menu
techminis

A naukri.com initiative

google-web-stories
Home

>

ML News

>

Density es...
source image

Arxiv

1d

read

26

img
dot

Image Credit: Arxiv

Density estimation via mixture discrepancy and moments

  • Researchers have proposed density estimation via mixture discrepancy and moments as alternative methods to the star discrepancy for generalizing histogram statistics to higher dimensional cases.
  • The density estimation via mixture discrepancy based sequential partition (DSP-mix) and density estimation via moments based sequential partition (MSP) are computationally tractable and exhibit reflection and rotation invariance.
  • Both DSP-mix and MSP run approximately ten times faster than density estimation via discrepancy based sequential partition (DSP) while maintaining the same accuracy.
  • Numerical experiments demonstrate the efficiency of DSP-mix and MSP in reconstructing the d-D mixture of Gaussians and Betas for various dimensions.

Read Full Article

like

1 Like

For uninterrupted reading, download the app