Handbook of Graphical Models is popular PDF and ePub book, written by Marloes Maathuis in 2018-11-12, it is a fantastic choice for those who relish reading online the Mathematics genre. Let's immerse ourselves in this engaging Mathematics book by exploring the summary and details provided below. Remember, Handbook of Graphical Models can be Read Online from any device for your convenience.
Handbook of Graphical Models Book PDF 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.
Detail Book of Handbook of Graphical Models PDF
- Author : Marloes Maathuis
- Release : 12 November 2018
- Publisher : CRC Press
- ISBN : 9780429874246
- Genre : Mathematics
- Total Page : 536 pages
- Language : English
- PDF File Size : 20,8 Mb
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