DeepBayes: Gan Game

Introduction:

这篇记录了GAN,生成对抗，转载请注明。
Reference：

1. Deep Bayes Slides
2. https://zhuanlan.zhihu.com/p/25071913
3. https://zhuanlan.zhihu.com/p/55393813

   f-Divergence

   For distributions P and Q f-divergence is defined as:
   

KL-divergence:

Reversed KL-divergence:

Total variation:

Earth Mover Distance

Wasserstein距离：

We can judge by:

We can solve the following dual problem:

Spectral Normalization

For any weight matrix W, we want to find the square of the biggest feature val:

Power Iteration

Game theory view on GANs