Free Utility-Based Learning from Data (Chapman & Hall/Crc

Author: Craig Friedman
Edition: 1
Binding: Hardcover
ISBN: 1584886226
Publisher: Chapman and Hall/CRC
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Utility-Based Learning from Data (Chapman & Hall/Crc: Machine Learning & Pattern Recognition)

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. Search and download computer ebooks Utility-Based Learning from Data (Chapman & Hall/Crc: Machine Learning & Pattern Recognition) for free.
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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 possible outcomes 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

Utility-Based Learning From Data (Chapman & Hall/Crc: Machine Learning & Pattern Recognition)

Utility-Based Learning from Data (Chapman & Hall/Crc Free

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
These assumptions are naturally expressed in the language of utility theory, which