» » Bayesian Networks: With Examples in R

Information of news
9-01-2016, 16:14

Bayesian Networks: With Examples in R

Category: E-Books

Bayesian Networks: With Examples in R

Bayesian Networks: With Examples in R By Marco Scutari
2014 | 241 Pages | ISBN: 1482225581 | PDF | 2 MB

Understand the Foundations of Bayesian Networks-Core Properties and Definitions Explained
introduces Bayesian networks using a hands-on approach. Simple yet meaningful examples in R illustrate each step of the modeling process. The examples start from the simplest notions and gradually increase in complexity. The authors also distinguish the probabilistic models from their estimation with data sets.
The first three chapters explain the whole process of Bayesian network modeling, from structure learning to parameter learning to inference. These chapters cover discrete Bayesian, Gaussian Bayesian, and hybrid networks, including arbitrary random variables.
The book then gives a concise but rigorous treatment of the fundamentals of Bayesian networks and offers an introduction to causal Bayesian networks. It also presents an overview of R and other software packages appropriate for Bayesian networks. The final chapter evaluates two real-world examples: a landmark causal protein signaling network paper and graphical modeling approaches for predicting the composition of different body parts.
Suitable for graduate students and non-statisticians, this text provides an introductory overview of Bayesian networks. It gives readers a clear, practical understanding of the general approach and steps involved.
Download link:

Buy Premium To Support Me & Get Resumable Support & Max Speed:

Links are Interchangeable - No Password - Single Extraction



Site BBcode/HTML Code:
Dear visitor, you went to the site as unregistered user.
We recommend you Sign up or Login to website under your name.
Would you like to leave your comment? Please Login to your account to leave comments. Don't have an account? You can create a free account now.

Tag Cloud

archive of news

free html hit counter