English, Article, Journal or magazine article edition: C1,1 approximations of generalized support vector machines Davide La Torre; Carlo Vercellis

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Bookmark: http://trove.nla.gov.au/version/58696
Physical Description
  • preprint
Language
  • English

Edition details

Title
  • C1,1 approximations of generalized support vector machines
Author
  • Davide La Torre
  • Carlo Vercellis
Physical Description
  • preprint
Notes
  • Smoothing methods, extensively used for solving mathematical programming problems and applications, are applied in this paper to approximate some optimization problems arising in the theory of generalized support vector machines. A nonlinear model, which generalizes some previous works, is considered in order to minimize the weighted combination of the error distance and the number of features utilized by the support vector machines. In particular, our smooth approach concerns the use of the class of C1,1 functions to approximate the above nonlinear objects.
  • Generalized support vector machines, C1,1 functions, optimality
  • RePEc:mil:wpdepa:2002-19
Language
  • English
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