[Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

[Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

[Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

[Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

 

[Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

 

 

[Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

[Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

 

 [Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

 [Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

[Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

[Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

 

alternatively update Q_{\miu} and Q_{\sigma}

 

 [Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

 

 [Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

[Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

 another example is the spin system:

 

[Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

a nasty thing here is the coupling term in E(x;J)

and we use another decoupling Q(x;a) to fit 

 

[Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

 

 

[Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

 [Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

 

[Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

 

 

two spin system example:

 

 

[Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

 

 [Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

less on {-1,1} and {1,-1}, higher on {-1,-1} and {1,1}

 

 [Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

 [Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

 

 [Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

 

[Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

 

[Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

 

 

 [Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

 

[Information Theory] L14: Approximating Probability Distributions (IV): Variational Methods

上一篇:Android显示系统(1)——显示框架


下一篇:ubuntu 18.04 64bit下如何安装安卓虚拟机anbox?