Abstract
We propose a novel Layered secret sharing scheme and its application to Online Social Networks (OSNs). In current, commercially offered OSNs, access to users’ profile information is managed by the service provider e.g. Facebook or Google+, based on the user defined privacy settings. A limited set of rules such as those governing the creation of groups of friends as defined by the user (e.g. circles, friend groups or lists) allow the users to define different levels of privacy, however they are arguably complex and rely on a trusted third party (the service provider) to ensure compliance. The proposed scheme enables automated profile sharing in OSN groups with fine grained privacy control, via a multi-secret sharing scheme comprising layered shares, created from user’s profile attributes (multiple secrets), that are distributed to group members; with no reliance on a trusted third party. The scheme can be implemented via e.g. a browser plugin, enabling automation of all operations for OSN users. We study the security of the scheme against attacks aiming to acquire knowledge about user’s profile. We also provide a theoretical analysis of the resulting level of protection for specific (privacy sensitive) attributes of the profile.
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References
Anderson, J., Diaz, C., Bonneau, J., Stajano, F.: Privacy-enabling social networking over untrusted networks. In: WOSN ’09, pp. 1–6. ACM (2009)
Baden, R., Bender, A., Spring, N., Bhattacharjee, B., Starin, D.: Persona: an online social network with user-defined privacy. SIGCOMM 39(4), 135–146 (2009)
Beimel, A.: Secret-sharing schemes: a survey. In: Chee, Y.M., Guo, Z., Ling, S., Shao, F., Tang, Y., Wang, H., Xing, C. (eds.) IWCC 2011. LNCS, vol. 6639, pp. 11–46. Springer, Heidelberg (2011)
Blundo, C., Santis, A.D., Vaccaro, U.: Efficient sharing of many secrets. In: Enjalbert, P., Wagner, K.W., Finkel, A. (eds.) STACS 1993. LNCS, vol. 665. Springer, Heidelberg (1993)
Buchegger, S., Schiöberg, D., Vu, L.-H., Datta, A.: Peerson: P2p social networking: early experiences and insights. In: SNS ’09, pp. 46–52. ACM (2009)
Cazabet, R., Leguistin, M., Amblard, F.: Automated community detection on social networks: useful? efficient? asking the users. In: ACM WI&C (2012)
Chan, C.-W., Chang, C.-C.: A scheme for threshold multi-secret sharing. Appl. Math. Comput. 166(1), 1–14 (2005)
Guha, S., Tang, K., Francis, P.: Noyb: privacy in online social networks. In: WOSN ’08, pp. 49–54. ACM (2008)
Jahid, S., Mittal, P., Borisov, N.: Easier: encryption-based access control in social networks with efficient revocation. In: ASIACCS ’11, pp. 411–415. ACM, New York (2011)
Liu, Y., Gummadi, K.P., Krishnamurthy, B., Mislove, A.: Analyzing Facebook privacy settings: user expectations vs. reality. In: 2011 ACM SIGCOMM Conference on Internet Measurement Conference, ACM IMC 2011 (2011)
Narayanan, A., Shmatikov, V.: Myths and fallacies of "personally identifiable information". Commun. ACM 53(6), 24–26 (2010)
Pang, L.-J., Wang, Y.-M.: A new (t, n) multi-secret sharing scheme based on shamir’s secret sharing. Appl. Math. Comput. 167, 840–848 (2005)
Rabin, M.O.: Efficient dispersal of information for security, load balancing, and fault tolerance. J. ACM 36(2), 335–348 (1989)
Shamir, A.: How to share a secret. Commun. ACM 22(11), 612–613 (1979)
Ugander, J., Karrer, B., Backstrom, L., Marlow, C.: The anatomy of the Facebook social graph. CoRR, abs/1111.4503 (2011)
Viswanath, B., Mislove, A., Cha, M., Gummadi, K.P.: On the evolution of user interaction in Facebook. In: WOSN (2009)
Wang, F., Gu, L., Zheng, S., Yang, Y., Hu, Z.: A novel verifiable dynamic multi-policy secret sharing scheme. In: ICACT’10, pp. 1474–1479. IEEE Press (2010)
Waseda, A., Soshi, M.: Consideration for multi-threshold multi-secret sharing schemes. In: ISITA 2012, pp. 265–269, Oct 2012
Yamamoto, H.: Secret sharing system using (k, l, n) threshold scheme. Electron. Commun. Jpn. (Part I: Commun.) 69(9), 46–54 (1986)
Yang, C.-C., Chang, T.-Y., Hwang, M.-S.: A (t, n) multi-secret sharing scheme. Appl. Math. Comput. 151(2), 483–490 (2004)
Yildiz, H., Kruegel, C.: Detecting social cliques for automated privacy control in online social networks. In: IEEE International Conference on Pervasive Computing and Communications Workshops, pp. 353–359 (2012)
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© 2014 Institute for Computer Sciences, Social Informatics and Telecommunications Engineering
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Smith, G., Boreli, R., Kaafar, M.A. (2014). A Layered Secret Sharing Scheme for Automated Profile Sharing in OSN Groups. In: Stojmenovic, I., Cheng, Z., Guo, S. (eds) Mobile and Ubiquitous Systems: Computing, Networking, and Services. MobiQuitous 2013. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, vol 131. Springer, Cham. https://doi.org/10.1007/978-3-319-11569-6_38
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DOI: https://doi.org/10.1007/978-3-319-11569-6_38
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