Open access peer-reviewed Edited Volume

Bayesian Networks

Advances and Novel Applications

Edited by Douglas McNair

Bill & Melinda Gates Foundation

Bayesian networks (BN) have recently experienced increased interest and diverse applications in numerous areas, including economics, risk analysis and assets and liabilities management, AI and robotics, transportation systems planning and optimization, political science analytics, law and forensic science assessment of agency and culpability, pharmacology and pharmacogenomics, systems biology and metabolomics, psychology, and policy-making and social programs evaluation. This strong and varied response results not least from the fact that plausibilistic Bayesian models of structures and processes can be robust and stable representations of causal relationships. Additionally, BNs' amenability to incremental or longitudinal improvement through incorporating new data affords extra advantages compared to traditional frequentist statistical methods. Contributors to this volume elucidate various new developments in these aspects of BNs.

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Bayesian NetworksAdvances and Novel ApplicationsEdited by Douglas McNair

Published: November 6th 2019

DOI: 10.5772/intechopen.75254

ISBN: 978-1-83962-323-3

Print ISBN: 978-1-83962-322-6

eBook (PDF) ISBN: 978-1-83962-324-0

Copyright year: 2019

Books open for chapter submissions

1504 Total Chapter Downloads

chaptersDownloads

Open access peer-reviewed

1. Introductory Chapter: Timeliness of Advantages of Bayesian Networks

By Douglas S. McNair

108

Open access peer-reviewed

2. An Economic Growth Model Using Hierarchical Bayesian Method

By Nur Iriawan and Septia Devi Prihastuti Yasmirullah

92

Open access peer-reviewed

3. Bayesian Networks for Decision-Making and Causal Analysis under Uncertainty in Aviation

By Rosa Maria Arnaldo Valdés, V. Fernando Gómez Comendador, Alvaro Rodriguez Sanz, Eduardo Sanchez Ayra, Javier Alberto Pérez Castán and Luis Perez Sanz

324

Open access peer-reviewed

4. Using Bayesian Networks for Risk Assessment in Healthcare System

By Bouchra Zoullouti, Mustapha Amghar and Sbiti Nawal

161

Open access peer-reviewed

5. Continuous Learning of the Structure of Bayesian Networks: A Mapping Study

By Luiz Antonio Pereira Silva, João Batista Nunes Bezerra, Mirko Barbosa Perkusich, Kyller Costa Gorgônio, Hyggo Oliveira de Almeida and Angelo Perkusich

181

Open access peer-reviewed

6. Multimodal Bayesian Network for Artificial Perception

By Diego R. Faria, Cristiano Premebida, Luis J. Manso, Eduardo P. Ribeiro and Pedro Núñez

431

Open access peer-reviewed

7. Quantitative Structure-Activity Relationship Modeling and Bayesian Networks: Optimality of Naive Bayes Model

By Oleg Kupervasser

101

Open access peer-reviewed

8. Bayesian Graphical Model Application for Monetary Policy and Macroeconomic Performance in Nigeria

By David Oluseun Olayungbo

110

Edited Volume and chapters are indexed in

  • Worldcat
  • OpenAIRE
  • Google Scholar
  • AZ ebsco
  • Base
  • CNKI

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