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Pros and Cons of ELU

Pros:

  • Whereas with ReLU, all negative outputs go to zero, ELU can produce negative outputs
  • Tends to converge cost to zero very quickly and produce very accurate results
  • Additional parameter alpha. ELU becomes smooth slowly until its output equal to -α whereas RELU sharply smoothes

Cons:

  • For x > 0, it can blow up the activation with the output range of 0 -> infinity

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Updated 2020-10-21

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Data Science