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Carte Network Connectivity Chen Chen

Network Connectivity

Concepts, Computation, and Optimization

Autor: Chen Chen, Hanghang Tong
Limbă: engleză
Legare: Carte broșată
Editura: Springer International Publishing AG
Disponibilitate: În depozitul extern
Expediem în 5-8 zile
271.97 lei
Networks naturally appear in many high-impact domains, ranging from social network analysis to disea...

Informații despre carte

Autor
Chen Chen, Hanghang Tong
Limbă
engleză
Legare
Carte - Carte broșată
Publicat
2022
Pagini
151
EAN
9783031037566
Enbook ID
39279733
Editura
Springer International Publishing AG
Greutate
329
Dimensiuni
191 x 235 x 10

Descriere completă

Networks naturally appear in many high-impact domains, ranging from social network analysis to disease dissemination studies to infrastructure system design. Within network studies, network connectivity plays an important role in a myriad of applications. The diversity of application areas has spurred numerous connectivity measures, each designed for some specific tasks. Depending on the complexity of connectivity measures, the computational cost of calculating the connectivity score can vary significantly. Moreover, the complexity of the connectivity would predominantly affect the hardness of connectivity optimization, which is a fundamental problem for network connectivity studies. This book presents a thorough study in network connectivity, including its concepts, computation, and optimization. Specifically, a unified connectivity measure model will be introduced to unveil the commonality among existing connectivity measures. For the connectivity computation aspect, the authors introduce the connectivity tracking problems and present several effective connectivity inference frameworks under different network settings. Taking the connectivity optimization perspective, the book analyzes the problem theoretically and introduces an approximation framework to effectively optimize the network connectivity. Lastly, the book discusses the new research frontiers and directions to explore for network connectivity studies. This book is an accessible introduction to the study of connectivity in complex networks. It is essential reading for advanced undergraduates, Ph.D. students, as well as researchers and practitioners who are interested in graph mining, data mining, and machine learning.

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