Adversarial Auto-Encoders

目录

• Another Approach: q(z)->p(z)
  • Intuitively comprehend KL(p|q)
• Minimize KL Divergence
  • How to compute KL between q(z) and p(z)

• Distribution of hidden code

• Give more details after GAN

Another Approach: q(z)->p(z)

• Explicitly enforce

Intuitively comprehend KL(p|q)

(KL in{[0,+infty]})

• KL = 0 --> (papprox{q})

Minimize KL Divergence

• Evidence Lower BOund

[KL(q_ heta(z|x_i)||p(z)) ]

How to compute KL between q(z) and p(z)

我们所希望的两点：

• 重建变量
• 隐藏变量逼近p的分布