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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 한국정보처리학회 JIPS(Journal of Information Processing Systems) JIPS(Journal of Information Processing Systems) 제15권 제1호
- 발행연도
- 2019.1
- 수록면
- 137 - 150 (14page)
이용수
초록· 키워드
오류제보하기
Although the research of immune-based anomaly detection technology has made some progress, there are stillsome defects which have not been solved, such as the loophole problem which leads to low detection rate andhigh false alarm rate, the exponential relationship between training cost of mature detectors and size of selfantigens. This paper proposed an intrusion detection method based on changes of antibody concentration inimmune response to improve and solve existing problems of immune based anomaly detection technology. Themethod introduces blood relative and blood family to classify antibodies and antigens and simulate correlationsbetween antibodies and antigens. Then, the method establishes dynamic evolution models of antigens andantibodies in intrusion detection. In addition, the method determines concentration changes of antibodies inthe immune system drawing the experience of cloud model, and divides the risk levels to guide immuneresponses. Experimental results show that the method has better detection performance and adaptability thantraditional methods.
목차
등록된 정보가 없습니다.
참고문헌 (15)
참고문헌 신청
L. N. de Castro / 2003 / Artificial immune systems as a novel soft computing paradigm / Soft Computing 7(8):526~544
J. Shifflet / 2005 / A technique independent fusion model for network intrusion detection / Proceedings of the Midstates Conference for Undergraduate Research in Computer Science and Mathematics :13~19
S. Forrest / 1994 / Self-nonself discrimination in a computer / Proceedings of 1994 IEEE Computer Society Symposium on Research in Security and Privacy :202~212
S. Hofmeyr / 1999 / Immunity by design: an artificial immune system / Proceedings of the Genetic and Evolutionary Computation Conference :1289~1296
S. Hofmeyr / 2000 / Architecture for an artificial immune system / Evolutionary Computation 8(4):443~473
J. Shifflet / 2005 / A technique independent fusion model for network intrusion detection / Proceedings of the Midstates Conference for Undergraduate Research in Computer Science and Mathematics :13~19
S. Forrest / 1994 / Self-nonself discrimination in a computer / Proceedings of 1994 IEEE Computer Society Symposium on Research in Security and Privacy :202~212
S. Hofmeyr / 1999 / Immunity by design: an artificial immune system / Proceedings of the Genetic and Evolutionary Computation Conference :1289~1296
S. Hofmeyr / 2000 / Architecture for an artificial immune system / Evolutionary Computation 8(4):443~473
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