Causal Inference with Bayesian Networks

Causal Inference with Bayesian Networks

Exploring the Practical Applications and Demonstrations of Causal Inference using R and Python

Fattah, Yousri El

Packt Publishing Limited

12/2024

666

Mole

9781835084984

Pré-lançamento - envio 15 a 20 dias após a sua edição

Descrição não disponível.
Table of Contents

Introduction
Basics of Probability
Bayesian Networks
Structured Causal Models
Relational Database Models
Probabilistic Inference in Bayesian Networks
Probabilistic Inference in Relational Database Models
Causal Inference with Structured Causal Models
Causal Inference with Observational Data
Causal Inference using Machine Learning
Causal Modeling in Factory Automation Diagnostics
Causal Inference in Economic Research
Causal Inference in Epidemiology
Causal Inference in Finance
Causal Inference in Social Science Research
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