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Author Newman, M. E. J. (Mark E. J.)
Title Networks : an introduction / M.E.J. Newman
Imprint Oxford ; New York : Oxford University Press, 2010
book jacket
 Mathematics Library  T57.85 .N523 2010    AVAILABLE    30340200508624
 人文社會聯圖  T57.85 .N523 2010    AVAILABLE    30610020321469
 Statistics Sci. Lib.I  T57.85 N523 2010    AVAILABLE    30570000131868
Descript xi, 772 p. : ill. (some col.) ; 26 cm
Note "The scientific study of networks, including computer networks, social networks, and biological networks, has received an enormous amount of interest in the last few years. The rise of the Internet and the wide availability of inexpensive computers have made it possible to gather and analyze network data on a large scale, and the development of a variety of new theoretical tools has allowed us to extract new knowledge from many different kinds of networks. The study of networks is broadly interdisciplinary and important developments have occurred in many fields, including mathematics, physics, computer and information sciences, biology, and the social sciences. This book brings together for the first time the most important breakthroughs in each of these fields and presents them in a coherent fashion, highlighting the strong interconnections between work in different areas. Subjects covered include the measurement and structure of networks in many branches of science, methods for analyzing network data, including methods developed in physics, statistics, and sociology, the fundamentals of graph theory, computer algorithms, and spectral methods, mathematical models of networks, including random graph models and generative models, and theories of dynamical processes taking place on networks"-- Provided by publisher
Includes bibliographical references (p. 727-739) and index
Machine generated contents note: -- 1. Introduction -- 2. Technological Networks -- 3. Social Networks -- 4. Information Networks -- 5. Biological Networks -- 6. Mathematics of Networks -- 7. Measures and Metrics -- 8. The Large-scale Structure of Networks -- 9. Basic Concepts of Algorithms -- 10. Fundamental Network Algorithms -- 11. Matrix Algorithms and Graph Partitioning -- 12. Random Graphs -- 13. Generalized Random Graphs -- 14. Models of Network Formation -- 15. Other Network Models -- 16. Percolation and Network Resilience -- 17. Epidemics on Networks -- 18. Dynamical Systems on Networks -- 19. Network Search -- References -- Index
Subject System analysis
Network analysis (Planning)
Systems biology
Engineering systems
Social systems
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