RETRACTED: Bayesian Inference of Mixture Model via Differential Evolution and Sampling (Retracted Article)

被引:0
|
作者
Guo, Peng [1 ,2 ]
Li, Naixiang [2 ]
机构
[1] Tianjin Univ, Sch Comp Sci & Technol, Tianjin, Peoples R China
[2] Tianjin Agr Univ, Dept Comp Sci & Informat Engn, Tianjin, Peoples R China
关键词
Bayesian Inference; Mixture Model; Differential Evolution; MCMC; Gibbs sampling; ALGORITHM;
D O I
10.1109/ICACC.2010.5486898
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Mixture model comprises a finite or infinite number of different distributional types of components and offers a much wider range of modeling possibilities than its components. In his paper, we present an approach for Bayesian inference of mixture model with Differential Evolution and Markov chain Monte Carlo(MCMC). Bayesian inference on Gaussian mixture model via Gibbs sampling and optimization with Differential Evolution MCMC are focuses of our work. The inference framework involves calculations of weight, mean and covariance corresponding to each component. Experimental results show novel effect of our method.
引用
收藏
页码:504 / 508
页数:5
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