On the transformation mechanisms of multilayer perceptrons w…

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  • DOI 10.1109/ijcnn.2003.1223858
  • OpenAlex ID W1557022093
  • Type Conference-paper
  • Language EN
  • Published 22 Mar 2004
  • Volume 2
  • Pages 1173–1178
  • Source International Joint Conference on Neural…
  • Countries 1
  • Institutions 2
  • Added 24 Jun 2016
  • Updated 27 Oct 2026
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On the transformation mechanisms of multilayer perceptrons with sigmoid activation functions for classifications

Conference-paper 2004 EN

This paper studies the transformation mechanisms of multilayer perceptrons with sigmoid activation functions for classifications. The viewpoint is presented that in the input spaces the hyperplanes determined by the hidden basis functions with values of 0 do not play the role of separate hyperplanes, and furthermore such "hyperplanes" do not certainly go through the marginal regions between differ…

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1 Daqi Gao East China University of Scien… (CN) State Key Laboratory of Biorea… (CN) —
2 Zhu Haijun East China University of Scien… (CN) State Key Laboratory of Biorea… (CN) —
3 Nie Guping East China University of Scien… (CN) —
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