Causal Inference with Bayesian Networks | 10.82 MB
Title: Causal Inference with Bayesian Networks
Author: Yousri El Fattah, Reza Bagheri
Category: Nonfiction, Science & Nature, Technology, Operations Research, Business & Finance, Economics, Statistics, Computers, Database Management
Language: English| ISBN: 0195394291
Description:
Explore the mathematical foundation of graphical models and their use for knowledge representation in causal and Bayesian networks. Delve into probabilistic inference methods in Bayesian networks. Grasp concepts of causality and treatment effects and learn the rules of causal calculus to generate probabilistic formulas for the effect of interventions in terms of the observed probabilities.
Explore the mathematical foundation of graphical models and their use for knowledge representation in causal and Bayesian networks. Delve into probabilistic inference methods in Bayesian networks. Grasp concepts of causality and treatment effects and learn the rules of causal calculus to generate probabilistic formulas for the effect of interventions in terms of the observed probabilities.
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