Hausdorff approximation of the sign function by a class of parametric activation functions

Authors

  • Nikolay Kyurkchiev
  • Svetoslav Marinov Markov Bulgarian Academy of Sciences

DOI:

https://doi.org/10.11145/bmc.2016.12.217

Abstract

In this paper we study the distance between the sign function and a class of parametric activation functions. The distance is measured in Hausdorff sense, which is natural in a situation when a sign function is involved. Precise upper and lower bounds for the Hausdorff distance have been obtained.

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Published

2016-12-30

Issue

Section

Articles