{"title":"A novel nonlinear synapse neuron model guaranteeing a global minimum-Wavelet Neuron","authors":"T. Yamakawa","doi":"10.1109/ISMVL.1998.679510","DOIUrl":null,"url":null,"abstract":"A novel nonlinear synapse neuron model named Wavelet Neuron is proposed, which realizes effective establishment of approximate wavelet expansion by learning instead of analytical procedure. The distinctive features of the model are guarantee of a global minimum and three decades higher speed of learning than feedforward multilayer neural networks.","PeriodicalId":377860,"journal":{"name":"Proceedings. 1998 28th IEEE International Symposium on Multiple- Valued Logic (Cat. No.98CB36138)","volume":" 8","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1998-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"9","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings. 1998 28th IEEE International Symposium on Multiple- Valued Logic (Cat. No.98CB36138)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISMVL.1998.679510","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 9
Abstract
A novel nonlinear synapse neuron model named Wavelet Neuron is proposed, which realizes effective establishment of approximate wavelet expansion by learning instead of analytical procedure. The distinctive features of the model are guarantee of a global minimum and three decades higher speed of learning than feedforward multilayer neural networks.
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