Handbook of Graphical Models (Chapman & Hall/CRC Handbooks of Modern Statistical Methods) - Tapa dura

 
9781498788625: Handbook of Graphical Models (Chapman & Hall/CRC Handbooks of Modern Statistical Methods)
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ISBN 10: 1498788629 ISBN 13: 9781498788625
Editorial: CRC Press, 2018

Sinopsis

A graphical model is a statistical model that is represented by a graph. The factorization properties underlying graphical models facilitate tractable computation with multivariate distributions, making the models a valuable tool with a plethora of applications. Furthermore, directed graphical models allow intuitive causal interpretations and have become a cornerstone for causal inference.

While there exist a number of excellent books on graphical models, the field has grown so much that individual authors can hardly cover its entire scope. Moreover, the field is interdisciplinary by nature. Through chapters by leading researchers from different areas, this handbook provides a broad and accessible overview of the state of the art.

Key features:

* Contributions by leading researchers from a range of disciplines

* Structured in five parts, covering foundations, computational aspects, statistical inference, causal inference, and applications

* Balanced coverage of concepts, theory, methods, examples, and applications

* Chapters can be read mostly independently, while cross-references highlight connections

The handbook is targeted at a wide audience, including graduate students, applied researchers, and experts in graphical models.

"Sinopsis" puede pertenecer a otra edición de este libro.

Acerca del autor

Marloes Maathuis is Professor of Statistics at ETH Zurich.

Mathias Drton is Professor of Statistics at the University of Copenhagen and the University of Washington.

Steffen Lauritzen is Professor of Statistics at the University of Copenhagen.

Martin Wainwright is Chancellor's Professor at the University of Berkeley.

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
CRC Press
Año de publicación
2018
Idioma
Inglés
ISBN 10 
1498788629
ISBN 13 
9781498788625
Encuadernación
Tapa dura
Número de edición
1
Número de páginas
536
Editor
Maathuis Marloes, Drton Mathias, Lauritzen Steffen, Wainwright Martin
Contacto del fabricante
no disponible
Persona responsable
no disponible

Otras ediciones populares con el mismo título

9780367732608: Handbook of Graphical Models (Chapman & Hall/CRC Handbooks of Modern Statistical Methods)

Edición Destacada

ISBN 10:  0367732602 ISBN 13:  9780367732608
Editorial: CRC Press, 2020
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