On the expressive power of deep neural networks

international conference on machine learning, 2017.

Cited by: 306|Bibtex|Views75|Links
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Abstract:

We study the expressive power of deep neural networks before and aftertraining. Considering neural nets after random initialization, we show thatthree natural measures of expressivity all display an exponential dependenceon the depth of the network. We prove, theoretically and experimentally,that all of these measures are in fact related ...More

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