CASE-BASED PREDICTIONS (World Scientific Series in Economic Theory, Band 3) - Hardcover

Gilboa Itzhak

 
9789814366175: CASE-BASED PREDICTIONS (World Scientific Series in Economic Theory, Band 3)
Hardcover
ISBN 10: 981436617X ISBN 13: 9789814366175
Verlag: World Scientific, 2012

Inhaltsangabe

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.

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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, 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.

„Über diesen Titel“ kann sich auf eine andere Ausgabe dieses Titels beziehen.

Verlag
World Scientific
Erscheinungsdatum
2012
Sprache
Englisch
ISBN 10 
981436617X
ISBN 13 
9789814366175
Einband
Gebundene Ausgabe
Anzahl der Seiten
348
Kontakt zum Hersteller
preigu GmbH & Co. KG
mail@preigu.de

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