Support vector machine for efficient subset simulations: 2SMART method

Applications of Statistics and Probability in Civil Engineering - Proceedings of the 10th International Conference on Applications of Statistics and Probability, ICASP10

Volumn , Issue , 2007, Pages 259-260

  Deheeger, F ^a   Lemaire, M ^a  

^a UNIVERSITÉ CLERMONT AUVERGNE   (France)

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[No Author keywords available]

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EID: 84858020686     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (6)

1. Au, S.K. and Beck, J.L. (2001). Estimation of small failure probabilities in high dimensions by subset simulation. Probabilistic Engineering Mechanics.
2. Deheeger, F. and Lemaire, M. (2006). Reliability Analysis by Support Vector Machine Classification. ASRANet Third International Colloquium.
3. Hurtado, J.E. (2004). Structural reliability, Statistical Learning Perspectives. Lecture Notes in Applied and Computational Mechanics Vol.17, Springer.
4. Lemaire, M. (2007). Structural Reliability. ISTE - to appear.
5. Schölkopf, B. and Smola, A. (2003). Kernel Methods and Support Vector Machines. Technical report, Max-Planck-Institut fur biologische Kybernetik.
6. Vapnik, V. (1998). Statistical Learning Theory. Wiley-Interscience.