Separability Conditions for Multilayer Nets Having Solutions and Convergent Superiority of Bipolar Nets

Hiroshi Shiratsuchi; Hiromu Gotanda; Katsuhiro Inoue; Kousuke Kumamaru

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Separability Conditions for Multilayer Nets Having Solutions and Convergent Superiority of Bipolar Nets

机译：多层网具有双极网的解决方案和会聚优越性的多层网的可分离条件

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摘要

Separability conditions are formulated for multilayer nets to have solutions by a set of normal vectors orthogonal to separation hyperplanes. Comparing separability conditions to distributions of normal vectors with weights and biases initialized ordinarily by random numbers with a zero mean, we found that bipolar nets are superior to unipolar nets in convergence of the back propagation learning initialized in such an ordinary manner.

机译：为多层网配制可分离的条件，以通过与分离超平面正交的一组正常载体具有溶液。将可分离性条件与零均值的随机数初始化的普通载体的分布与零均值相比，我们发现双极网以如此普通方式初始化的后传播学习的收敛性优于单极网。

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《Journal of Advanced Computatioanl Intelligence and Intelligent Informatics》 |2004年第6期|共6页
作者
Hiroshi Shiratsuchi; Hiromu Gotanda; Katsuhiro Inoue; Kousuke Kumamaru;
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正文语种 eng
中图分类其他计算机;
关键词
Multilayer neural network; Back propagation; Convergence; Nonlinear identification;

机译：多层神经网络;回到传播;收敛;非线性识别;

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专利

1. Separability Conditions for Multilayer Nets Having Solutions and Convergent Superiority of Bipolar Nets [J] . Hiroshi Shiratsuchi, Hiromu Gotanda, Katsuhiro Inoue, Journal of Advanced Computatioanl Intelligence and Intelligent Informatics . 2004,第6期

机译：多层网具有双极网的解决方案和会聚优越性的多层网的可分离条件
2. Fabrication of chitosan-bond-2-hydroxy-1-naphthaldehyde Cu complex covalently linked magnetite nanoparticles as an efficient, reusable and magnetically separable catalyst for the selective oxidation of sulfides to sulfoxides using 30% H2O2 under solvent-free conditions [J] . Fakhri A., Naghipour A. Materials Technology . 2016,第14期

机译：壳聚糖键合-2-羟基-1-萘醛铜络合物共价连接的磁铁矿纳米粒子的制备，作为一种有效，可重复使用和磁性分离的催化剂，用于在无溶剂条件下使用30％H2O2将硫化物选择性氧化为亚砜
3. Fabrication of chitosan-bond-2-hydroxy-1-naphthaldehyde Cu complex covalently linked magnetite nanoparticles as an efficient, reusable and magnetically separable catalyst for the selective oxidation of sulfides to sulfoxides using 30% H2O2 under solvent-free conditions [J] . Fakhri A., Naghipour A. Materials Technology . 2016,第14期

机译：壳聚糖 - 键-2-羟基-1-萘醛Cu复合物共价连接的磁铁矿纳米颗粒作为在无溶剂条件下使用30％H 2 O 2的30％H 2 O 2选择性氧化硫化物的有效，可重复使用和磁性可分离的催化剂，以在无溶剂条件下使用30％H 2 O 2
4. Necessary conditions for multilayer nets having solutions and convergent superiority of bipolar nets [C] . Hiromu Gotanda, Hiroshi Shiratsuchi, Katsuhiro Inoue, IFAC symposium on system identification . 1998

机译：具有双极网的解决方案和会聚优越性的多层网的必要条件
5. Boundary conditions for the solution of open-region electromagnetic scattering problems. [D] . Ramahi, Omar Mustafa. 1990

机译：解开区电磁散射问题的边界条件。
6. Spin-polarized transport in ferromagnetic multilayers: An unconditionally convergent FEM integrator [O] . Claas Abert, Gino Hrkac, Marcus Page, -1

机译：铁磁多层体中的自旋极化输运：无条件收敛的FEM积分器
7. Convergent Superiority of Bipolar Nets from the Viewpoint of Input Set Separability [O] . Hiroshi SHIRATSUCHI, Hiromu GOTANDA, Katsuhiro INOUE, 1998

机译：从输入集可分离的角度来看，双极网的收敛优越性

Separability Conditions for Multilayer Nets Having Solutions and Convergent Superiority of Bipolar Nets

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