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Home Management Finance Case - Based Predictions: 3 (World Scientific Series In Economic Theory)
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Case - Based Predictions: 3 (World Scientific Series In Economic Theory)
by Gilboa
4.9
4.9 out of 5
Creators
AuthorGilboa
Publisher World Scientific Publishing Company
SynopsisThe 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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