메뉴 건너뛰기




Volumn 242, Issue , 2012, Pages 870-875

Adversarial label flips attack on support vector machines

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION ALGORITHM; CLASSIFICATION ERRORS; OPTIMIZATION FRAMEWORK; ROBUST CLASSIFICATION; SUPPORT VECTORS MACHINE; TRAINING SETS;

EID: 84878781560     PISSN: 09226389     EISSN: 18798314     Source Type: Book Series    
DOI: 10.3233/978-1-61499-098-7-870     Document Type: Conference Paper
Times cited : (221)

References (14)
  • 2
    • 84867112504 scopus 로고    scopus 로고
    • Support vector machines under adversarial label noise
    • B. Biggio, B. Nelson, and B. Laskov, 'Support vector machines under adversarial label noise', in Proc. of 3rd ACML, pp. 97-112, (2011).
    • (2011) Proc. of 3rd ACML , pp. 97-112
    • Biggio, B.1    Nelson, B.2    Laskov, B.3
  • 4
    • 56449100938 scopus 로고    scopus 로고
    • Learning to classify with missing and corrupted features
    • O. Dekel and O. Shamir, 'Learning to classify with missing and corrupted features', in Proc. of 25th ICML, pp. 216-223, (2008).
    • (2008) Proc. of 25th ICML , pp. 216-223
    • Dekel, O.1    Shamir, O.2
  • 5
    • 71149089151 scopus 로고    scopus 로고
    • Good learners for evil teachers
    • ACM
    • O. Dekel and O. Shamir, 'Good learners for evil teachers', in Proc. of 26th ICML, pp. 233-240. ACM, (2009).
    • (2009) Proc. of 26th ICML , pp. 233-240
    • Dekel, O.1    Shamir, O.2
  • 6
    • 34250717444 scopus 로고    scopus 로고
    • Nightmare at test time: Robust learning by feature deletion
    • ACM
    • A. Globerson and S. Roweis, 'Nightmare at test time: robust learning by feature deletion', in Proc. of 23rd ICML, pp. 353-360. ACM, (2006).
    • (2006) Proc. of 23rd ICML , pp. 353-360
    • Globerson, A.1    Roweis, S.2
  • 7
    • 33646761263 scopus 로고
    • Learning in the presence of malicious errors
    • ACM
    • M. Kearns and M. Li, 'Learning in the presence of malicious errors', in Proc. of 20th STOC, pp. 267-280. ACM, (1988).
    • (1988) Proc. of 20th STOC , pp. 267-280
    • Kearns, M.1    Li, M.2
  • 8
    • 75249095624 scopus 로고    scopus 로고
    • Learning halfspaces with malicious noise
    • A.R. Klivans, P.M. Long, and R.A. Servedio, 'Learning halfspaces with malicious noise', JMLR, 10, 2715-2740, (2009).
    • (2009) JMLR , vol.10 , pp. 2715-2740
    • Klivans, A.R.1    Long, P.M.2    Servedio, R.A.3
  • 9
    • 32344435632 scopus 로고    scopus 로고
    • Adversarial learning
    • ACM
    • D. Lowd and C. Meek, 'Adversarial learning', in Proc. of 11th SIGKDD, pp. 641-647. ACM, (2005).
    • (2005) Proc. of 11th SIGKDD , pp. 641-647
    • Lowd, D.1    Meek, C.2
  • 12
    • 33750332606 scopus 로고    scopus 로고
    • Paragraph: Thwarting signature learning by training maliciously
    • Springer
    • J. Newsome, B. Karp, and D. Song, 'Paragraph: Thwarting signature learning by training maliciously', in Recent Advances in Intrusion Detection, pp. 81-105. Springer, (2006).
    • (2006) Recent Advances in Intrusion Detection , pp. 81-105
    • Newsome, J.1    Karp, B.2    Song, D.3
  • 14
    • 84861429312 scopus 로고    scopus 로고
    • Evasion attack of multi-class linear classifiers
    • Han Xiao, T. Stibor, and C. Eckert, 'Evasion attack of multi-class linear classifiers', in Proc. of 16th PAKDD, pp. 207-218, (2012).
    • (2012) Proc. of 16th PAKDD , pp. 207-218
    • Xiao, H.1    Stibor, T.2    Eckert, C.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.