Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis

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Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis, Second Edition, provides a comprehensive guide for practitioners who wish to understand, construct, and analyze intelligent systems for decision support based on probabilistic networks. This new edition contains six new...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autores principales: Kjærulff, Uffe B. (Autor), Madsen, Anders L. (Autor)
Autor Corporativo: SpringerLink (Online service)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: New York, NY : Springer New York : Imprint: Springer, 2013.
Edición:2nd ed. 2013.
Colección:Information Science and Statistics, 22
Temas:
Mathematical statistics-Data processing.
Computer science-Mathematics.
Mathematical statistics.
Data mining.
Artificial intelligence.
Operations research.
Management science.
Probabilities.
Statistics and Computing.
Probability and Statistics in Computer Science.
Data Mining and Knowledge Discovery.
Artificial Intelligence.
Operations Research, Management Science .
Probability Theory.
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • Introduction
  • Networks
  • Probabilities
  • Probabilistic Networks
  • Solving Probabilistic Networks
  • Eliciting the Model
  • Modeling Techniques
  • Data-Driven Modeling
  • Conflict Analysis
  • Sensitivity Analysis
  • Value of Information Analysis
  • Quick Reference to Model Construction
  • List of Examples
  • List of Figures
  • List of Tables
  • List of Symbols
  • References
  • Index.

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