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Volumn , Issue , 2008, Pages 19-25

Open problems in the security of learning

Author keywords

Adversarial learning; Computer security; Machine learning; Secure learning; Security metrics

Indexed keywords

ADVERSARIAL LEARNING; COMPUTER SECURITY; MACHINE LEARNING; SECURE LEARNING; SECURITY METRICS;

EID: 70349235375     PISSN: 15437221     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1456377.1456382     Document Type: Conference Paper
Times cited : (24)

References (30)
  • 1
    • 70349259638 scopus 로고    scopus 로고
    • Marco Barreno, Blaine Nelson, Anthony D. Joseph, and J. D. Tygar. The security of machine learning. Technical Report UCB/EECS-2008-43, EECS Department, University of California, Berkeley, April 2008.
    • Marco Barreno, Blaine Nelson, Anthony D. Joseph, and J. D. Tygar. The security of machine learning. Technical Report UCB/EECS-2008-43, EECS Department, University of California, Berkeley, April 2008.
  • 9
    • 0031211090 scopus 로고    scopus 로고
    • A decision-theoretic generalization of on-line learning and an application to boosting
    • Yoav Freund and Robert E. Schapire. A decision-theoretic generalization of on-line learning and an application to boosting. Journal of Computer and System Sciences, 55(1):119-139, 1997.
    • (1997) Journal of Computer and System Sciences , vol.55 , Issue.1 , pp. 119-139
    • Freund, Y.1    Schapire, R.E.2
  • 12
    • 0027640858 scopus 로고
    • Learning in the presence of malicious errors
    • Michael Kearns and Ming Li. Learning in the presence of malicious errors. SIAM Journal on Computing, 22:807-837, 1993.
    • (1993) SIAM Journal on Computing , vol.22 , pp. 807-837
    • Kearns, M.1    Li, M.2
  • 13
    • 21844451952 scopus 로고    scopus 로고
    • Diagnosing network-wide traffc anomalies
    • Anukool Lakhina, Mark Crovella, and Christophe Diot. Diagnosing network-wide traffc anomalies. In Proc. SIGCOMM '04, pages 219-230, 2004.
    • (2004) Proc. SIGCOMM '04 , pp. 219-230
    • Lakhina, A.1    Crovella, M.2    Diot, C.3
  • 14
    • 33751064824 scopus 로고    scopus 로고
    • Hamsa: Fast signature generation for zero-day polymorphic worms with provable attack resilience
    • Zhichun Li, Manan Sanghi, Yan Chen, Ming-Yang Kao, and Brian Chavez. Hamsa: fast signature generation for zero-day polymorphic worms with provable attack resilience. In IEEE Symposium on Security and Privacy, 2006.
    • (2006) IEEE Symposium on Security and Privacy
    • Li, Z.1    Sanghi, M.2    Chen, Y.3    Kao, M.-Y.4    Chavez, B.5
  • 17
    • 0142063407 scopus 로고    scopus 로고
    • Novelty detection: A review-part 1: statistical approaches
    • December
    • Markos Markou and Sameer Singh. Novelty detection: a review-part 1: statistical approaches. Signal Processing, 83(12):2481-2497, December 2003.
    • (2003) Signal Processing , vol.83 , Issue.12 , pp. 2481-2497
    • Markou, M.1    Singh, S.2
  • 23
    • 70349248826 scopus 로고    scopus 로고
    • PhishTank. http://www.phishtank.com.
    • PhishTank
  • 24
    • 1542634595 scopus 로고    scopus 로고
    • A statistical approach to the spam problem
    • March
    • Gary Robinson. A statistical approach to the spam problem. Linux Journal, March 2003.
    • (2003) Linux Journal
    • Robinson, G.1
  • 25
    • 70349228677 scopus 로고    scopus 로고
    • Benjamin I. P. Rubinstein, Blaine Nelson, Ling Huang, Anthony D. Joseph, Shing-hon Lau, Nina Taft, and J. D. Tygar. Compromising PCA-basedanomaly detectors for network-wide traffc. Technical report UCB/EECS-2008-73, UC Berkeley, May 2008.
    • Benjamin I. P. Rubinstein, Blaine Nelson, Ling Huang, Anthony D. Joseph, Shing-hon Lau, Nina Taft, and J. D. Tygar. Compromising PCA-basedanomaly detectors for network-wide traffc. Technical report UCB/EECS-2008-73, UC Berkeley, May 2008.
  • 28
    • 0001024505 scopus 로고
    • On the uniform convergence of relative frequencies of events to their probabilities
    • Vladimir N. Vapnik and Alexey Y. Chervonenkis. On the uniform convergence of relative frequencies of events to their probabilities. Theory of Probability and its Applications, 16(2):264-280, 1971.
    • (1971) Theory of Probability and its Applications , vol.16 , Issue.2 , pp. 264-280
    • Vapnik, V.N.1    Chervonenkis, A.Y.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.