (2007) Ghittino, A., Iatrino, A., Modeo, S.: Living@Room: a support for direct sociability through interactive TV. In: Proceedings of the 5th European Conference on Interactive Television, pp. 131–132. Springer, Berlin (2007)
22.
go back to reference Good, N., Schafer, J.B., Konstan, J.A., Borchers, A., Sarwar, B.M., Herlocker, J.L., Riedl, J.: Combining collaborative filtering with personal agents for better recommendations. In: Proceedings of the Eleventh Conference on Innovative Applications of Artificial Intelligence, pp. 439–446. AAAI Press, Menlo Park (1999) Good, N., Schafer, J.B., Konstan, J.A., Borchers, A., Sarwar, B.M., Herlocker, J.L., Riedl, J.: Combining collaborative filtering with personal agents for better recommendations. In: Proceedings of the Eleventh Conference on Innovative Applications of Artificial Intelligence, pp. 439–446. AAAI Press, Menlo Park (1999)
23.
go back to reference Harrison, C., Amento, B.: CollaboraTV—Making Tv social again. In: Adj. Proceedings of the 5th European Conference on Interactive Television, pp. 137–138. Springer, Berlin (2007) Harrison, C., Amento, B.: CollaboraTV—Making Tv social again. In: Adj. Proceedings of the 5th European Conference on Interactive Television, pp. 137–138. Springer, Berlin (2007)
24.
go back to reference Harrison, C., Amento, B., Stead, L.: iEPG: an ego-centric electronic program guide and recommendation interface. In: Proceedings of the 1st International Conference on Designing Interactive User Experiences for TV and Video, pp. 23–26. ACM, New York (2008) Harrison, C., Amento, B., Stead, L.: iEPG: an ego-centric electronic program guide and recommendation interface. In: Proceedings of the 1st International Conference on Designing Interactive User Experiences for TV and Video, pp. 23–26. ACM, New York (2008)
25.
go back to reference Hemmeryckx-Deleersnijder, B., Thorne, J.M.: Awareness and conversational context sharing to enrich TV based communication. Comp. Entertain. 6(1 (2008). doi:10.1145/1350843.1350850 Hemmeryckx-Deleersnijder, B., Thorne, J.M.: Awareness and conversational context sharing to enrich TV based communication. Comp. Entertain. 6(1 (2008). doi:10.​1145/​1350843.​1350850
26.
go back to reference Herlocker, J.L., Konstan, J.A., Terveen, L.G., Riedl, J.T.: Evaluating collaborative filtering recommender systems. ACM Trans. Inform. Syst. 22(1), 5–53 (2004)CrossRef Herlocker, J.L., Konstan, J.A., Terveen, L.G., Riedl, J.T.: Evaluating collaborative filtering recommender systems. ACM Trans. Inform. Syst. 22(1), 5–53 (2004)CrossRef
27.
go back to reference Kay, J., Kummerfeld, B., Lauder, P., Personis: A server for user models. In: Proceedings of the 2nd International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems, pp. 203–212. Springer, Berlin (2002) Kay, J., Kummerfeld, B., Lauder, P., Personis: A server for user models. In: Proceedings of the 2nd International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems, pp. 203–212. Springer, Berlin (2002)
28.
go back to reference Kobsa, A., Koenemann, J., Pohl, W.: Personalized hypermedia presentation techniques for improving online customer relationships. Knowledge Eng Rev 16(2), 111–155 (2001)MATHCrossRef Kobsa, A., Koenemann, J., Pohl, W.: Personalized hypermedia presentation techniques for improving online customer relationships. Knowledge Eng Rev 16(2), 111–155 (2001)MATHCrossRef
29.
go back to reference Resnick, P., Iacovou, N., Suchak, M., Bergstrom, P., Riedl, J.: GroupLens: an open architecture for collaborative filtering of netnews. In: Proceedings of the ACM Conference on Computer Supported Cooperative Work, pp. 175–186. ACM, New York (1994) Resnick, P., Iacovou, N., Suchak, M., Bergstrom, P., Riedl, J.: GroupLens: an open architecture for collaborative filtering of netnews. In: Proceedings of the ACM Conference on Computer Supported Cooperative Work, pp. 175–186. ACM, New York (1994)
30.
go back to reference Roventini, A., Alonge A., Calzolari N., Magnini B., Bertagna F.: ItalWordNet: a large semantic database for Italian. In: Proceedings of the 2nd International Conference on Language Resources and Evaluation, pp. 783–790. ELRA, Paris (2000) Roventini, A., Alonge A., Calzolari N., Magnini B., Bertagna F.: ItalWordNet: a large semantic database for Italian. In: Proceedings of the 2nd International Conference on Language Resources and Evaluation, pp. 783–790. ELRA, Paris (2000)
31.
go back to reference Schonbach, K.: The hyperactive audience—still an illusion. An essay. Revisited. In: Roessler, P., Krotz, F. (eds.) Mythen der Mediengesellshaft—the media society and its myths, pp. 267–278. UVK, Constance, Germany (2005) Schonbach, K.: The hyperactive audience—still an illusion. An essay. Revisited. In: Roessler, P., Krotz, F. (eds.) Mythen der Mediengesellshaft—the media society and its myths, pp. 267–278. UVK, Constance, Germany (2005)
32.
go back to reference Shardanand, U., Maes. P.: Social information filtering: algorithms for automating word of mouth. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 210–217. ACM, New York (1995) Shardanand, U., Maes. P.: Social information filtering: algorithms for automating word of mouth. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 210–217. ACM, New York (1995)
33.
go back to reference Simeoni, R., Geymonat, M., Guercio, E., Perrero, M., Rapp, A., Tesauri, F., Montanari, R.: Where have you ended up today?—Dynamic TV and the Inter-tainment Paradigm. In: Proceedings of the 6th European Conference on Interactive Television, pp. 238–247. Springer, Berlin (2008) Simeoni, R., Geymonat, M., Guercio, E., Perrero, M., Rapp, A., Tesauri, F., Montanari, R.: Where have you ended up today?—Dynamic TV and the Inter-tainment Paradigm. In: Proceedings of the 6th European Conference on Interactive Television, pp. 238–247. Springer, Berlin (2008)
34.
go back to reference Szomszor, M., Cattuto, C., Alani, H., O’Hara, K., Baldassarri, A., Loreto. V., Servedio V.D.P.: Folksonomies, the Semantic Web, and Movie Recommendation. In: Proceeedings of the 4th European Semantic Web Conference, Bridging the Gap between Semantic Web and Web 2.0, pp. 71–85 (2007) Szomszor, M., Cattuto, C., Alani, H., O’Hara, K., Baldassarri, A., Loreto. V., Servedio V.D.P.: Folksonomies, the Semantic Web, and Movie Recommendation. In: Proceeedings of the 4th European Semantic Web Conference, Bridging the Gap between Semantic Web and Web 2.0, pp. 71–85 (2007)
35.
go back to reference van Dijk, J., Heuvelman, A., Oscar, P.: Interactive television or enhanced television? The Dutch users interest in ITV via set-top boxes. In: Proceedings of the 53rd Annual Meeting of the International Communication Association (ICA), pp. 1–15 (2003) van Dijk, J., Heuvelman, A., Oscar, P.: Interactive television or enhanced television? The Dutch users interest in ITV via set-top boxes. In: Proceedings of the 53rd Annual Meeting of the International Communication Association (ICA), pp. 1–15 (2003)
36.
go back to reference Vogl, S., Halbmayer, P., Lichtenberg, C., Rauscha, H., Rodler, D., Mullner, W.: Media space navigator: navigating video content on IPTV portals. In: Proceedings of the 6th European Conference on Interactive Television, pp. 248–252. Springer, Berlin (2008) Vogl, S., Halbmayer, P., Lichtenberg, C., Rauscha, H., Rodler, D., Mullner, W.: Media space navigator: navigating video content on IPTV portals. In: Proceedings of the 6th European Conference on Interactive Television, pp. 248–252. Springer, Berlin (2008)
Metadata
Title
Supporting content discovery and organization in networks of contents and users
Authors
F. Carmagnola
F. Cena
L. Console
P. Grillo
M. Perrero
R. Simeoni
F. Vernero
Publication date
01-06-2011
Publisher
Springer-Verlag
Published in
Multimedia Systems / Issue 3/2011
Print ISSN: 0942-4962
Electronic ISSN: 1432-1882
DOI
https://doi.org/10.1007/s00530-010-0219-4

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