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Volumn 10177 LNCS, Issue , 2017, Pages 576-591

When differential privacy meets randomized perturbation: A hybrid approach for privacy-preserving recommender system

Author keywords

Differential privacy; Privacy preserving; Randomized perturbation; Recommender systems

Indexed keywords

DATA PRIVACY; DATABASE SYSTEMS; SENSITIVITY ANALYSIS;

EID: 85029107074     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-319-55753-3_36     Document Type: Conference Paper
Times cited : (35)

References (18)
  • 1
    • 85027276871 scopus 로고    scopus 로고
    • A practical privacy-preserving recommender system. Data Sci
    • Badsha, S., Yi, X., Khalil, I.: A practical privacy-preserving recommender system. Data Sci. Eng. 1(3), 161-177 (2016)
    • (2016) Eng , vol.1 , Issue.3 , pp. 161-177
    • Badsha, S.1    Yi, X.2    Khalil, I.3
  • 2
    • 49749086487 scopus 로고    scopus 로고
    • Scalable collaborative filtering with jointly derived neighborhood interpolation weights
    • Bell, R.M., Koren, Y.: Scalable collaborative filtering with jointly derived neighborhood interpolation weights. In: ICDM, pp. 43-52 (2007)
    • (2007) ICDM , pp. 43-52
    • Bell, R.M.1    Koren, Y.2
  • 4
    • 33745556605 scopus 로고    scopus 로고
    • Calibrating noise to sensitivity in private data analysis
    • Halevi, S., Rabin, T. (eds.), Springer, Heidelberg
    • Dwork, C., McSherry, F., Nissim, K., Smith, A.: Calibrating noise to sensitivity in private data analysis. In: Halevi, S., Rabin, T. (eds.) TCC 2006. LNCS, vol. 3876, pp. 265-284. Springer, Heidelberg (2006). doi:10.1007/11681878_14
    • (2006) TCC 2006. LNCS , vol.3876 , pp. 265-284
    • Dwork, C.1    McSherry, F.2    Nissim, K.3    Smith, A.4
  • 5
    • 84874800178 scopus 로고
    • A public key cryptosystem and a signature scheme based on discrete logarithms
    • Elgamal, T.: A public key cryptosystem and a signature scheme based on discrete logarithms. IEEE Trans. Inf. Theory 31(4), 469-472 (1985)
    • (1985) IEEE Trans. Inf. Theory , vol.31 , Issue.4 , pp. 469-472
    • Elgamal, T.1
  • 6
    • 84861133582 scopus 로고    scopus 로고
    • Generating private recommendations efficiently using homomorphic encryption and data packing
    • Erkin, Z., Veugen, T., Toft, T., Lagendijk, R.L.: Generating private recommendations efficiently using homomorphic encryption and data packing. IEEE Trans. Inf. Forensics Secur. 7(3), 1053-1066 (2012)
    • (2012) IEEE Trans. Inf. Forensics Secur , vol.7 , Issue.3 , pp. 1053-1066
    • Erkin, Z.1    Veugen, T.2    Toft, T.3    Lagendijk, R.L.4
  • 7
    • 84977935627 scopus 로고    scopus 로고
    • D 2 p: Distance-based differential privacy in recommenders
    • Guerraoui, R., Kermarrec, A.M., Patra, R., Taziki, M.: D 2 p: distance-based differential privacy in recommenders. VLDB 8(8), 862-873 (2015)
    • (2015) VLDB , vol.8 , Issue.8 , pp. 862-873
    • Guerraoui, R.1    Kermarrec, A.M.2    Patra, R.3    Taziki, M.4
  • 8
  • 9
    • 84950257886 scopus 로고    scopus 로고
    • A secure and efficient framework for privacy preserving social recommendation
    • Cheng, R., Cui, B., Zhang, Z., Cai, R., Xu, J. (eds.), Springer, Cham
    • Liu, S., Liu, A., Liu, G., Li, Z., Xu, J., Zhao, P., Zhao, L.: A secure and efficient framework for privacy preserving social recommendation. In: Cheng, R., Cui, B., Zhang, Z., Cai, R., Xu, J. (eds.) APWeb 2015. LNCS, vol. 9313, pp. 781-792. Springer, Cham (2015). doi:10.1007/978-3-319-25255-1_64
    • (2015) Apweb 2015. LNCS , vol.9313 , pp. 781-792
    • Liu, S.1    Liu, A.2    Liu, G.3    Li, Z.4    Xu, J.5    Zhao, P.6    Zhao, L.7
  • 10
    • 84991628197 scopus 로고    scopus 로고
    • Applet: A privacypreserving framework for location-aware recommender system
    • Ma, X., Li, H., Ma, J., Jiang, Q., Gao, S., Xi, N., Lu, D.: Applet: a privacypreserving framework for location-aware recommender system. Sci. China Inf. Sci. 60(9), 092101 (2017)
    • (2017) Sci. China Inf. Sci , vol.60 , Issue.9
    • Ma, X.1    Li, H.2    Ma, J.3    Jiang, Q.4    Gao, S.5    Xi, N.6    Lu, D.7
  • 11
    • 84455177094 scopus 로고    scopus 로고
    • Personalized social recommendations: Accurate or private
    • Machanavajjhala, A., Korolova, A., Sarma, A.D.: Personalized social recommendations: accurate or private. VLDB 4(7), 440-450 (2011)
    • (2011) VLDB , vol.4 , Issue.7 , pp. 440-450
    • Machanavajjhala, A.1    Korolova, A.2    Sarma, A.D.3
  • 12
    • 70350678967 scopus 로고    scopus 로고
    • Differentially private recommender systems: Building privacy into the netflix prize contenders
    • McSherry, F., Mironov, I.: Differentially private recommender systems: building privacy into the netflix prize contenders. In: KDD, pp. 627-636 (2009)
    • (2009) KDD , pp. 627-636
    • McSherry, F.1    Mironov, I.2
  • 14
    • 84942550998 scopus 로고    scopus 로고
    • Public-key cryptosystems based on composite degree residuosity classes
    • Stern, J. (ed.), Springer, Heidelberg
    • Paillier, P.: Public-key cryptosystems based on composite degree residuosity classes. In: Stern, J. (ed.) EUROCRYPT 1999. LNCS, vol. 1592, pp. 223-238. Springer, Heidelberg (1999). doi:10.1007/3-540-48910-X_16
    • (1999) EUROCRYPT 1999. LNCS , vol.1592 , pp. 223-238
    • Paillier, P.1
  • 15
    • 46749122242 scopus 로고    scopus 로고
    • Privacy-preserving collaborative filtering using randomized perturbation techniques
    • Polat, H., Du, W.: Privacy-preserving collaborative filtering using randomized perturbation techniques. In: ICDM, pp. 625-628 (2003)
    • (2003) ICDM , pp. 625-628
    • Polat, H.1    Du, W.2
  • 16
    • 0022882770 scopus 로고
    • How to generate and exchange secrets
    • Yao, A.C.C.: How to generate and exchange secrets. In: FOCS, pp. 162-167 (1986)
    • (1986) FOCS , pp. 162-167
    • Yao, A.C.C.1
  • 18
    • 33745432713 scopus 로고    scopus 로고
    • Deriving private information from randomly perturbed ratings
    • Zhang, S., Ford, J., Makedon, F.: Deriving private information from randomly perturbed ratings. In: SDM, pp. 59-69 (2006)
    • (2006) SDM , pp. 59-69
    • Zhang, S.1    Ford, J.2    Makedon, F.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.