Towards an Information Theory of Complex Networks - Info and Reading Options
By Matthias Dehmer ( 1968 - )

“Towards an Information Theory of Complex Networks” Metadata:
- Title: ➤ Towards an Information Theory of Complex Networks
- Author: Matthias Dehmer
“Towards an Information Theory of Complex Networks” Subjects and Themes:
- Subjects: ➤ Mathematics - Coding theory - Physiology - Artificial intelligence - Telecommunication - Information theory - System analysis
Edition Identifiers:
- The Open Library ID: OL16944930W
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"Towards an Information Theory of Complex Networks" Description:
The Open Library:
For over a decade, complex networks have steadily grown as an important tool across a broad array of academic disciplines, with applications ranging from physics to social media. A tightly organized collection of carefully-selected papers on the subject, Towards an Information Theory of Complex Networks: Statistical Methods and Applications presents theoretical and practical results about information-theoretic and statistical models of complex networks in the natural sciences and humanities. The book's major goal is to advocate and promote a combination of graph-theoretic, information-theoretic, and statistical methods as a way to better understand and characterize real-world networks. This volume is the first to present a self-contained, comprehensive overview of information-theoretic models of complex networks with an emphasis on applications. It begins with four chapters developing the most significant formal-theoretical issues of network modeling, but the majority of the book is devoted to combining theoretical results with an empirical analysis of real networks. Specific topics include: chemical graph theory ecosystem interaction dynamics social ontologies language networks software systems This work marks a first step toward establishing advanced statistical information theory as a unified theoretical basis of complex networks for all scientific disciplines. As such, it can serve as a valuable resource for a diverse audience of advanced students and professional scientists. It is primarily intended as a reference for research, but could also be a useful supplemental graduate text in courses related to information science, graph theory, machine learning, and computational biology, among others.
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