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CASE-BASED PREDICTIONS - Gilboa Itzhak

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2012-04-26
158,75 € 226,78 €

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The book presents an axiomatic approach to the problems of prediction, classification, and statistical learning. Using methodologies from axiomatic decision theory, and, in particular, the authors' case-based decision theory, the present studies attempt to ask what inductive conclusions can be derived from existing databases. It is shown that simple consistency rules lead to similarity-weighted aggregation, ... Täielik kirjeldus

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Kirjeldus

The book presents an axiomatic approach to the problems of prediction, classification, and statistical learning. Using methodologies from axiomatic decision theory, and, in particular, the authors' case-based decision theory, the present studies attempt to ask what inductive conclusions can be derived from existing databases. It is shown that simple consistency rules lead to similarity-weighted aggregation, akin to kernel-based methods. It is suggested that the similarity function be estimated from the data. The incorporation of rule-based reasoning is discussed.

Lisateave

Autor Gilboa Itzhak
Kirjastaja World Scientific
Väljalaskeaasta 2012
Kaanetüüp Kõvakaaneline
EAN 9789814366175
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158,75 € 226,78 €