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Volumn 2015-July, Issue , 2015, Pages 11-20

Crowd-ML: A Privacy-Preserving Learning Framework for a Crowd of Smart Devices

Author keywords

[No Author keywords available]

Indexed keywords

DISTRIBUTED COMPUTER SYSTEMS;

EID: 84944329186     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDCS.2015.10     Document Type: Conference Paper
Times cited : (61)

References (47)
  • 1
    • 80052696161 scopus 로고    scopus 로고
    • A survey on privacy in mobile participatory sensing applications
    • D. Christin, A. Reinhardt, S. S. Kanhere, and M. Hollick, "A Survey on Privacy in Mobile Participatory Sensing Applications," J. Syst. Softw., vol. 84, pp. 1928-1946, 2011
    • (2011) J. Syst. Softw. , vol.84 , pp. 1928-1946
    • Christin, D.1    Reinhardt, A.2    Kanhere, S.S.3    Hollick, M.4
  • 2
    • 33244461250 scopus 로고    scopus 로고
    • Privacy-preserving data mining on vertically partitioned databases
    • Springer
    • C. Dwork and K. Nissim, "Privacy-Preserving Data Mining on Vertically Partitioned Databases," in Proc. CRYPTO. Springer, 2004
    • (2004) Proc. CRYPTO
    • Dwork, C.1    Nissim, K.2
  • 3
    • 33745556605 scopus 로고    scopus 로고
    • Calibrating noise to sensitivity in private data analysis
    • Springer
    • C. Dwork, F. McSherry, K. Nissim, and A. Smith, "Calibrating noise to sensitivity in private data analysis," in Theory of Cryptography. Springer, 2006, pp. 265-284
    • (2006) Theory of Cryptography , pp. 265-284
    • Dwork, C.1    McSherry, F.2    Nissim, K.3    Smith, A.4
  • 9
    • 84982986172 scopus 로고    scopus 로고
    • Micro-blog: Sharing and querying content through mobile phones and social participation
    • S. Gaonkar, J. Li, R. R. Choudhury, L. Cox, and A. Schmidt, "Micro-Blog: Sharing and Querying Content Through Mobile Phones and Social Participation," in Proc. ACM MobiSys, 2008
    • (2008) Proc ACM MobiSys
    • Gaonkar, S.1    Li, J.2    Choudhury, R.R.3    Cox, L.4    Schmidt, A.5
  • 13
    • 84864363274 scopus 로고    scopus 로고
    • How long to wait? Predicting bus arrival time with mobile phone based participatory sensing
    • P. Zhou, Y. Zheng, and M. Li, "How Long to Wait? Predicting Bus Arrival Time with Mobile Phone based Participatory Sensing," in Proc. ACM MobiSys, 2012
    • (2012) Proc ACM MobiSys
    • Zhou, P.1    Zheng, Y.2    Li, M.3
  • 14
    • 84881311778 scopus 로고    scopus 로고
    • A survey on human activity recognition using wearable sensors
    • O. D. Lara and M. A. Labrador, "A survey on human activity recognition using wearable sensors," Communications Surveys & Tutorials, IEEE, vol. 15, No. 3, pp. 1192-1209, 2013
    • (2013) Communications Surveys & Tutorials IEEE , vol.15 , Issue.3 , pp. 1192-1209
    • Lara, O.D.1    Labrador, M.A.2
  • 18
    • 84881178016 scopus 로고    scopus 로고
    • Leveraging graphical models to improve accuracy and reduce privacy risks of mobile sensing
    • A. Parate, M.-C. Chiu, D. Ganesan, and B. M. Marlin, "Leveraging Graphical Models to Improve Accuracy and Reduce Privacy Risks of Mobile Sensing," in Proc. ACM MobiSys, 2013
    • (2013) Proc ACM MobiSys
    • Parate, A.1    Chiu, M.-C.2    Ganesan, D.3    Marlin, B.M.4
  • 19
    • 84864330137 scopus 로고    scopus 로고
    • ACE: Exploiting correlation for energy-efficient and continuous context sensing
    • S. Nath, "ACE: Exploiting Correlation for Energy-Efficient and Continuous Context Sensing," in Proc. ACM MobiSys, 2012
    • (2012) Proc ACM MobiSys
    • Nath, S.1
  • 20
    • 85162387277 scopus 로고    scopus 로고
    • Distributed delayed stochastic optimization
    • A. Agarwal and J. C. Duchi, "Distributed delayed stochastic optimization." in Proc. NIPS, 2011, pp. 873-881
    • (2011) Proc. NIPS , pp. 873-881
    • Agarwal, A.1    Duchi, J.C.2
  • 22
    • 84897680504 scopus 로고    scopus 로고
    • Stochastic gradient descent with differentially private updates
    • S. Song, K. Chaudhuri, and A. D. Sarwate, "Stochastic gradient descent with differentially private updates," in Proc. IEEE GlobalSIP, 2013
    • (2013) Proc IEEE GlobalSIP
    • Song, S.1    Chaudhuri, K.2    Sarwate, A.D.3
  • 23
    • 67650320950 scopus 로고    scopus 로고
    • A survey of computational location privacy
    • J. Krumm, "A survey of computational location privacy," Personal and Ubiquitous Computing, vol. 13, No. 6, pp. 391-399, 2009
    • (2009) Personal and Ubiquitous Computing , vol.13 , Issue.6 , pp. 391-399
    • Krumm, J.1
  • 24
    • 0036811662 scopus 로고    scopus 로고
    • K-Anonymity: A model for protecting privacy
    • L. Sweeney, "k-Anonymity: A Model for Protecting Privacy," Int. J. Uncertainty, Fuzziness, Knowl. Syst., vol. 10, No. 5, pp. 557-570, 2002
    • (2002) Int. J. Uncertainty, Fuzziness, Knowl. Syst. , vol.10 , Issue.5 , pp. 557-570
    • Sweeney, L.1
  • 25
    • 0020312165 scopus 로고    scopus 로고
    • Protocols for secure computations
    • IEEE
    • A. C. Yao, "Protocols for secure computations," in 2013 IEEE Symp. Found. Comp. Sci. IEEE, 1982, pp. 160-164
    • 2013 IEEE Symp. Found. Comp. Sci , vol.1982 , pp. 160-164
    • Yao, A.C.1
  • 26
    • 77951201056 scopus 로고    scopus 로고
    • Privacy-preserving data publishing: A survey of recent developments
    • B. Fung, K. Wang, R. Chen, and P. S. Yu, "Privacy-preserving data publishing: A survey of recent developments," ACM Comp. Surveys (CSUR), vol. 42, No. 4, p. 14, 2010
    • (2010) ACM Comp. Surveys (CSUR) , vol.42 , Issue.4 , pp. 14
    • Fung, B.1    Wang, K.2    Chen, R.3    Yu, P.S.4
  • 27
    • 65449162734 scopus 로고    scopus 로고
    • Composition attacks and auxiliary information in data privacy
    • ACM
    • S. R. Ganta, S. P. Kasiviswanathan, and A. Smith, "Composition attacks and auxiliary information in data privacy," in Proc. ACM SIGKDD. ACM, 2008, pp. 265-273
    • (2008) Proc ACM SIGKDD. , pp. 265-273
    • Ganta, S.R.1    Kasiviswanathan, S.P.2    Smith, A.3
  • 28
    • 70849116921 scopus 로고    scopus 로고
    • Privacy integrated queries: An extensible platform for privacy-preserving data analysis
    • ACM
    • F. D. McSherry, "Privacy integrated queries: an extensible platform for privacy-preserving data analysis," in Proc. ACM SIGMOD. ACM, 2009, pp. 19-30
    • (2009) Proc ACM SIGMOD. , pp. 19-30
    • McSherry, F.D.1
  • 29
    • 79955858775 scopus 로고    scopus 로고
    • Differentially private empirical risk minimization
    • K. Chaudhuri, C. Monteleoni, and A. D. Sarwate, "Differentially private empirical risk minimization," JMLR, vol. 12, pp. 1069-1109, 2011
    • (2011) JMLR , vol.12 , pp. 1069-1109
    • Chaudhuri, K.1    Monteleoni, C.2    Sarwate, A.D.3
  • 32
    • 84872521733 scopus 로고    scopus 로고
    • Stochastic gradient descent tricks
    • Springer
    • L. Bottou, "Stochastic gradient descent tricks," in Neural Networks: Tricks of the Trade. Springer, 2012, pp. 421-436
    • (2012) Neural Networks: Tricks of the Trade , pp. 421-436
    • Bottou, L.1
  • 33
    • 0000016172 scopus 로고
    • A stochastic approximation method
    • H. Robbins and S. Monro, "A stochastic approximation method," Annal Math. Stat., pp. 400-407, 1951
    • (1951) Annal Math. Stat. , pp. 400-407
    • Robbins, H.1    Monro, S.2
  • 34
    • 0013309537 scopus 로고    scopus 로고
    • Online learning and stochastic approximations
    • L. Bottou, "Online learning and stochastic approximations," On-line learning in neural networks, vol. 17, p. 9
    • On-line Learning in Neural Networks , vol.17 , pp. 9
    • Bottou, L.1
  • 35
    • 65249121279 scopus 로고    scopus 로고
    • Primal-dual subgradient methods for convex problems
    • Apr
    • Y. Nesterov, "Primal-dual subgradient methods for convex problems," Math. Program., vol. 120, No. 1, pp. 221-259, Apr. 2009
    • (2009) Math. Program. , vol.120 , Issue.1 , pp. 221-259
    • Nesterov, Y.1
  • 36
    • 84877725219 scopus 로고    scopus 로고
    • A stochastic gradient method with an exponential convergence rate for finite training sets
    • N. L. Roux, M. Schmidt, and F. R. Bach, "A stochastic gradient method with an exponential convergence rate for finite training sets," in Proc. NIPS, 2012, pp. 2663-2671
    • (2012) Proc. NIPS , pp. 2663-2671
    • Roux, N.L.1    Schmidt, M.2    Bach, F.R.3
  • 37
    • 80052423377 scopus 로고    scopus 로고
    • Adaptive subgradient methods for online learning and stochastic optimization
    • J. Duchi, E. Hazan, and Y. Singer, "Adaptive subgradient methods for online learning and stochastic optimization," COLT 2010, p. 257, 2010
    • (2010) COLT 2010 , pp. 257
    • Duchi, J.1    Hazan, E.2    Singer, Y.3
  • 41
    • 28044456086 scopus 로고    scopus 로고
    • A discrete analogue of the laplace distribution
    • S. Inusah and T. J. Kozubowski, "A Discrete Analogue of the Laplace distribution," J. Stat. Plan. Inf., vol. 136, No. 3, pp. 1090-1102, 2006
    • (2006) J. Stat. Plan. Inf. , vol.136 , Issue.3 , pp. 1090-1102
    • Inusah, S.1    Kozubowski, T.J.2
  • 42
    • 70450197241 scopus 로고    scopus 로고
    • Robust stochastic approximation approach to stochastic programming
    • A. Nemirovski, A. Juditsky, G. Lan, and A. Shapiro, "Robust stochastic approximation approach to stochastic programming," SIAM Journal on Optimization, vol. 19, No. 4, pp. 1574-1609, 2009
    • (2009) SIAM Journal on Optimization , vol.19 , Issue.4 , pp. 1574-1609
    • Nemirovski, A.1    Juditsky, A.2    Lan, G.3    Shapiro, A.4
  • 43
    • 84897554805 scopus 로고    scopus 로고
    • Stochastic gradient descent for non-smooth optimization: Convergence results and optimal averaging schemes
    • S. Dasgupta and D. Mcallester, Eds.
    • O. Shamir and T. Zhang, "Stochastic gradient descent for non-smooth optimization: Convergence results and optimal averaging schemes," in Proceedings of the 30th International Conference on Machine Learning (ICML-13), S. Dasgupta and D. Mcallester, Eds., vol. 28, No. 1, 2013, pp. 71-79
    • (2013) Proceedings of the 30th International Conference on Machine Learning (ICML-13) , vol.28 , Issue.1 , pp. 71-79
    • Shamir, O.1    Zhang, T.2
  • 46
    • 46749128577 scopus 로고    scopus 로고
    • Mechanism design via differential privacy
    • F. McSherry and K. Talwar, "Mechanism design via differential privacy," in Proc. IEEE FOCS, 2007
    • (2007) Proc IEEE FOCS
    • McSherry, F.1    Talwar, K.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.