메뉴 건너뛰기




Volumn 6206 LNAI, Issue , 2010, Pages 188-197

A survey of recent trends in one class classification

Author keywords

One Class Classification; Outlier Detection; Positive and Unlabeled Data; Support Vector Machines

Indexed keywords

APPLICATION DOMAINS; ONE-CLASS CLASSIFICATION; OUTLIER DETECTION; RECENT TRENDS; SUPPORT VECTOR; UNLABELED DATA;

EID: 78650080782     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-17080-5_21     Document Type: Conference Paper
Times cited : (361)

References (47)
  • 1
    • 0013372968 scopus 로고    scopus 로고
    • Uniform object generation for optimizing one-class classifiers
    • Tax, D., Duin, R.: Uniform object generation for optimizing one-class classifiers. J. Machine Learning Research 2, 155-173 (2001)
    • (2001) J. Machine Learning Research , vol.2 , pp. 155-173
    • Tax, D.1    Duin, R.2
  • 2
    • 0037753593 scopus 로고    scopus 로고
    • PhD thesis, Delft University of Technology
    • Tax, D.: One Class Classification. PhD thesis, Delft University of Technology (2001)
    • (2001) One Class Classification
    • Tax, D.1
  • 5
    • 0031169206 scopus 로고    scopus 로고
    • Outliers in statistical pattern recognition and an application to automatic chromosome classification
    • Ritter, G., Gallegos, M.: Outliers in statistical pattern recognition and an application to automatic chromosome classification. Pattern Recognition Letters 18, 525-539 (1997)
    • (1997) Pattern Recognition Letters , vol.18 , pp. 525-539
    • Ritter, G.1    Gallegos, M.2
  • 6
    • 0028480283 scopus 로고
    • Novelty detection and neural network validation
    • IEEE Proceedings on Vision, Image and Signal Processing, Special Issue on
    • Bishop, C.: Novelty detection and neural network validation. IEEE Proceedings on Vision, Image and Signal Processing, Special Issue on Applications of Neural Networks 141(4), 217-222 (1994)
    • (1994) Applications of Neural Networks , vol.141 , Issue.4 , pp. 217-222
    • Bishop, C.1
  • 11
    • 0001986205 scopus 로고    scopus 로고
    • Data domain description using support vectors
    • Tax, D., Duin, R.: Data domain description using support vectors. In: Proc. ESAN 1999, Brussels, pp. 251-256 (1999)
    • (1999) Proc. ESAN 1999, Brussels , pp. 251-256
    • Tax, D.1    Duin, R.2
  • 12
    • 0033220728 scopus 로고    scopus 로고
    • Support vector domain description
    • Tax, D., Duin, R.: Support vector domain description. Pattern Recognition Letters 20, 1191-1199 (1999)
    • (1999) Pattern Recognition Letters , vol.20 , pp. 1191-1199
    • Tax, D.1    Duin, R.2
  • 15
    • 0021518106 scopus 로고
    • Theory of the learnable
    • Valiant, L.: Theory of the learnable. ACM 27(11), 1134-1142 (1984)
    • (1984) ACM , vol.27 , Issue.11 , pp. 1134-1142
    • Valiant, L.1
  • 16
    • 1942514815 scopus 로고    scopus 로고
    • Learning from the positive data
    • Muggleton, S.: Learning from the positive data. Machine Learning (2001)
    • (2001) Machine Learning
    • Muggleton, S.1
  • 17
    • 1542315535 scopus 로고    scopus 로고
    • Single-class classifier learning using neural networks: An application to the prediction of mineral deposits
    • Skabar, A.: Single-class classifier learning using neural networks: An application to the prediction of mineral deposits. In: Proceedings of the Second International Conference on Machine Learning and Cybernetics, vol. 4, pp. 2127-2132 (2003)
    • (2003) Proceedings of the Second International Conference on Machine Learning and Cybernetics , vol.4 , pp. 2127-2132
    • Skabar, A.1
  • 18
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • Burges, C.J.C.: A tutorial on support vector machines for pattern recognition. Data Mining and Knowledge Discovery 2(2), 1-47 (1998)
    • (1998) Data Mining and Knowledge Discovery , vol.2 , Issue.2 , pp. 1-47
    • Burges, C.J.C.1
  • 22
    • 30044443980 scopus 로고    scopus 로고
    • Single-class classification with mapping convergence
    • Yu, H.: Single-class classification with mapping convergence. Machine Learning 61(1), 49-69 (2005)
    • (2005) Machine Learning , vol.61 , Issue.1 , pp. 49-69
    • Yu, H.1
  • 25
    • 84957055189 scopus 로고    scopus 로고
    • Positive and unlabeled examples help learning
    • Watanabe, O., Yokomori, T. (eds.) ALT 1999. Springer, Heidelberg
    • De Comite, F., Denis, F., Gillerson, R., Letouzey, F.: Positive and unlabeled examples help learning. In: Watanabe, O., Yokomori, T. (eds.) ALT 1999. LNCS (LNAI), vol. 1720, pp. 219-230. Springer, Heidelberg (1999)
    • (1999) LNCS (LNAI) , vol.1720 , pp. 219-230
    • De Comite, F.1    Denis, F.2    Gillerson, R.3    Letouzey, F.4
  • 33
    • 85142688646 scopus 로고
    • Newsweeder: Learning to filter netnews
    • Lang, K.: Newsweeder: Learning to filter netnews. In: ICML 1995 (1995)
    • (1995) ICML 1995
    • Lang, K.1
  • 34
    • 84882385710 scopus 로고    scopus 로고
    • Text classification from positive and unlabeled documents based on ga
    • Peng, T., Zuo, W., He, F.: Text classification from positive and unlabeled documents based on ga. In: Proc. of VECPAR 2006, Brazil (2006)
    • (2006) Proc. of VECPAR 2006, Brazil
    • Peng, T.1    Zuo, W.2    He, F.3
  • 40
    • 63849276558 scopus 로고    scopus 로고
    • One-class support vector machines for protein-protein interactions prediction
    • Alashwal, H.T., Deris, S., Othman, R.M.: One-class support vector machines for protein-protein interactions prediction. International Journal Biomedical Sciences 1(2), 120-127 (2006)
    • (2006) International Journal Biomedical Sciences , vol.1 , Issue.2 , pp. 120-127
    • Alashwal, H.T.1    Deris, S.2    Othman, R.M.3
  • 41
    • 27944477824 scopus 로고    scopus 로고
    • Novel method for Chinese spam detection based on one-class support vector machines
    • Sun, D., Tran, Q., Duan, H., Zhang, G.: A novel method for chinese spam detection based on one-class support vector machine. Journal of Information and Computational Science 2(1), 109-114 (2005) (Pubitemid 41678560)
    • (2005) Journal of Information and Computational Science , vol.2 , Issue.1 , pp. 109-114
    • Sun, D.1    Tran, Q.-A.2    Duan, H.3    Zhang, G.4
  • 43
    • 60349101742 scopus 로고    scopus 로고
    • Using an ensemble of one-class svm classifiers to harden payload-based anomaly detection systems
    • Perdisci, R., Gu, G., Lee, W.: Using an ensemble of one-class svm classifiers to harden payload-based anomaly detection systems. In: Sixth International Conference on Data Mining, pp. 488-498 (2006)
    • (2006) Sixth International Conference on Data Mining , pp. 488-498
    • Perdisci, R.1    Gu, G.2    Lee, W.3
  • 44
    • 14044252742 scopus 로고    scopus 로고
    • One-class support vector machines: An application in machine fault detection and classification
    • Shin, H.J., Eom, D.W., Kim, S.S.: One-class support vector machines: an application in machine fault detection and classification. Computers and Industrial Engineering 48(2), 395-408 (2005)
    • (2005) Computers and Industrial Engineering , vol.48 , Issue.2 , pp. 395-408
    • Shin, H.J.1    Eom, D.W.2    Kim, S.S.3
  • 47
    • 33749836050 scopus 로고    scopus 로고
    • An evolutionary approach to automatic kernel construction
    • Kollias, S.D., Stafylopatis, A., Duch, W., Oja, E. (eds.) ICANN 2006. Springer, Heidelberg
    • Howley, T., Madden, M.G.: An evolutionary approach to automatic kernel construction. In: Kollias, S.D., Stafylopatis, A., Duch, W., Oja, E. (eds.) ICANN 2006. LNCS, vol. 4132, pp. 417-426. Springer, Heidelberg (2006)
    • (2006) LNCS , vol.4132 , pp. 417-426
    • Howley, T.1    Madden, M.G.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.