Compound Normal with Gamma Mixture Models - A Model Characteristic Perspective

Abstract

In this paper, we discuss convergence performance issues of Compound Normal with Gamma Mixture(CNGM) and Truncated Compound Normal with Gamma Mixture(TCNGM) models that we have proposed in our earlier work in comparison to the normal mixture model(NM). We show that these models are feasible for mixture density estimation. Based on examination of coefficient of kurtosis, these models are shown to be preserving model characteristics of the more mesokurtic normal distribution and model better the leptokurtic deviations of normal distribution.

Authors and Affiliations

Viziananda Row Sanapala, Sreenivasa Rao Kraleti, Srinivasa Rao Peri

Keywords

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  • EP ID EP22954
  • DOI -
  • Views 274
  • Downloads 4

How To Cite

Viziananda Row Sanapala, Sreenivasa Rao Kraleti, Srinivasa Rao Peri (2016). Compound Normal with Gamma Mixture Models - A Model Characteristic Perspective. International Journal for Research in Applied Science and Engineering Technology (IJRASET), 4(12), -. https://www.europub.co.uk/articles/-A-22954