{"title":"Application of Levenberg-Marquardt method to the training of spiking neural networks","authors":"Sergio Silva, A. Ruano","doi":"10.1109/IJCNN.2006.246919","DOIUrl":null,"url":null,"abstract":"One of the basic aspects of some neural networks is their attempt to approximate as much as possible their biological counterparts. The goal is to achieve a simple and robust network, easy to comprehend and capable of simulating the human brain at a computational level. This paper presents improvements to the Spikepro algorithm, by introducing a new encoding scheme, and illustrate the application of the Levenberg Marquardt algorithm to this third generation of neural network","PeriodicalId":145719,"journal":{"name":"2005 International Conference on Neural Networks and Brain","volume":"54 67 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2006-10-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"19","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2005 International Conference on Neural Networks and Brain","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IJCNN.2006.246919","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 19
Abstract
One of the basic aspects of some neural networks is their attempt to approximate as much as possible their biological counterparts. The goal is to achieve a simple and robust network, easy to comprehend and capable of simulating the human brain at a computational level. This paper presents improvements to the Spikepro algorithm, by introducing a new encoding scheme, and illustrate the application of the Levenberg Marquardt algorithm to this third generation of neural network
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