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  • 标题:Spherical SOM and Arrangement of Neurons Using Helix on Sphere
  • 作者:Hirokazu Nishio ; Md. Altaf-Ul-Amin ; Ken Kurokawa
  • 期刊名称:IPSJ Digital Courier
  • 电子版ISSN:1349-7456
  • 出版年度:2006
  • 卷号:2
  • 页码:133-137
  • DOI:10.2197/ipsjdc.2.133
  • 出版社:Information Processing Society of Japan
  • 摘要:Self-organizing maps(SOM) are a kind of neural network, and are applied to many fields. In many applications, there are borders surrounding the neuron arrangement. It causes a problem which is called ‘Border effect’ because the number of neighborhood neurons of a neuron near a border is different from that of a neuron near the center. This problem can be solved by arranging neurons uniformly on the surface of a sphere. But by the conventional method we cannot arrange neurons of arbitrary number. Therefore, it is inconvenient to use. Here we developed a method to arrange the neurons of arbitrary number by dividing a helix which covers the surface of a sphere into equal parts. It also can arrange neurons on a sphere more uniformly than the conventional method.
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