
Complex Networks A Networking and Signal Processing Perspective
B.s. manoj (author)|abhishek chakraborty (author)|rahul singh (author)
Résumé
1. Introduction
2. Graph Theory Preliminaries
3. Introduction to Complex Networks
4. Random Networks
5. Small-World Networks
6. Scale-Free Networks
7. Small-World Wireless Mesh Networks
8. Small-World Wireless Sensor Networks
9. Spectra of Complex Networks
10. Signal Processing on Complex Networks
11. Graph Signal Processing Approaches
12. Multiscale Analysis of Complex Networks
Appendices
A. Vectors and Matrices
B. Analysis of Locations of Anchor Points
C. Classical Multiscale Analysis
D. Asymptotic Behavior of Functions
E. Journals and Conferences in Complex Networks Area
F. Complex Network Datasets and Tools
List of Symbols
Acronyms
Bibliography
Advances in complex networks and graph signal processing have important implications in fields ranging from communications and social networking to big data and biology. In Complex Networks, three pioneering researchers offer balanced, up-to-date coverage that will be ideal for advanced undergraduates, graduate students, researchers, and industry practitioners alike.
The authors begin by introducing the fundamental concepts underlying graph theory and complex networks. Next, they illuminate current theory and research in random networks, small-world networks, scale-free networks, and both small-world wireless mesh and sensor networks. Readers will find full chapters on spectra and signal processing in complex networks, as well as detailed introductions to graph signal processing approaches for extracting information from structural data, as well as advanced multiscale analysis techniques.
To promote deeper learning and mastery, the book contains 100+ examples, 200+ figures, and 20+ comparison tables. Each chapter includes problems as well as a section describing open research issues in the field. Appendices provide valuable reference information about vectors, matrices, anchor points, classical multiscale analysis, asymptotic behavior of functions, and additional resources for students and researchers in the field.
Caractéristiques techniques
PAPIER | |
Éditeur(s) | Prentice |
Auteur(s) | B.s. manoj (author)|abhishek chakraborty (author)|rahul singh (author) |
Parution | 29/11/2017 |
Nb. de pages | 450 |
Format | 178 x 232 |
Poids | 1106g |
EAN13 | 9780134786995 |
Avantages Eyrolles.com
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