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  • 标题:Learning Capability of a Simple Neural Network
  • 本地全文:下载
  • 作者:Dranreb Earl Juanico ; Christopher Monterola ; Caesar Saloma
  • 期刊名称:Science Diliman
  • 印刷版ISSN:2012-0818
  • 出版年度:2012
  • 卷号:13
  • 期号:2
  • 语种:English
  • 出版社:OVCRD
  • 摘要:We demonstrate that a neural network composed of only three nodes and three connections arranged in a 2-inputs, 1-middle, 1-output architecture is able to perform differentiation of univariate functions (Đ). Using a proposed empirical technique, we assess the network’s generalization capability by approximating a functional form for the growth function ΔF(N). We calculated the probability of error to be ≈10^-7 allowing us to justify the effectiveness of the simplistic approach in modeling a non-trivial task such as Đ.
  • 关键词:architecture;differentiation;generalization;growth function
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