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soft Exponential activation function

时间:2023-10-31 15:04:33浏览次数:32  
标签:function Function functions based Neural activation soft Activation


全文 https://ieeexplore.ieee.org/document/7526959

Soft Exponential Activation Function

 

A Soft Exponential Activation Function is a parametric neuron activation function that is based on the inperpolation of the identity, logarithm and exponential functions .

  • Context:
  • Example(s):
  • Counter-Example(s):


References

2018

  • The following table compares the properties of several activation functions that are functions of one fold from the previous layer or layers:

soft Exponential activation function_ci

 

 

Here, H is the Heaviside step function.

α is a stochastic variable sampled from a uniform distribution at training time and fixed to the expectation value of the distribution at test time.

2015


 

  • 1. Godfrey, Luke B.; Gashler, Michael S. (2016-02-03). "A continuum among logarithmic, linear, and exponential functions, and its potential to improve generalization in neural networks". 7th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management: KDIR 1602: 481–486. arXiv:1602.01321. Bibcode 2016arXiv160201321G.

  1. Gashler, Michael S.; Ashmore, Stephen C. (2014-05-09). “Training Deep Fourier Neural Networks To Fit Time-Series Data". arXiv:1405.2262 Freely accessible cs.NE.

Categories:



标签:function,Function,functions,based,Neural,activation,soft,Activation
From: https://blog.51cto.com/emanlee/8105367

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