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Volumn 11, Issue 4, 2011, Pages 3827-3845

Application of genetic optimized artificial immune system and neural networks in spam detection

Author keywords

Genetic algorithm; Immune system; Spam

Indexed keywords

ADAPTIVE WEIGHTING; ARTIFICIAL IMMUNE SYSTEM; ARTIFICIAL NEURAL NETWORK; COMPUTER USERS; CONTINUOUS LEARNING; CORE MODIFICATION; GENE FRAGMENTS; HUMAN IMMUNE SYSTEMS; IMMUNE SYSTEM; MACHINE LEARNING METHODS; NETWORK BANDWIDTH; SPAM; SPAM DETECTION; USER-DEFINED PARAMETERS;

EID: 79954607390     PISSN: 15684946     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.asoc.2011.02.021     Document Type: Article
Times cited : (44)

References (67)
  • 1
    • 33751076845 scopus 로고    scopus 로고
    • Tightening the net: A review of current and next generation spam filtering tools, Department of Computer Science and Software Engineering, University of Canterbury, Christchurch
    • journal homepage
    • James Carpinter, and Ray Hunt Tightening the net: a review of current and next generation spam filtering tools, Department of Computer Science and Software Engineering, University of Canterbury, Christchurch New Zealand Computers & Security 2006 566 578 journal homepage: www.elsevier.com/locate/ cose, 25(2006) ELSEVIER.
    • (2006) New Zealand Computers & Security , pp. 566-578
    • Carpinter, J.1    Hunt, R.2
  • 2
    • 79954588990 scopus 로고    scopus 로고
    • ® Way, June 2004 accessedJanuary2008
    • ® Way, June 2004, < http://www.ciphertrust.com/files/forms/landing-template.php?sp > (accessed January 2008).
  • 4
    • 79954576394 scopus 로고    scopus 로고
    • "Spam: A New Nuisance for Wireless Users," USA Today, 13 April 2001 (accessed 10.01.08)
    • Elisa Batista "A Fight to Ban Cellphone Spam," WiredNews 6 July 2000 available from < http://www.wired.com/news/business/0,1283,37376,00. html >; "Spam: A New Nuisance for Wireless Users," USA Today, 13 April 2001 (accessed 10.01.08)
    • (2000) "A Fight to Ban Cellphone Spam," WiredNews
    • Batista, E.1
  • 5
    • 12744250266 scopus 로고    scopus 로고
    • Natural language processing Laboratory Institute of Computer Software & Theory Northeastern University, an evaluation of statistical spam filtering techniques
    • Le Zhang, Jingbo Zhu, and Tianshun Yao Natural language processing Laboratory Institute of Computer Software & Theory Northeastern University, an evaluation of statistical spam filtering techniques ACM Transactions on Asian Language Information Processing 3 4 December 2004 243 269
    • (2004) ACM Transactions on Asian Language Information Processing , vol.3 , Issue.4 , pp. 243-269
    • Zhang, L.1    Zhu, J.2    Yao, T.3
  • 14
    • 79954582194 scopus 로고    scopus 로고
    • Master Thesis, "A generative, adaptive language model approach to spam filtering", Thesis submitted in part fulfillment of the University of Cambridge MPhil Degree in Computer Speech, Text and Internet Technology, July -rfpy1-temp 2003
    • Ben Medlock, Master Thesis, "A generative, adaptive language model approach to spam filtering", Thesis submitted in part fulfillment of the University of Cambridge MPhil Degree in Computer Speech, Text and Internet Technology, July 2003.
    • Ben Medlock
  • 18
    • 0038336922 scopus 로고    scopus 로고
    • Using latent semantic indexing to filter spam SAC 2003, Florida, USA
    • 1-58113-624-2
    • K. Gee Using latent semantic indexing to filter spam SAC 2003, Florida, USA Proceedings of the 2003 ACM Symposium on Applied Computing 2003 1-58113-624-2 460 464
    • (2003) Proceedings of the 2003 ACM Symposium on Applied Computing , pp. 460-464
    • Gee, K.1
  • 19
    • 79954616777 scopus 로고    scopus 로고
    • Master Thesis Master of Science in Information Security, Department of Computer Science and Media Technology, Gjøvik University College
    • Anders Wiehes, Master Thesis, "Comparing anti spam methods", Master of Science in Information Security, Department of Computer Science and Media Technology, Gjøvik University College, 2005.
    • (2005) Comparing Anti Spam Methods
    • Wiehes, A.1
  • 20
    • 79954594168 scopus 로고    scopus 로고
    • An artificial neural nets for spam e-mail recognition
    • accessed10.04.08
    • D. Puniškis, R. Laurutis, and R. Dirmeikis An artificial neural nets for spam e-mail recognition Electronics and Electrical Engineering 2006 ISSN 1392-1215, Nr. 5(69), < http://www.ee.ktu.lt/journal/2006/5/1392-1215- 2006-05-02-73.pdf > (accessed 10.04.08)
    • (2006) Electronics and Electrical Engineering
    • Puniškis, D.1    Laurutis, R.2    Dirmeikis, R.3
  • 23
    • 79954583433 scopus 로고    scopus 로고
    • University of Memphis, USA, IEEE Computational Intelligence Magazine, Publication Date: Nov., 1(4) (November 2006) 40-49, IEEE
    • D. Dipankar, University of Memphis, USA, IEEE Computational Intelligence Magazine, Publication Date: Nov., 1(4) (November 2006) 40-49, IEEE.
    • Dipankar, D.1
  • 24
    • 43049174001 scopus 로고    scopus 로고
    • Increasing the accuracy of a spam-detection immune system
    • (accessed10.02.08at10:15:28AM) Canberra, Australia, December 2003
    • O. Terri, and W. Tony Increasing the accuracy of a spam-detection immune system Proceedings of the Congress on Evolutionary Computation (CEC 2003), vol. 1 Canberra, Australia, December 2003 2003 390 396 < http://terri.zone12.com/ doc/academic/spam-cec2003.pdf > (accessed 10.02.08 at 10:15:28 AM)
    • (2003) Proceedings of the Congress on Evolutionary Computation (CEC 2003), Vol. 1 , pp. 390-396
    • Terri, O.1    Tony, W.2
  • 27
    • 79954574171 scopus 로고    scopus 로고
    • Artificial immune system as novel soft computing paradigm
    • N. Leandro Artificial immune system as novel soft computing paradigm Soft Computing Journal 7 7 2003
    • (2003) Soft Computing Journal , vol.7 , Issue.7
    • Leandro, N.1
  • 28
    • 0027327114 scopus 로고
    • How the immune system recognizes invaders
    • J. Janeway How the immune system recognizes invaders Scientific American 269 3 1993 41 47 http://www. sciamdigital. com/index. cfm?fa = Products. ViewIssuePreview&ARTICLEID-CHAR = 1BD45F2B-ED55-4FBB-AECA-E4EE1C098CD (accessed 02.04.08 at 04:05:25 PM)
    • (1993) Scientific American , vol.269 , Issue.3 , pp. 41-47
    • Janeway, J.1
  • 29
    • 0026791975 scopus 로고
    • The immune system evolved to discriminate infectious nonself from noninfectious self
    • (accessed02.03.08at11:14:17PM)
    • J. Janeway The immune system evolved to discriminate infectious nonself from noninfectious self Immunology Today 13 1 1992 11 16 < www.dca.fee.unicamp.br/∼vonzuben/research/lnunes-dout/tese/cap-8.pdf > (accessed 02.03.08 at 11:14:17 PM)
    • (1992) Immunology Today , vol.13 , Issue.1 , pp. 11-16
    • Janeway, J.1
  • 30
    • 0029987839 scopus 로고    scopus 로고
    • The instructive role of innate immunity in the acquired immune response
    • (accessed01.02.08at06:10:11AM)
    • D. Fearon, and R. Locksley The instructive role of innate immunity in the acquired immune response Science 272 1996 50 53 < http://www.sciencemag.org/ cgi/content/abstract/272/5258/50 > (accessed 01.02.08 at 06:10:11 AM)
    • (1996) Science , vol.272 , pp. 50-53
    • Fearon, D.1    Locksley, R.2
  • 31
    • 0003732734 scopus 로고    scopus 로고
    • (accessed10.12.08at10:15:16AM) 2nd ed. Artes Médicas (in Portuguese)
    • J. Janeway, and P. Travers Immunobiology the Immune System in Health and Disease 2nd ed. 1997 Artes Médicas (in Portuguese) < http://www.amazon.co.uk/Immunobiology-Immune-System-Health-Disease/dp/ 0815314973 > (accessed 10.12.08 at 10:15:16 AM)
    • (1997) Immunobiology the Immune System in Health and Disease
    • Janeway, J.1    Travers, P.2
  • 32
    • 0031409287 scopus 로고    scopus 로고
    • Dependence of the adaptive immune response on innate immunity: Some questions answered but new paradoxes emerge
    • C. Parish, and E. O'Neill Dependence of the adaptive immune response on innate immunity: some questions answered but new paradoxes emerge Immunology and Cell Biology 75 1997 523 527 (Pubitemid 28103731)
    • (1997) Immunology and Cell Biology , vol.75 , Issue.6 , pp. 523-527
    • Parish, C.R.1    O'Neill, E.R.2
  • 33
    • 0032006898 scopus 로고    scopus 로고
    • Linkages of innate and adaptive immunity
    • DOI 10.1016/S0952-7915(98)80028-9
    • M Carol, and A. Prodeus Linkages of innate and adaptive immunity Current Opinion in Immunology 10 1998 36 40 (Pubitemid 28112076)
    • (1998) Current Opinion in Immunology , vol.10 , Issue.1 , pp. 36-40
    • Caroll, M.C.1    Prodeus, A.P.2
  • 34
    • 0031613836 scopus 로고    scopus 로고
    • Acquired Wisdom in Innate Immunity
    • (accessed13.01.09at10:55:48AM)
    • C. Colaco Acquired Wisdom in Innate Immunity Immunology Today 19 1 1998 50 < http://www.sciencedirect.com/science? > (accessed 13.01.09 at 10:55:48 AM)
    • (1998) Immunology Today , vol.19 , Issue.1 , pp. 50
    • Colaco, C.1
  • 35
    • 0032191163 scopus 로고    scopus 로고
    • Innate immune recognition and control of adaptive immune responses
    • DOI 10.1006/smim.1998.0136
    • R. Medzhitov, and J. Janeway Innate immune recognition and control of adaptive immune responses Seminars in Immunology 10 1998 351 353 (Pubitemid 28499548)
    • (1998) Seminars in Immunology , vol.10 , Issue.5 , pp. 351-353
    • Medzhitov, R.1    Janeway Jr., C.A.2
  • 36
    • 0031050034 scopus 로고    scopus 로고
    • Innate immunity: Impact on the adaptive immune response
    • DOI 10.1016/S0952-7915(97)80152-5
    • R. Medzhitov, and J. Janeway Innate immunity: impact on the adaptive immune response Current Opinion in Immunology 9 1997 4 9 (Pubitemid 27095892)
    • (1997) Current Opinion in Immunology , vol.9 , Issue.1 , pp. 4-9
    • Medzhitov, R.1    Janeway Jr., C.A.2
  • 37
    • 0030666222 scopus 로고    scopus 로고
    • Innate immunity: The virtues of a nonclonal system of recognition
    • DOI 10.1016/S0092-8674(00)80412-2
    • R. Medzhitov, and J. Janeway Innate immunity: the virtues of a nonclonal system of recognition, Cell Current Opinion in Immunology 91 1997 295 298 (Pubitemid 27467959)
    • (1997) Cell , vol.91 , Issue.3 , pp. 295-298
    • Medzhitov, R.1    Janeway Jr., C.A.2
  • 38
    • 0003996006 scopus 로고    scopus 로고
    • (accessed19.10.08at11:12:48AM) Cambridge University Press
    • F. Burnet The Clonal Selection Theory of Acquired Immunity 1999 Cambridge University Press < http://www.pubmedcentral.nih.gov/articlerender.fcgi? artid=1522512 > (accessed 19.10.08 at 11:12:48 AM)
    • (1999) The Clonal Selection Theory of Acquired Immunity
    • Burnet, F.1
  • 39
    • 0002152261 scopus 로고
    • Clonal selection and after
    • (accessed03.04.08at11:14:15AM) Theoretical Immunology
    • F. Burnet Clonal selection and after G.I. Bell, A.S. Perelson, G.H. Pimbley Jr. Theoretical Immunology 1978 Marcel Dekker Inc. 63 85 Theoretical Immunology, < http://post.queensu.ca/∼forsdyke/theorimm0.htm > (accessed 03.04.08 at 11:14:15 AM)
    • (1978) Theoretical Immunology , pp. 63-85
    • Burnet, F.1
  • 40
    • 0020534965 scopus 로고
    • Somatic generation of antibody diversity
    • (accessed28.01.08at11:15:10AM)
    • S. Tonegawa Somatic generation of antibody diversity Nature 302 1983 575 581 < http://nobelprize.org/nobel-prizes/medicine/laureates/1987/tonegawa- lecture.pdf > (accessed 28.01.08 at 11:15:10 AM)
    • (1983) Nature , vol.302 , pp. 575-581
    • Tonegawa, S.1
  • 42
    • 79954570168 scopus 로고    scopus 로고
    • PhD Thesis, Using case-based reasoning for spam filtering, a thesis submitted to the Dublin Institute of Technology in fulfillment of the requirements for the degree of Doctor of Philosophy School of Computing, Dublin Institute of Technology, 2006
    • D. Sarah, PhD Thesis, Using case-based reasoning for spam filtering, a thesis submitted to the Dublin Institute of Technology in fulfillment of the requirements for the degree of Doctor of Philosophy School of Computing, Dublin Institute of Technology, 2006.
    • Sarah, D.1
  • 43
    • 79954579685 scopus 로고    scopus 로고
    • Master Thesis, Submitted to the Engineering Systems Division in partial fulfillment of the requirements for the degree of Master of Science in Technology and Policyat the Massachusetts Institute of Technology, A System Analysis of The Spam Problem, Massachusetts Institute of Technology
    • R. Gabriel, Master Thesis, Submitted to the Engineering Systems Division in partial fulfillment of the requirements for the degree of Master of Science in Technology and Policyat the Massachusetts Institute of Technology, A System Analysis of The Spam Problem, Massachusetts Institute of Technology, 2005.
    • (2005)
    • Gabriel, R.1
  • 45
    • 26944434277 scopus 로고    scopus 로고
    • Immunity from spam: An analysis of an artificial immune system for junk e-mail detection
    • Banff, AB, Canada, August 14-17. Lecture Notes in Computer Science 3627 Springer
    • O. Terri, and W. Tony Immunity from spam: an analysis of an artificial immune system for junk e-mail detection Proceedings of Artificial Immune Systems: 4th International Conference, ICARIS Banff, AB, Canada, August 14-17. Lecture Notes in Computer Science 3627 2005 Springer 276 289
    • (2005) Proceedings of Artificial Immune Systems: 4th International Conference, ICARIS , pp. 276-289
    • Terri, O.1    Tony, W.2
  • 46
    • 79954569875 scopus 로고    scopus 로고
    • Institute of Computer Science, University of Tartu, Data Mining Problem-oriented Seminar, MTAT.03.177
    • T. Konstantin Machine Learning Techniques in Spam Filtering 2004 Institute of Computer Science, University of Tartu, Data Mining Problem-oriented Seminar, MTAT.03.177 pp. 60-79, MTAT
    • (2004) Machine Learning Techniques in Spam Filtering
    • Konstantin, T.1
  • 55
    • 79954585550 scopus 로고    scopus 로고
    • University of Wales, Aberystwyth, Wales, SY23 3DB, UK, How Do We Evaluate Artificial Immune Systems? by the Massachusetts Institute of Technology Evolutionary Computation Massachusetts Institute
    • M. Simon, Garrett Computational Biology Group, Department of Computer Science, University of Wales, Aberystwyth, Wales, SY23 3DB, UK, How Do We Evaluate Artificial Immune Systems? by the Massachusetts Institute of Technology Evolutionary Computation 13(2) (2005) 145-178, Massachusetts Institute.
    • (2005) Garrett Computational Biology Group, Department of Computer Science , vol.13 , Issue.2 , pp. 145-178
    • Simon, M.1
  • 56
    • 79954617479 scopus 로고
    • PhD Thesis, Optimization, learning and natural algorithms, DEI, Politecnico di Milano, Italy in Italian
    • M. Dorigo, PhD Thesis, Optimization, learning and natural algorithms, DEI, Politecnico di Milano, Italy, 1992 (in Italian).
    • (1992)
    • Dorigo, M.1
  • 62
    • 0034870039 scopus 로고    scopus 로고
    • Towards an artificial immune system for network intrusion detection: An investigation of clonal selection with a negative selection operator
    • J. Kim, and P. Bentley Toward an artificial immune system for network intrusion detection: An investigation of dynamic clonal selection Proceedings of the 2002 Congress on Evolutionary Computation (CEC 2002) Honolulu, HI 2002 1244 1252 (Pubitemid 32806281)
    • (2001) Proceedings of the IEEE Conference on Evolutionary Computation, ICEC , vol.2 , pp. 1244-1252
    • Kim, J.1    Bentley, P.J.2
  • 63
    • 33749407287 scopus 로고    scopus 로고
    • Immunized adaptive critic for an autonomous aircraft control application, Chapter 20
    • Springer-Verlag, Inc.
    • K. Krishnakumar, and J. Neidhoefer Immunized adaptive critic for an autonomous aircraft control application, Chapter 20 Artificial Immune Systems and Their Applications 1999 Springer-Verlag, Inc. pp. 221-240, Jan. Springer-Verlag
    • (1999) Artificial Immune Systems and Their Applications
    • Krishnakumar, K.1    Neidhoefer, J.2
  • 66
    • 79954591468 scopus 로고    scopus 로고
    • Group product manager, enterprise e-mail security
    • (accessed10.01.09at10:16:13AM)
    • Chris, and Miller Group product manager, enterprise e-mail security Neural Network-based Antispam Heuristics 2005 < http://neuro. bstu. by/our/antispam. pdf > (accessed 10.01.09 at 10:16:13 AM)
    • (2005) Neural Network-based Antispam Heuristics
    • Chris1    Miller2
  • 67
    • 79954580305 scopus 로고    scopus 로고
    • Toward a PhD Thesis on Pattern Recognition accessed10.03.09at08:10:55AM
    • P. Alessio, Toward a PhD Thesis on Pattern Recognition, 2006, < http://www.dis.uniroma1.it/∼dottorato/db/relazioni/relaz-pascucci-1.pdf > (accessed 10.03.09 at 08:10:55 AM).
    • (2006)
    • Alessio, P.1


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