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Title
Generalized additive models: background, definitions, extensions / von Christopher Rieser
AuthorRieser, Christopher
CensorFilzmoser, Peter
PublishedWien, 2018
Description80 Seiten : Diagramme
Institutional NoteTechnische Universität Wien, Diplomarbeit, 2018
LanguageEnglish
Document typeThesis (Diplom)
Keywords (EN)Generalized linear models / nonlinear functions
URNurn:nbn:at:at-ubtuw:1-116422 Persistent Identifier (URN)
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 The work is publicly available
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Generalized additive models: background, definitions, extensions [2.94 mb]
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Abstract (English)

This thesis gives an extensive overview of generalized additive models withan outlook on their robustication. Chapter 1 shortly introduces the mainproblems with the linear model - with Gaussian errors. Chapter 2 considers additive models and generalized linear models.In Chapter 3 additive models and generalized linear models will be merged towhat is known as generalized additive models. Furthermore, we will discussone way of robustifying the latter and end with three illustrations of GAMs.

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