Abstract
In this chapter, we describe nodes in the Internet of Things can configure themselves automatically and offer personalized services to the users while protecting their privacy. We will show how privacy protection can be achieved by means of a use case. We describe DocCloud, a recommender system where users get content recommended by other users based on their personal affinities. To do this, their things connect together based on the affinities of their owners, creating a social network of similar things, and then provide the recommender system on top of this network. We present the architecture of DocCloud and analyze the security mechanisms that the system includes. Specifically, we study the properties of plausible deniability and anonymity of the recommenders and intermediate nodes. In this way, nodes can recommend products to the customers while deny any knowledge about the product they are recommending or their participation in the recommendation process.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
Vera-del-Campo, J., Hernández-Serrano, J., Pegueroles, J., Soriano, M.: Design of a p2p content recommendation system using affinity networks. Comput. Commun. 36(1), 90–104 (2012)
Euster, P., Guerraoui, R., Kermarrec, A.M., Maussoulie, L.: From epidemics to distributed computing. IEEE Comput. 37(5), 60–67 (2004)
Schifanella, R., Panisson, A., Gena, C., Ruffo, G.: Mobhinter: epidemic collaborative filtering and self-organization in mobile ad-hoc networks. In: ACM Conference on Recommender Systems pp. 27–34. ACM, New York (2008)
Hernández-Serrano, J., Vera-del-Campo, J., Pegueroles, J., Gañán, C.: Low-cost group rekeying for unattended wireless sensor networks. Wireless Netw. 19(2), 1–21 (2012)
Pouwelse, J., Yang, J., Meulpolder, M., Epema, D., Sips, H.: Buddycast: An operational peer-to-peer epidemoc protocol stack. In: 14th Annual Conference of the Advanced School for Computing and Imaging (2008)
Anglade, A., Tiemann, M., Vignoli, F.: Complex-network theoretic clustering for identifying groups of similar listeners in p2p systems. In: RecSys ’07: Proceedings of the ACM Conference on Recommender Systems pp. 41–48. ACM, New York (2007)
Vera-del-Campo, J., Hernández-Serrano, J., Pegueroles, J.: Profile-based searches on p2p social networks. In: The Ninth International Conference on Networks, ICN. (2010)
Gentry, C., Ramzan, Z.: Single-database private information retrieval with constant communication rate. In: Automata, Languages and Programming. Lecture Notes in Computer Science, vol. 3580/2005, pp. 803–815. Springer, Berlin Heidelberg (2005)
Vera-del-Campo, J., Hernández-Serrano, J., Pegueroles, J.: Scfs: Design and implementation of a secure distributed filesystem. SECRYPT. (2008)
Manning, C.D., Raghadan, P., Schütze, H.: An Introduction to Information Retrieval. Cambridge University Press, Cambridge (2009)
Achlioptas, D.: Database-friendly random projections: Johnson-lindenstrauss with binary coins. J. Comput. Syst. Sci. 66(4), 671–687 (2003)
Liu, K., Kargupta, H., Ryan, J.: Random projection-based multiplicative data perturbation for privacy preserving distributed data mining. IEEE Trans. Knowl. Data Eng. 18(1), 92–106 (2006) (Senior Member-Kargupta, Hillol)
Vera-del-Campo, J., Hernández-Serrano, J., Pegueroles, J., Soriano, M.: Doccloud: a document recommender system on cloud computing with plausible deniability. Inform. Sci. 258, 387–402 (2014)
del Campo, J.V.: In: Semantic overlay networks for P2P systems. Ph.D. Dissertation, Universitat Politecnica de Catalunya (2012)
Jaynes, E.T.: Probability Theory: The Logic of Science: Principles and Elementary Applications. Cambridge University Press, Cambridge (2003)
Ostrovsky, R., Skeith, I.W.E.: A survey of single-database private information retrieval: techniques and applications. In: Proceedings of the 10th International Conference on Practice and Theory in Public-Key Cryptography PKC’07, pp. 393–411. Springer-Verlag, Berlin, Heidelberg (2007)
Vera-del Campo, J., González-Muro, A., Soriano, M.: Private Audio Streaming for an Automated Phone Assistance System. In: Sixth International Conference on P2P, Parallel, Grid, Cloud and Internet Computing (2011)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2015 Springer International Publishing Switzerland
About this chapter
Cite this chapter
del Campo, J.V., Pegueroles, J., Hernández Serrano, J., Soriano, M. (2015). Managing Privacy in the Internet of Things: DocCloud, a Use Case. In: Navarro-Arribas, G., Torra, V. (eds) Advanced Research in Data Privacy. Studies in Computational Intelligence, vol 567. Springer, Cham. https://doi.org/10.1007/978-3-319-09885-2_24
Download citation
DOI: https://doi.org/10.1007/978-3-319-09885-2_24
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-09884-5
Online ISBN: 978-3-319-09885-2
eBook Packages: EngineeringEngineering (R0)