References
Ahmed M, Spagna S, Huici F, Niccolini F (2013) A peek into the future: predicting the evolution of popularity in user generated content. In: Proceedings of the 6th ACM international conference web search and data mining, pp 607–616
Aiello LM, Petkos G, Martin C, Corney D, Papadopoulos S, Skraba R, Göker A, Kompatsiaris I, Jaimes A (2013) Sensing trending topics in Twitter. Trans Multimed 15(6):1268–1282. doi:10.1109/TMM.2013.2265080
Arapakis I, Barla Cambazoglu B, Lalmas M (2014) On the feasibility of predicting news popularity at cold start. In Prpc. 6th international conference, SocInfo 2014, Barcelona, Spain, 11–13 November 2014, pp 290–299
Au Yeung CM, Gibbins N, Shadbolt N (2009) Contextualising tags in collaborative tagging systems. In: HT ‘09: proceedings of 20th ACM conference on hypertext and hypermedia, pp 251–260
Becker H, Naaman M, Gravano L (2010) Learning similarity metrics for event identification in social media. In: Proceedings of the third ACM international conference on web search and data mining, WSDM ‘10. ACM, New York, pp 291–300
Cai X, Nie F, Huang H, Kamangar F (2011) Heterogeneous image feature integration via multi-modal spectral clustering. In: 2011 I.E. conference on computer vision and pattern recognition (CVPR), pp 1977–1984. doi:10.1109/CVPR.2011.5995740
Chiarandini L, Grabowicz PA, Trevisiol M, Jaimes A (2013) Leveraging browsing patterns for topic discovery and photostream recommendation. In ICWSM‘13: 7th international AAAI conference on weblogs and social media, Boston, USA
De Choudhury M, Feldman M, Amer S, Golbandi N, Lempel R, Yu C (2011) Automatic construction of travel itineraries using social breadcrumbs. Proceedings of 21st ACM conference on hypertext and hypermedia, pp 35–44
Gemmell J, Shepitsen A, Mobasher B, Burke R (2008) Personalizing navigation in folksonomies using hierarchical tag clustering. In: DaWaK ‘08: proceedings of 10th international conference on data warehousing and knowledge discovery, pp 196–205
Ginsberg J, Mohebbi MH, Patel RS, Brammer L, Smolinski MS, Brilliant L (2009) Detecting influenza epidemics using search engine query data. Nature 457:1012–1014
Girardin F, Calabrese F, Dal Fiore F, Ratti C, Blat J (2008) Digital footprinting: uncovering tourists with user-generated content. IEEE Pervasive Comput 7(4):36–43
Henrich A, Lüdecke V (2008) Determining geographic representations for arbitrary concepts at query time. In: Proceedings of first international workshop on location and the web, pp 17–24
Hinze A, Voisard A (2003) Location and time-based information delivery in tourism, advances in spatial and temporal databases. Lect Notes Comput Sci 2750:489–507
Jeon J, Lavrenko V, Manmatha R (2003) Automatic image annotation and retrieval using cross-media relevance models. Proceedings of 26th annual international ACM SIGIR conference on research and development in information retrieval, pp 119–126
Jin X, Gallagher A, Cao L, Luo J, Han J (2010) The wisdom of social multimedia: using Flickr for prediction and forecast. MM ‘10 proceedings of international conference on multimedia, pp 1235–1244
Kalantidis Y, Tolias G, Avrithis Y, Phinikettos M, Spyrou E, Mylonas P, Kollias S (2011) VIRaL: visual image retrieval and localization. Multimed Tools Appl 51(2):555–592
Kendall T, Zhou D (2009) Leveraging information in a social network for inferential targeting of advertisements, US Patent App. 12/419,958
Kennedy LS, Naaman M, Ahern S, Nair R, Rattenbury T (2007) How Flickr helps us make sense of the world: context and content in community-contributed media collections. In: Proceedings of the ACM multimedia ‘07, pp 631–640
Li J, Wang JZ (2003) Automatic linguistic indexing of pictures by a statistical modeling approach. IEEE Trans Pattern Anal Mach Intell 25:1075–1088
Lin YR, Candan KS, Sundaram H, Xie L (2011) Scent: scalable compressed monitoring of evolving multi-relational social networks. ACM Trans Multimedia Comput Commun App 2(3):1–25
Liu D, Hua XS, Wang M, Zhang HJ (2010) Retagging social images based on visual and semantic consistency. In: Proceedings of 19th international conference on world wide web, WWW’10, pp 1149–1150
Macskassy SA, Provost F (2007) Classification in networked data: a toolkit and a univariate case study. J Mach Learn Res 8:935–983
Martin-Borregon D, Aiello LM, Grabowicz P, Jaimes A, Baeza-Yates R (2014) Characterization of online groups along space, time, and social dimensions. EPJ Data Sci 2014:8
Nikolopoulos ., Giannakidou E, Kompatsiaris I, Patras I, Vakali A (2011, in press) Combining multi-modal features for social media analysis. In: Hoi S, Luo J, Boll S, Xu D, Jin R, King I (eds) Social media modeling and computing. Springer, Berlin, pp 71–96
Papadopoulos S, Zigkolis C, Kompatsiaris Y, Vakali A (2011a) Cluster-based landmark and event detection on tagged photo collections. IEEE Multimed 18(1):52–63
Papadopoulos S, Zigkolis C, Kapiris S, Kompatsiaris Y, Vakali A (2011b) City exploration by use of spatio-temporal analysis and clustering of user contributed photos. Demo paper in ACM international conference on multimedia retrieval (ICMR), pp 65:1–65:2
Petkos G, Schinas M, Papadopoulos S, Kompatsiaris I (2016) Graph-based multimodal clustering for social multimedia. Multimed Tools Appl. doi:10.1007/s11042-016-3378-2
Quack T, Leibe B, Van Gool L (2008) World-scale mining of objects and events from community photo collections. In: Proceedings of the international conference on content-based image and video retrieval, pp 47–56
Quercia D, Schifanella R, Aiello LM (2014) The shortest path to happiness: recommending beautiful, quiet and happy routes in the city. In: Proceedings of the 25th ACM conference on hypertext and social media (HT ‘14). ACM, New York, NY, USA, pp 116–125. doi:http://dx.doi.org/10.1145/2631775.2631799
Sakaki T, Okazaki M, Matsuo Y (2010) Earthquake shakes Twitter users: real-time event detection by social sensors. In: World wide web conference, pp 851–860
Schifanella R, Barrat A, Cattuto C, Markines B, Menczer F (2010) Folks in folksonomies: social link prediction from shared metadata. In: WSDM ‘10: Proceedings of the 3rd ACM international conference on web search and data mining, pp 271–280
Signorini A (2011) Swine Flu monitoring using Twitter. http://compepi.cs.uiowa.edu/ alessio/twitter − monitor − swine − flu/. Accessed 25 Oct 2011
Specia L, Motta E (2007) Integrating folksonomies with the semantic web. In: ESWC ‘07: proceedings of 4th European conference on The semantic web, pp 624–639
Tang L, Liu H (2011) Leveraging social media networks for classification. Data Min Knowl Disc 23:447–478
Tsakalidis A, Papadopoulos S, Kompatsiaris I, (2014) An ensemble model for cross-domain polarity classification on Twitter. In: Proceedings of web information systems engineering – WISE 2014, Springer, pp. 168–177
Wen Z, Lin CY (2010) On the quality of inferring interests from social neighbors. In: Proceedings of 16th ACM SIGKDD international conference on knowledge discovery and data mining (KDD’10), pp 373–382
Wu X, Ngo CW, Hauptmann AG, Tan HK (2009) Real-time near-duplicate elimination for web video search with content and context. Multimed IEEE Trans 11(2):196–207
Yang YH, Wu PT, Lee CW, Lin KH, Hsu WH, Chen HH (2008) ContextSeer: context search and recommendation at query time for shared consumer photos. In: Proceedings of the 16th ACM international conference on multimedia (MM ‘08), pp 199–208
Zhang T, Ramakrishnan R, Livny M (1996) BIRCH: an efficient data clustering method for very large databases. SIGMOD Rec 25(2):103–114
Zhou D, Bousquet O, Lal TN, Weston J, Schölkopf B (2004) Learning with local and global consistency. Adv NIPS 16:321–328
Zigkolis C, Papadopoulos S, Filippou G et al (2014) Multimed Tools Appl 70:89. doi:10.1007/s11042-012-1154-5
Acknowledgments
The work presented in this article was supported by the European Commission under contracts FP7-215453 WeKnowIt and FP7-287975 SocialSensor.
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Kompatsiaris, I., Diplaris, S., Papadopoulos, S. (2017). Collective Intelligence, Overview. In: Alhajj, R., Rokne, J. (eds) Encyclopedia of Social Network Analysis and Mining. Springer, New York, NY. https://doi.org/10.1007/978-1-4614-7163-9_106-1
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