Bayesian networks : with examples in R /: with examples in R. (2021)
- Record Type:
- Book
- Title:
- Bayesian networks : with examples in R /: with examples in R. (2021)
- Main Title:
- Bayesian networks : with examples in R
- Further Information:
- Note: Marco Scutari, Jean-Baptiste Denis.
- Authors:
- Scutari, Marco
Denis, Jean-Baptiste, 1949- - Contents:
- Preface to the Second Edition; Preface to the First Edition 1. The Discrete Case: Multinomial Bayesian Networks; Introductory Example: Train Use Survey Graphical Representation Probabilistic Representation Estimating the Parameters: Conditional Probability Tables Learning the DAG Structure: Tests and Scores Conditional Independence Tests Network Scores Using Discrete Bayesian Networks Using the DAG Structure Using the Conditional Probability Tables Exact Inference Approximate Inference Plotting Discrete Bayesian Networks Plotting DAGs Plotting Conditional Probability Distributions Further Reading 2. The Continuous Case: Gaussian Bayesian Networks ; Introductory Example: Crop Analysis Graphical Representation Probabilistic Representation Estimating the Parameters: Correlation Coefficients Learning the DAG Structure: Tests and Scores Conditional Independence Tests Network Scores Using Gaussian Bayesian Networks Exact Inference Approximate Inference Plotting Gaussian Bayesian Networks Plotting DAGs Plotting Conditional Probability Distributions More Properties Further Reading 3. The Mixed Case: Conditional Gaussian Bayesian Networks ; Introductory Example: Healthcare Costs Graphical and Probabilistic Representation Estimating the Parameters: Mixtures of Regressions Learning the DAG Structure: Tests and Scores Using Conditional Gaussian Bayesian Networks Further Reading 4. Time Series: Dynamic Bayesian Networks ; Introductory Example: Domotics Graphical RepresentationPreface to the Second Edition; Preface to the First Edition 1. The Discrete Case: Multinomial Bayesian Networks; Introductory Example: Train Use Survey Graphical Representation Probabilistic Representation Estimating the Parameters: Conditional Probability Tables Learning the DAG Structure: Tests and Scores Conditional Independence Tests Network Scores Using Discrete Bayesian Networks Using the DAG Structure Using the Conditional Probability Tables Exact Inference Approximate Inference Plotting Discrete Bayesian Networks Plotting DAGs Plotting Conditional Probability Distributions Further Reading 2. The Continuous Case: Gaussian Bayesian Networks ; Introductory Example: Crop Analysis Graphical Representation Probabilistic Representation Estimating the Parameters: Correlation Coefficients Learning the DAG Structure: Tests and Scores Conditional Independence Tests Network Scores Using Gaussian Bayesian Networks Exact Inference Approximate Inference Plotting Gaussian Bayesian Networks Plotting DAGs Plotting Conditional Probability Distributions More Properties Further Reading 3. The Mixed Case: Conditional Gaussian Bayesian Networks ; Introductory Example: Healthcare Costs Graphical and Probabilistic Representation Estimating the Parameters: Mixtures of Regressions Learning the DAG Structure: Tests and Scores Using Conditional Gaussian Bayesian Networks Further Reading 4. Time Series: Dynamic Bayesian Networks ; Introductory Example: Domotics Graphical Representation Probabilistic Representation Learning a Dynamic Bayesian Network Using Dynamic Bayesian Networks Plotting Dynamic Bayesian Networks Further Reading 5. More Complex Cases: General Bayesian Networks ; Introductory Example: A&E Waiting Times Graphical and Probabilistic Representation Building the Model in Stan Generating Data &a … (more)
- Edition:
- Second edition
- Publisher Details:
- Boca Raton : Chapman & Hall/CRC
- Publication Date:
- 2021
- Extent:
- 1 online resource, illustrations (black and white)
- Subjects:
- 519.542
Bayesian statistical decision theory
R (Computer program language) -- Statistical methods - Languages:
- English
- ISBNs:
- 9781000410396
9781000410389
9780429347436 - Related ISBNs:
- 9780367366513
- Notes:
- Note: Includes bibliographical references and index.
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- Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
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- Physical Locations:
- British Library HMNTS - ELD.DS.621230
- Ingest File:
- 05_026.xml