{"title":"具有周期激活函数的多值神经元——l-周期参数对学习过程的影响","authors":"V. M. Lupea","doi":"10.1109/CINTI.2013.6705189","DOIUrl":null,"url":null,"abstract":"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).","PeriodicalId":439949,"journal":{"name":"2013 IEEE 14th International Symposium on Computational Intelligence and Informatics (CINTI)","volume":"9 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2013-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Multi-valued neuron with a periodic activation function — Influence of l-periodic parameter over the learning process\",\"authors\":\"V. M. Lupea\",\"doi\":\"10.1109/CINTI.2013.6705189\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"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).\",\"PeriodicalId\":439949,\"journal\":{\"name\":\"2013 IEEE 14th International Symposium on Computational Intelligence and Informatics (CINTI)\",\"volume\":\"9 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2013-11-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2013 IEEE 14th International Symposium on Computational Intelligence and Informatics (CINTI)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CINTI.2013.6705189\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2013 IEEE 14th International Symposium on Computational Intelligence and Informatics (CINTI)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CINTI.2013.6705189","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Multi-valued neuron with a periodic activation function — Influence of l-periodic parameter over the learning process
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).