Case-Based Predictions: An Axiomatic Approach to Prediction, Classification and Statistical Learning: 3 - Rilegato

Gilboa, Itzhak; Schmeidler, David

 
9789814366175: Case-Based Predictions: An Axiomatic Approach to Prediction, Classification and Statistical Learning: 3

Sinossi

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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Book by Itzhak Gilboa David Schmeidler

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