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Volumn , Issue , 2013, Pages 27-32

Fraud detection in telecommunication industry using Gaussian mixed model

Author keywords

EM algorithm; Fraud; Gaussian Mixed Models; Kernel method; Telecommunication

Indexed keywords

EM ALGORITHMS; EXPECTATION-MAXIMIZATION ALGORITHMS; FRAUD; FRAUD DETECTION; GAUSSIAN MIXED MODEL; KERNEL METHODS; PROBABILISTIC MODELING; TELECOMMUNICATION COMPANIES;

EID: 84897885608     PISSN: 23248149     EISSN: 23248157     Source Type: Conference Proceeding    
DOI: 10.1109/ICRIIS.2013.6716681     Document Type: Conference Paper
Times cited : (13)

References (26)
  • 1
    • 0016355478 scopus 로고
    • A new look at the statistical model identification
    • H. Akaike, "A new look at the statistical model identification" , IEEE Transactions on Automatics Control, Vol. AC-19, No. 6., 1974.
    • (1974) IEEE Transactions on Automatics Control , vol.AC-19 , Issue.6
    • Akaike, H.1
  • 2
    • 0003857778 scopus 로고    scopus 로고
    • A Gentle tutorial of the EM algorithm and its application to parameter estimation for Gaussian Mixture and Hidden Markov Models
    • University of Berkeley, ICSI-TR-97-021
    • J. A., Bilmes, "A Gentle tutorial of the EM algorithm and its application to parameter estimation for Gaussian Mixture and Hidden Markov Models", Technical Report, University of Berkeley, ICSI-TR-97-021, 1998.
    • (1998) Technical Report
    • Bilmes, J.A.1
  • 3
    • 0042421807 scopus 로고    scopus 로고
    • Statistical fraud detection: A review
    • R. J, Bolton, and D. J., Hand, "Statistical Fraud Detection: A Review", Statistical Science, Vol. 17., No. 3, 235-255, 2002.
    • (2002) Statistical Science , vol.17 , Issue.3 , pp. 235-255
    • Bolton, R.J.1    Hand, D.J.2
  • 5
    • 0041960000 scopus 로고    scopus 로고
    • Detecting fraud in the real world
    • J. Abello, P. M. Pardalos, and M. G. C. Resende, eds. Kluwer, Dordrecht
    • M. H., Cahill, D., Lambert, J. C., Pinheiro, and D. X., Sun, "Detecting fraud in the real world", In Handbook of Massive Datasets (J. Abello, P. M. Pardalos, and M. G. C. Resende, eds.) Kluwer, Dordrecht, 2002.
    • (2002) Handbook of Massive Datasets
    • Cahill, M.H.1    Lambert, D.2    Pinheiro, J.C.3    Sun, D.X.4
  • 7
    • 0002629270 scopus 로고
    • Maximum Likelihood from incomplete data via the EM algorithm
    • A. P., Dempster, N. M., Laird, D. B., Rubin, "Maximum Likelihood from incomplete data via the EM algorithm", Journal Royal Statistics Society, Vol. 39, no. 1, 1-21, 1977.
    • (1977) Journal Royal Statistics Society , vol.39 , Issue.1 , pp. 1-21
    • Dempster, A.P.1    Laird, N.M.2    Rubin, D.B.3
  • 8
    • 0142080708 scopus 로고    scopus 로고
    • Call based fraud detection in Mobile communication networks using a hierarchical regime-switching model
    • M. Kearns, S. Solla and D. Cohn Eds "Advances in Neural information processing systems II", MIT Press. © 1998 MIT Press
    • J. Hollmen and V. Tresp, "Call based fraud detection in Mobile communication networks using a hierarchical regime-switching model", M. Kearns, S. Solla and D. Cohn (Eds) "Advances in Neural information processing systems II", Proceedings of the 1998 Conference (NIPS'II), pp. 889-895. MIT Press. © 1998 MIT Press, 1998.
    • (1998) Proceedings of the 1998 Conference (NIPS'II) , pp. 889-895
    • Hollmen, J.1    Tresp, V.2
  • 12
    • 0029209272 scopus 로고
    • Robust text-independent speaker identification using gaussian mixture speaker models
    • January
    • D. A., Reynolds, R. C., Rose, "Robust Text-Independent Speaker Identification Using Gaussian Mixture Speaker Models", IEEE Transactions on speech and audio processing, Vol. 3, No. 1, January 1995.
    • (1995) IEEE Transactions on Speech and Audio Processing , vol.3 , Issue.1
    • Reynolds, D.A.1    Rose, R.C.2
  • 13
    • 0042961665 scopus 로고    scopus 로고
    • Novel techniques for profiling and fraud detection in mobile telecommunications
    • P. J. G. Lisboa, A. Vellido and B. Edisbury, eds., World Scientific, Singapore
    • J., Shawe-Taylor, K., Howker, P., Gosset, M., Hyland, H., Verrelst, Y., Moreau, C., Stoermann, and P., Burge, "Novel techniques for profiling and fraud detection in mobile telecommunications", In Business Application of Neural Networks (P. J. G. Lisboa, A. Vellido and B. Edisbury, eds.) 113-139. World Scientific, Singapore, 2000.
    • (2000) Business Application of Neural Networks , pp. 113-139
    • Shawe-Taylor, J.1    Howker, K.2    Gosset, P.3    Hyland, M.4    Verrelst, H.5    Moreau, Y.6    Stoermann, C.7    Burge, P.8
  • 20
    • 22044450174 scopus 로고    scopus 로고
    • Sequential activity profiling: Latent Dirichlet allocation of Markov Chains
    • M., Girolami, A., Kaban, "Sequential activity profiling: latent Dirichlet allocation of Markov Chains", Data Mining and Knowledge Discovery, 10, 175-196, 2005
    • (2005) Data Mining and Knowledge Discovery , vol.10 , pp. 175-196
    • Girolami, M.1    Kaban, A.2
  • 21
    • 67349097789 scopus 로고    scopus 로고
    • Designing an expert system for fraud detection in private telecommunication networks
    • C. S., Hilas, "Designing an expert system for fraud detection in private telecommunication networks", Expert Systems with Applications, 36, 11559-11569, 2009.
    • (2009) Expert Systems with Applications , vol.36 , pp. 11559-11569
    • Hilas, C.S.1
  • 22
    • 51149102669 scopus 로고    scopus 로고
    • An application of supervised and unsupervised learning approaches to telecommunication fraud detection
    • C. S., Hilas, P. A., Mastorocostas, "An application of supervised and unsupervised learning approaches to telecommunication fraud detection", Knowledge Based Systems, 21(7), 721-726, 2008.
    • (2008) Knowledge Based Systems , vol.21 , Issue.7 , pp. 721-726
    • Hilas, C.S.1    Mastorocostas, P.A.2
  • 23
    • 34447336373 scopus 로고    scopus 로고
    • Employing latent Dirichlet allocation for fraud detection in telecommunications
    • D., Xing, M., Girolami, "Employing latent Dirichlet allocation for fraud detection in telecommunications", Pattern Recognition Letters, 28, 1727-1734, 2007.
    • (2007) Pattern Recognition Letters , vol.28 , pp. 1727-1734
    • Xing, D.1    Girolami, M.2
  • 25
    • 84884231934 scopus 로고    scopus 로고
    • Improved expectation maximization algorithm for gaussian mixed model using the kernel method
    • Article ID 757240, 2013
    • M. I. M. Yusoff, I. Mohamed and M. R. A. Bakar, "Improved Expectation Maximization Algorithm for Gaussian Mixed Model Using the Kernel Method", Mathematical Problems in Engineering, Volume 2013, Article ID 757240, 9 Pages, http://dx.doi.org/10.1155/2013/757240, 2013.
    • Mathematical Problems in Engineering , vol.2013 , pp. 9
    • Yusoff, M.I.M.1    Mohamed, I.2    Bakar, M.R.A.3
  • 26
    • 0001091769 scopus 로고
    • Automatic speaker recognition using gaussian mixed speaker models
    • D. A. Reynolds, "Automatic Speaker Recognition Using Gaussian Mixed Speaker Models", The Lincoln Laboratory Journal, Volume 8, No. 2, 1995.
    • (1995) The Lincoln Laboratory Journal , vol.8 , Issue.2
    • Reynolds, D.A.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.