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Network Connectivity - Concepts, Computation, and Optimization (Paperback)
Loot Price: R1,444
Discovery Miles 14 440
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Network Connectivity - Concepts, Computation, and Optimization (Paperback)
Series: Synthesis Lectures on Learning, Networks, and Algorithms
Expected to ship within 10 - 15 working days
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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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