Subconscious Social Computational Intelligence
The success of social network Web services mediating social interactions, as well as the increasing observation capabilities of human interactions in real life, has prompted the emergence of new computational paradigms, namely social computing, computational social science, and social intelligence. Subconscious social intelligence appears when the social network service is able to provide solutions, generated by a hidden intelligent layer, to problems posed by the social player. This paper discusses some features of subconscious social intelligence and ensuing challenges for machine learning systems implementing the hidden intelligent layer.
KeywordsSocial computing Social intelligence Subconscious reasoning Learning systems
Work performed under Grant agreement 317947 of the EU, SandS project, the research and funds unit UFI11/07 of the UPV/EHU, and university research group Grant IT874-13 from the Basque Country Government.
- 1.B. Apolloni, M. Fiasche, G. Galliani, C. Zizzo, G. Caridakis, G. Siolas, S. Kollias, M. Grana-Romay, F. Barriento, and S. San-Jose. Social things - the sands instantiation. In Internet of Things: Smart Objects and Services IoT-SoS 2013. IEEE PRESS, 2013.Google Scholar
- 2.D. Lazer et al. Computational social science. Science, 323(5915):721–723, 2009.Google Scholar
- 3.M. Grana, B. Apolloni, M. Fiasche, G. Galliani, C. Zizzo, G. Caridakis, G. Siolas, S. Kollias, F. Barriento, and S. San Jose. Social and smart: towards an instance of subconscious social intelligence. In H. Papadopoulos L. Iliadis and C. Jayne (Eds.), editors, EANN 2013, volume part II, pages 302-3011. Springer Berlin Heidelberg, 2013.Google Scholar
- 4.M Grana and I Rebollo. Instances of subconscious social intelligent computing. In CASON 2013. IEEE PRESS, 2013.Google Scholar
- 5.W. Mao, A. Tuzhilin, and J. Gratch. Social and economic computing. IEEE Intelligent Systems, 26(6):19-21, 2011.Google Scholar
- 6.M. Grana I. Marques, A. Savio, and B. Apolloni. A domestic application of intelligent social computing: the sands project. In SOCO 2013. Springer Berlin Heidelberg, 2013.Google Scholar
- 7.Ognjen Scekic, Hong-Linh Truong, and Schahram Dustdar. Incentives and rewarding in social computing. Communications of the ACM, 56(6):72-82, 2013.Google Scholar
- 8.F.-Y. Wang, K.M. Carley, D. Zeng, and W. Mao. Social computing: From social informatics to social intelligence. Intelligent Systems, IEEE, 22(2):79-83, 2007.Google Scholar