Case-based Predictions: An Axiomatic Approach To Prediction, Classification And

Description: Case-based Predictions: An Axiomatic Approach To Prediction, Classification And Statistical Learning by Itzhak Gilboa, David Schmeidler Presents an axiomatic approach to the problems of prediction, classification, and statistical learning. FORMAT Hardcover LANGUAGE English CONDITION Brand New Publisher Description 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. Author Biography ITZHAK GILBOA Table of Contents Case-Based Decision Theory; Act Similarity in Case-Based Decision Theory; A Cognitive Foundation of Probability; Inductive Inference: An Axiomatic Approach; Expected Utility in the Context of a Game; Subjective Distributions; Probabilities as Similarity-Weighted Frequencies; Fact-Free Learning; Empirical Similarity; Axiomatization of an Exponential Similarity Function; On the Definition of Objective Probabilities by Empirical Similarity; Likelihood and Simplicity: An Axiomatic Approach. Details ISBN981436617X Author David Schmeidler Year 2012 ISBN-10 981436617X ISBN-13 9789814366175 Media Book Format Hardcover Publisher World Scientific Publishing Co Pte Ltd Imprint World Scientific Publishing Co Pte Ltd Subtitle An Axiomatic Approach to Prediction, Classification and Statistical Learning Place of Publication Singapore Country of Publication Singapore DEWEY 330.01 Short Title CASE BASED PREDICTIONS Language English Series Number 03 Affiliation Tel Aviv University, Israel Publication Date 2012-04-27 Illustrations black & white illustrations Pages 348 Series World Scientific Series In Economic Theory UK Release Date 2012-04-27 Audience Tertiary & Higher Education We've got this At The Nile, if you're looking for it, we've got it. With fast shipping, low prices, friendly service and well over a million items - you're bound to find what you want, at a price you'll love! TheNile_Item_ID:126695730;

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