One class classification for anomaly detection: Support vector data description revisited

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 6870 LNAI, Issue , 2011, Pages 25-39

  Pauwels, Eric J ^a   Ambekar, Onkar ^a  

^a CWI   (Netherlands)

Author keywords

anomaly detection; minimal sphere fitting; One class classification; outlier detection; support vector data description

Indexed keywords

ANOMALY DETECTION; MINIMAL SPHERE FITTING; ONE CLASS CLASSIFICATION; OUTLIER DETECTION; SUPPORT VECTOR DATA DESCRIPTION; ONE-CLASS CLASSIFICATION; SPHERE FITTING;

COST FUNCTIONS; DATA MINING; FILTER BANKS; SPHERES; STATISTICS; DATA DESCRIPTION;

DATA DESCRIPTION; DATA MINING;

EID: 80052246992     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-23184-1_3     Document Type: Conference Paper

References (10)

1. Ben-Hur, A., Horn, D., Siegelmann, H.T., Vapnik, V.: Support vector clustering. Journal of Machine Learning Research 2, 125-137 (2001)
2. Lee, J., Lee, D.: An improved cluster labeling method for support vector clustering. IEEE Transactions on Pattern Analysis and Machine Intelligence 27, 461-464 (2005)
3. Lee, S., Daniels, K.: Cone cluster labeling for support vector clustering. In: Proceedings of SIAM Conference on Data Mining 2006, pp. 484-488 (2006)
4. Schölkopf, B., Williamson, R.C.: Shrinking the tube: A new support vector regression algorithm. Advances in Neural Information Processing Systems (1999)
5. Schölkopf, B., Williamson, R., Smola, A., Shawe-Taylor, J., Platt, J.: Support vector method for novelty detection. Advances in Neural Information Processing Systems 12, 582-588 (2000)
6. Shioda, R., Tuncel, L.: Clustering via Minimum Volume Ellipsoids. Journal of Comp. Optimization and App. 37(3) (2007)
7. Small, C.G.: A survey of multidimensional medians. International Statistical Review 58(3), 263-277 (1990)
8. Tax, D.M.J., Duin, R.P.W.: Support vector domain description. Pattern Recognition Letters 20(11-13), 1191-1199 (1999)
9. Tax, D.M.J.L.: One-class classification: concept learning in the absence of counter example. PhD Thesis, TU Delft (2001)
10. Ypma, A., Duin, R.: Support objects for domain approximation. In: ICANN, Skovde, Sweden (1998)