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Support Vector Method for Multivariate Density Estimation

 Vladimir N. Vapnik and Sayan Mukherjee
  
 

Abstract:
A new method for multivariate density estimation is developed based on the Support Vector Machine (SVM) solution of inverse ill-posed problems. The solution has the form of a mixture of densities. This method with Gaussian kernels compared favorably to both Parzen's method and the Gaussian Mixture Model method.

 
 


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