Lasse Holmström, P. Koistinen, Jorma T. Laaksonen, E. Oja
{"title":"Neural network and statistical perspectives of classification","authors":"Lasse Holmström, P. Koistinen, Jorma T. Laaksonen, E. Oja","doi":"10.1109/ICPR.1996.547432","DOIUrl":null,"url":null,"abstract":"Pattern classification using neural networks and statistical methods is discussed and a taxonomy based on their underlying mathematical principles is presented. Typical neural network and statistical classifiers are then compared in a case study using handwritten digit data.","PeriodicalId":290297,"journal":{"name":"Proceedings of 13th International Conference on Pattern Recognition","volume":"94 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1996-08-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of 13th International Conference on Pattern Recognition","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICPR.1996.547432","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 5
Abstract
Pattern classification using neural networks and statistical methods is discussed and a taxonomy based on their underlying mathematical principles is presented. Typical neural network and statistical classifiers are then compared in a case study using handwritten digit data.