Volume Costs Density

A 1-D normalizing flow has base density z∼N(0,1)z \sim \mathcal{N}(0, 1) and invertible transformation x=f(z)=3z+1x = f(z) = 3z + 1, with f−1(x)=(x−1)/3f^{-1}(x) = (x-1)/3.

Evaluate log⁡pX(1)\log p_X(1). Useful constants: 12log⁡(2π)=0.9189\tfrac{1}{2}\log(2\pi) = 0.9189 and log⁡3=1.0986\log 3 = 1.0986.

A

−2.52-2.52, from log⁡pZ(1)−log⁡3\log p_Z(1) - \log 3

B

0.180.18, from log⁡pZ(0)+log⁡3\log p_Z(0) + \log 3

C

−2.02-2.02, from log⁡pZ(0)−log⁡3\log p_Z(0) - \log 3

D

−3.92-3.92, from log⁡pZ(0)−3\log p_Z(0) - 3