Alessio Antonini
Ruggero G. Pensa
ABSTRACT
Searching, browsing and analyzing web contents is today a challenging problem when compared to early Internet ages. This is due to the fact that web content is multimedial, social and dynamic. Moreover, concepts referred by videos, news, comments, posts, are implicitly linked by the fact that people on the Web talks about something, somewhere at some time and these connections may change as the perception of users on the Web changes over time. We define a model for the integration of the heterogeneous and dynamic data coming from different knowledge sources (broadcasters' archives, online newspapers, blogs, web encyclopedias, social media platforms, social networks, etc.). We use a knowledge graph to model all the heterogenous aspects of the information in an homogeneous way. Through a case study on social TV, we provide a non trivial cross-domain analysis scenario on real data gathered from YouTube and Twitter, and related to an Italian TV talk show on politics, broadcasted by RAI, the Italian public-service broadcasting organization.
- S. Baccianella, A. Esuli, and F. Sebastiani. Sentiwordnet 3.0: An enhanced lexical resource for sentiment analysis and opinion mining. In Proc. LREC 2010, Valletta.Google Scholar
- B. Bara. Cognitive Pragmatics: The Mental Processes of Communication. MIT Press, 2010.Google Scholar
- I. S. Dhillon, S. Mallela, and D. S. Modha. Information-theoretic co-clustering. In Proc. of ACM SIGKDD 2003, pages 89--98, Washington, DC. Google ScholarDigital Library
- D. Dupplaw, S. Dasmahapatra, B. Hu, P. Lewis, and N. Shadbolt. A distributed, service-based framework for knowledge applications with multimedia. ACM Trans. Inf. Syst., 27(4):22:1--22:29, 2009. Google ScholarDigital Library
- P. Johnson-Laird. Mental Models. Harvard Univ Press, 1983.Google Scholar
- A. C. Kaluarachchi, D. Roychoudhury, A. S. Varde, and G. Weikum. Sitac: discovering semantically identical temporally altering concepts in text archives. In Proc. of EDBT 2011, pages 566--569, Uppsala. Google ScholarDigital Library
- H. Kopcke and E. Rahm. Frameworks for entity matching: A comparison. Data Knowl. Eng., 69(2):197--210, 2010. Google ScholarDigital Library
- A. Micarelli, F. Sciarrone, and M. Marinilli. Web document modeling. In The Adaptive Web, volume 4321 of LNCS, pages 155--192. 2007. Google ScholarDigital Library
- R. Motschnig-Pitrik. A generic framework for the modeling of contexts and its applications. Data Knowl. Eng., 32:145--180, 2000. Google ScholarDigital Library
- L. Padro and E. Stanilovsky. Freeling 3.0: Towards wider multilinguality. In Proc. LREC 2012, Istambul.Google Scholar
- J. Searle. The construction of social reality. Free Press, New York, 1995.Google Scholar
- J. R. Searle. Speech Acts: An Essay in the Philosophy of Language. Cambridge University Press, 1970.Google Scholar
- R. Valitutti and C. Strapparava. WordNet-Affect: an Affective Extension of WordNet. In In Proc. LREC 2004, pages 1083--1086, Lisbon.Google Scholar
- P. Yan and W. Jin. Improving cross-document knowledge discovery using explicit semantic analysis. In Proc. of DaWaK 2012, pages 378--389, Vienna. Google ScholarDigital Library
- Y. Yoshida, T. Hirao, T. Iwata, M. Nagata, and Y. Matsumoto. Transfer learning for multiple-domain sentiment analysis - identifying domain dependent/independent word polarity. In Proc. of AAAI 2011, San Francisco, CA.Google Scholar
- H. Zhang, Y. Song, and H.-T. Song. Construction of ontology-based user model for web personalization. In Proc. of the 11th Intl. Conf. on User Modeling, UM 2007, pages 67--76, Corfu. Google ScholarDigital Library
- Q. Zhang, Y. Wu, Y. Wu, and X. Huang. Opinion mining with sentiment graph. In Proceedings of IEEE/WIC/ACM Web Intelligence 2011, pages 249--252, Lyon. Google ScholarDigital Library
Index Terms
- MeSoOnTV: a media and social-driven ontology-based TV knowledge management system
Recommendations
Uses and gratifications of social networking sites for bridging and bonding social capital
Applying uses and gratifications theory (UGT) and social capital theory, our study examined users of four social networking sites (SNSs) (Facebook, Twitter, Instagram, and Snapchat), and their influence on online bridging and bonding social capital. ...
Celebrity's self-disclosure on Twitter and parasocial relationships
This study investigated how celebrities' self-disclosure on personal social media accounts, particularly Twitter, affects fans' perceptions. An online survey was utilized among a sample of 429 celebrity followers on Twitter. Results demonstrated that ...
The experience of interactive storytelling: comparing “fahrenheit” with “façade”
ICEC'11: Proceedings of the 10th international conference on Entertainment ComputingAt the intersection of multimedia, artificial intelligence, and gaming technology, new visions of future entertainment media arise that approximate the “Holodeck” ® idea of interactive storytelling. We report exploratory experiments on the user ...
Comments