Title: Case-Based Predictions : An Axiomatic Approach to Prediction, Classification and Statistical Learning
Publisher: World Scientific Publishing Company
Publication Date: 2012
Language: English
ISBN 10: 981436617X
ISBN 13: 9789814366175
Binding: Hardcover
Condition: As New

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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.

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