Redundancy of the parameters of the complex-valued neural network

被引:12
|
作者
Nitta, T [1 ]
机构
[1] Natl Inst Adv Ind Sci & Technol, AIST, Tsukuba, Ibaraki 3058568, Japan
关键词
complex-valued neural network; complex number; redundancy;
D O I
10.1016/S0925-2312(02)00669-0
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this letter, we will clarify the redundancy of the parameters of the complex-valued neural network. The results may be summarized as follows. There exist the four transformations which can cause the redundancy of the parameters of the complex-valued neural network, including the two transformations which can cause the redundancy of the parameters of the real-valued neural network (i.e., the interchange of the two hidden neurons and the sign flip of the parameters on the hidden neurons). (C) 2002 Elsevier Science B.V. All rights reserved.
引用
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页码:423 / 428
页数:6
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