July 2021
Intermediate to advanced
274 pages
6h 50m
English
Content preview from Bayesian Networks, 2nd Edition
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C
A Note about Bayesian Networks
The relationship between Bayesian networks and Bayesian statistics is often unclear because of how similar their names are due to the common qualifier of Bayesian. Even though they are connected in many ways, it is important to underline the differences between the two.
C.1 Bayesian Networks and Bayesian Statistics
The fundamental difference originates in the term statistics. A statistical procedure consists in summarising the information contained in a data set, or more generally in performing some inference within the framework of some probabilistic model. A Bayesian network is just a complex, principled way of proposing a probabilistic model on a set of variables, without necessarily involving data.
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