{"title":"Online learning with recycled examples: a cavity analysis","authors":"P. Luo, K. Wong","doi":"10.1109/ICONIP.2002.1202839","DOIUrl":null,"url":null,"abstract":"We analyse the dynamics of on-line learning with recycled examples using the cavity method. For large input dimensions, we derive equations for the macroscopic parameters, providing solutions to Adaline learning as a benchmark. Comparison with batch learning is discussed.","PeriodicalId":146553,"journal":{"name":"Proceedings of the 9th International Conference on Neural Information Processing, 2002. ICONIP '02.","volume":"211 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2002-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 9th International Conference on Neural Information Processing, 2002. ICONIP '02.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICONIP.2002.1202839","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
We analyse the dynamics of on-line learning with recycled examples using the cavity method. For large input dimensions, we derive equations for the macroscopic parameters, providing solutions to Adaline learning as a benchmark. Comparison with batch learning is discussed.
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