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Volumn 4693 LNAI, Issue PART 2, 2007, Pages 1112-1121

An application of decision trees for rule extraction towards telecommunications fraud detection

Author keywords

Feature selection; Fraud detection; Rule extraction; Telecommunications; User profiles

Indexed keywords

FEATURE EXTRACTION; INTRUSION DETECTION; LAWS AND LEGISLATION; TELECOMMUNICATION INDUSTRY; TELECOMMUNICATION NETWORKS; USER INTERFACES;

EID: 38049092517     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-74827-4_139     Document Type: Conference Paper
Times cited : (10)

References (18)
  • 1
    • 33749853906 scopus 로고    scopus 로고
    • Classification, detection and prosecution of fraud in mobile networks
    • Sorrento, Italy
    • Gosset, P., Hyland, M.: Classification, detection and prosecution of fraud in mobile networks. In: Proc. of ACTS Mobile Summit, Sorrento, Italy (1999)
    • (1999) Proc. of ACTS Mobile Summit
    • Gosset, P.1    Hyland, M.2
  • 3
    • 84956705634 scopus 로고    scopus 로고
    • Detection of mobile phone fraud using supervised neural networks: A first prototype
    • Gerstner, W, Hasler, M, Germond, A, Nicoud, J.-D, eds, ICANN 1997, Springer, Heidelberg
    • Moreau, Y., Vandewalle, J.: Detection of mobile phone fraud using supervised neural networks: A first prototype. In: Gerstner, W., Hasler, M., Germond, A., Nicoud, J.-D. (eds.) ICANN 1997. LNCS, vol. 1327, pp. 1065-1070. Springer, Heidelberg (1997)
    • (1997) LNCS , vol.1327 , pp. 1065-1070
    • Moreau, Y.1    Vandewalle, J.2
  • 6
    • 0002688690 scopus 로고    scopus 로고
    • Discovery of fraud rules in telecommunications - Challenges and solutions
    • Chaudhuri, S, Madigan, D, eds, San Diego, CA, USA, pp, ACM Press, New York
    • Rosset, S., Murad, U., Neumann, E., Idan, Y., Pinkas, G.: Discovery of fraud rules in telecommunications - Challenges and solutions. In: Chaudhuri, S., Madigan, D. (eds.) Proc. 5th ACM SIGKDD Int. Conf. on Knowledge Discovery and Data Mining, San Diego, CA, USA, pp. 409-413. ACM Press, New York (1999)
    • (1999) Proc. 5th ACM SIGKDD Int. Conf. on Knowledge Discovery and Data Mining , pp. 409-413
    • Rosset, S.1    Murad, U.2    Neumann, E.3    Idan, Y.4    Pinkas, G.5
  • 7
    • 85053540967 scopus 로고    scopus 로고
    • Discovering telecom fraud situations through mining anomalous behavior patterns
    • Philadelphia, USA
    • Alves, R., et al.: Discovering telecom fraud situations through mining anomalous behavior patterns. In: KDD 2006 Workshop on Data Mining for Business Applications, Philadelphia, USA (2006)
    • (2006) KDD 2006 Workshop on Data Mining for Business Applications
    • Alves, R.1
  • 8
    • 4444378368 scopus 로고    scopus 로고
    • A feature extraction method for fraud detection in mobile communication networks
    • Hangzhou, China, pp
    • Dong, W., et al.: A feature extraction method for fraud detection in mobile communication networks. In: Proc. 5th World Cong. On Intelligent Control and Automation, Hangzhou, China, pp. 1853-1856 (2004)
    • (2004) Proc. 5th World Cong. On Intelligent Control and Automation , pp. 1853-1856
    • Dong, W.1
  • 9
    • 33749825000 scopus 로고    scopus 로고
    • Testing the fraud detection ability of different user profiles by means of FF-NN classifiers
    • Kollias, S, Stafylopatis, A, Duch, W, Oja, E, eds, ICANN 2006, Springer, Heidelberg
    • Hilas, C., Sahalos, J.: Testing the fraud detection ability of different user profiles by means of FF-NN classifiers. In: Kollias, S., Stafylopatis, A., Duch, W., Oja, E. (eds.) ICANN 2006. LNCS, vol. 4132, pp. 872-883. Springer, Heidelberg (2006)
    • (2006) LNCS , vol.4132 , pp. 872-883
    • Hilas, C.1    Sahalos, J.2
  • 11
    • 38049017808 scopus 로고    scopus 로고
    • Quinlan, J.R.: C4.5: Programs for machine learning. Morgan Kaufmann, San Fransisco, CA (1993)
    • Quinlan, J.R.: C4.5: Programs for machine learning. Morgan Kaufmann, San Fransisco, CA (1993)
  • 12
    • 0018015137 scopus 로고
    • Modeling by shortest data description
    • Rissanen, J.: Modeling by shortest data description. Automatica 14(5), 465-471 (1978)
    • (1978) Automatica , vol.14 , Issue.5 , pp. 465-471
    • Rissanen, J.1
  • 14
    • 85164392958 scopus 로고
    • A study of cross-validation and bootstrap for accuracy estimation and model selection
    • Montreal, Canada, pp
    • Kohavi, R.: A study of cross-validation and bootstrap for accuracy estimation and model selection. In: Proc. 14th Int. Joint Conf. on Artificial Intelligence, Montreal, Canada, pp. 1137-1143 (1995)
    • (1995) Proc. 14th Int. Joint Conf. on Artificial Intelligence , pp. 1137-1143
    • Kohavi, R.1
  • 15
    • 38049080387 scopus 로고    scopus 로고
    • Hinde, S. F.: Call Record Analysis. Making Life Easier - Network Design and Management Tools (Digest No: 1996/217), IEE Colloquium on, 8/1 - 8/4 (1996)
    • Hinde, S. F.: Call Record Analysis. Making Life Easier - Network Design and Management Tools (Digest No: 1996/217), IEE Colloquium on, 8/1 - 8/4 (1996)
  • 16
    • 0003650666 scopus 로고    scopus 로고
    • PhD Dissertation, Computer Science Department, Stanford University
    • John, G.H.: Enhancements to the data mining process. PhD Dissertation, Computer Science Department, Stanford University (1997)
    • (1997) Enhancements to the data mining process
    • John, G.H.1
  • 18


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.