Multi-Valued Neuron with a periodic activation function - influence of l-periodic parameter over the learning process

被引：0

作者：

Lupea, Valentin Mircea ^{[1
]}

机构：

[1] Politehn Univ, Dept Comp Sci, Timisoara, Romania

来源：

14TH IEEE INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND INFORMATICS (CINTI) | 2013年

关键词：

Multi-Valued Neuron (MVN); periodic activation function; l-periodic;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Multi-Value Neuron with a periodic activation function (MVN-P) represents an evolution of the Multi-Value Neuron (MVN) by introducing the concept of l-periodic occurrence of the possible output sectors. Increased efficiency was obtained based on this new approach and it was observed that the l-periodicity parameter has an important impact over the learning process. This paper presents a study of this impact in terms of learning efficiency (error rate and learning epochs).

引用

页码：185 / 188

页数：4

共 7 条

[1] A MULTI-VALUED NEURON WITH A PERIODIC ACTIVATION FUNCTION
Aizenberg, Igor
[J]. IJCCI 2009: PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON COMPUTATIONAL INTELLIGENCE, 2009, : 347 - 354
[2] Multi-Valued Neuron with a periodic activation function - learning with negative examples
Lupea, V. M.
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Lupea, Valentin Mircea
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Aizenberg, Igor
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Aizenberg, Igor
Caudill, Matthew
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[J]. 2010 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS IJCNN 2010, 2010,
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Aizenberg, Igor
[J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 2010, 21 (12): : 1939 - 1949
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Aizfnberg, Igor
Moraga, Claudio
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