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Description: Variational Bayes by EmtiyazKhan
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Author: angshul |
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Description: 用Matlab写的高斯混合模型的贝叶斯EM估计,-Variational Bayesian EM for Gaussian mixture models
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Author: cheng |
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Description: 变分贝叶斯高斯过程混合模型源码,主要基于pattern recognition and machine learning 这本书。-22 Oct 2008
gmmVBEM.m is the main file for VBEM
Main file needs
MyEllipse.m for plotting
Netlab gmmem for initialization
Following example file illustrates the usage
exampleVBEM.m example file for VBEM
faithful.txt Dataset for the example
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Size: 7740416 |
Author: 李 |
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Description: 在混合高斯模型参数估计方法上有很多方法,例如最大似然函数的EM算法,但是该算法容易出现过拟合,故本文提出了一个变分EM的算法来对参数进行估计,可以避免EM算法中的不足。
下面的示例文件中说明了使用下面的示例文件说明了用法
examplevbem,VBEM M示例文件
faithful.txt数据集为例(The parameters of Gauss mixture model estimation method has a lot of methods, such as the maximum likelihood function of EM algorithm, but the algorithm is prone to overfitting, so this paper proposes a variational EM algorithm to estimate the parameters, can avoid the shortcomings of the EM algorithm in the.
The following example file illustrates the use of the following sample file
Examplevbem, VBEM, M sample files
Faithful.txt data set as an example)
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Author: jiajiale
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