{"title":"Semiparametric and Additive Model Selection Using an Improved Akaike Information Criterion","authors":"J. Simonoff, Chih-Ling Tsai","doi":"10.1080/10618600.1999.10474799","DOIUrl":null,"url":null,"abstract":"Abstract An improved AIC-based criterion is derived for model selection in general smoothing-based modeling, including semiparametric models and additive models. Examples are provided of applications to goodness-of-fit, smoothing parameter and variable selection in an additive model and semiparametric models, and variable selection in a model with a nonlinear function of linear terms.","PeriodicalId":309676,"journal":{"name":"NYU: IOMS: Statistics Working Papers (Topic)","volume":"35 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1999-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"49","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"NYU: IOMS: Statistics Working Papers (Topic)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1080/10618600.1999.10474799","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 49
Abstract
Abstract An improved AIC-based criterion is derived for model selection in general smoothing-based modeling, including semiparametric models and additive models. Examples are provided of applications to goodness-of-fit, smoothing parameter and variable selection in an additive model and semiparametric models, and variable selection in a model with a nonlinear function of linear terms.
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