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Temporal Networks: Understanding Complex Systems

Editat de Petter Holme, Jari Saramäki
en Limba Engleză Paperback – 23 iun 2015
The concept of temporal networks is an extension of complex networks as a modeling framework to include information on when interactions between nodes happen.
Many studies of the last decade examine how the static network structure affect dynamic systems on the network. In this traditional approach  the temporal aspects are pre-encoded in the dynamic system model.
Temporal-network methods, on the other hand, lift the temporal information from the level of system dynamics to the mathematical representation of the contact network itself.
This framework becomes particularly useful for cases where there is a lot of structure and heterogeneity both in the timings of interaction events and the network topology.
The advantage compared to common static network approaches is the ability to design more accurate models in order to explain and predict large-scale dynamic phenomena (such as, e.g., epidemic outbreaks and other spreading phenomena). On the other hand, temporal networkmethods are mathematically and conceptually more challenging.
This book is intended as a first introduction and state-of-the art overview of this rapidly emerging field.
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Specificații

ISBN-13: 9783642433498
ISBN-10: 3642433499
Pagini: 360
Ilustrații: VIII, 352 p.
Dimensiuni: 155 x 235 x 19 mm
Greutate: 0.51 kg
Ediția:2013
Editura: Springer Berlin, Heidelberg
Colecția Springer
Seria Understanding Complex Systems

Locul publicării:Berlin, Heidelberg, Germany

Public țintă

Research

Cuprins

Metrics and Measures.- Time Scales.- Temporal Networks of Human Interactions.- Spreading Dynamics.- Models.

Textul de pe ultima copertă

The concept of temporal networks is an extension of complex networks as a modeling framework to include information on when interactions between nodes happen.
Many studies of the last decade examine how the static network structure affect dynamic systems on the network. In this traditional approach  the temporal aspects are pre-encoded in the dynamic system model.
Temporal-network methods, on the other hand, lift the temporal information from the level of system dynamics to the mathematical representation of the contact network itself.
This framework becomes particularly useful for cases where there is a lot of structure and heterogeneity both in the timings of interaction events and the network topology.
The advantage compared to common static network approaches is the ability to design more accurate models in order to explain and predict large-scale dynamic phenomena (such as, e.g., epidemic outbreaks and other spreading phenomena). On the other hand, temporal networkmethods are mathematically and conceptually more challenging.
This book is intended as a first introduction and state-of-the art overview of this rapidly emerging field.

Caracteristici

Provides the first introduction to time-dependent complex network dynamics and topologies Edited and authored by leading researches in the field Covers both theory and applications Includes supplementary material: sn.pub/extras