Handbook of Graphical Models Book Reviews
Handbook of Graphical Models by Marloes Maathuis, Mathias Drton, Steffen Lauritzen & Martin Wainwright Book Summary
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.
Book Name | Handbook of Graphical Models |
Genre | Mathematics |
Author | Marloes Maathuis, Mathias Drton, Steffen Lauritzen & Martin Wainwright |
Published | 12 November 2018, Monday |
Language | English |
E-Book Size | 14.37 MB |
Handbook of Graphical Models (Marloes Maathuis, Mathias Drton, Steffen Lauritzen & Martin Wainwright) Book Reviews 2024
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Summary of Handbook of Graphical Models by Marloes Maathuis, Mathias Drton, Steffen Lauritzen & Martin Wainwright
The Handbook of Graphical Models book written by Marloes Maathuis, Mathias Drton, Steffen Lauritzen & Martin Wainwright was published on 12 November 2018, Monday in the Mathematics category. A total of 118 readers of the book gave the book 0 points out of 5.
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