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• W2899339916 abstract "Evolving networks by definition are networks that change as a function of time. They are a natural extension of network science since almost all real-world networks evolve over time, either by adding or by removing nodes or links over time: elementary actor-level network measures like network centrality change as a function of time, popularity and influence of individuals grow or fade depending on processes, and events occur in networks during time intervals. Other problems such as network-level statistics computation, link prediction, community detection, and visualization gain additional research importance when applied to dynamic online social networks (OSNs). Due to their temporal dimension, rapid growth of users, velocity of changes in networks, and amount of data that these OSNs generate, effective and efficient methods and techniques for small static networks are now required to scale and deal with the temporal dimension in case of streaming settings. This chapter reviews the state of the art in selected aspects of evolving social networks presenting open research challenges related to OSNs. The challenges suggest that significant further research is required in evolving social networks, i.e., existent methods, techniques, and algorithms must be rethought and designed toward incremental and dynamic versions that allow the efficient analysis of evolving networks." @default.
• W2899339916 created "2018-11-09" @default.
• W2899339916 creator A5001043240 @default.
• W2899339916 creator A5045258441 @default.
• W2899339916 creator A5074059438 @default.
• W2899339916 creator A5076893204 @default.
• W2899339916 date "2018-10-31" @default.
• W2899339916 modified "2023-10-13" @default.
• W2899339916 title "Evolving Networks and Social Network Analysis Methods and Techniques" @default.
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• W2899339916 doi "https://doi.org/10.5772/intechopen.79041" @default.
• W2899339916 hasPublicationYear "2018" @default.
• W2899339916 type Work @default.

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