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Case-Based Predictions

Case-Based Predictions : An Axiomatic Approach to Prediction, Classification and Statistical Learning. I.ギルボア、D.シュマイドラー著 事例に基づく予測

・ISBN 978-981-4366-17-5 hard US$ 137.00

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電子版あり 大学・学術機関向け電子ブック(eBook)ISBN 978-981-4366-18-2

著者・編者Gilboa, Itzhak / Schmeidler, D.,
シリーズWorld Scientific Series in Economic Theory
出版社(World Scientific, SI)
出版年月2012
ページ数309 pp.
言語ENG
ニュース番号<590-304>

解説

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.