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Utility-Based Learning from Data free ebook download

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Computer Science

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Catalogue

Author(s):	Craig Friedman and Sven Sandow

Date:	2010	Format:	PDF	Language:	English	ISBN/ASIN:	1584886226
Pages:	417	OCR:		Quality:		ISBN13:
Uploader:	comet	Upload Date:	7/23/2019 12:34:08 AM

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Utility-Based Learning from Data provides a pedagogical, self-contained discussion of probability estimation methods via a coherent approach from the viewpoint of a decision maker who acts in an uncertain environment.

This approach is motivated by the idea that probabilistic models are usually not learned for their own sake  rather, they are used to make decisions. Specifically, the authors adopt the point of view of a decision maker who

(i) operates in an uncertain environment where the consequences of every possible outcome are explicitly monetized,
(ii) bases his decisions on a probabilistic model, and
(iii) builds and assesses his models accordingly.

These assumptions are naturally expressed in the language of utility theory, which is well known from finance and decision theory. By taking this point of view, the book sheds light on and generalizes some popular statistical learning approaches, connecting ideas from information theory, statistics, and finance. It strikes a balance between rigor and intuition, conveying the main ideas to as wide an audience as possible.

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	Title	Link	Password	Size (MB)	Thank to	Inform Admin
2539172	Book	https://novafile.com/1et9wv3sdqt5...		2.70	comet

Tags: Data Learning Utility-Based

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Utility-Based Learning from Data free ebook download

Category: Computer Science

Description: Click to see full description

Category:
Computer Science