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Question for the distribution of singular values

Open Fangwq opened this issue 5 years ago • 1 comments

Hi, I run your code in the file deep_singular_value_dist.m. I have a question about the variable scale in the file. It turn out this variable is so important here. If it is set to be 1, the result of the figure 1 and figure 2 do not show any obvious difference. Why does it happen? What's the function of variable scale ? Can you clarify it to me? I do not find a clue in your PhD thesis. Thank you very much!

Fangwq avatar Aug 22 '19 11:08 Fangwq

It's been a while, but I think it's meant to reflect the ratio of the lengthscale of the kernel to its output variance. I think you're right that if it's exactly 1 then nothing blows up, and that it's an unstated assumption that this is hard to achieve in practice with neural nets (kind of like with RNNs).

duvenaud avatar Aug 22 '19 17:08 duvenaud