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Scale-Free Networks: Understanding Power-Law Distributions
Scale-free networks are a type of network characterized by a power-law degree distribution, where a few nodes (hubs) have a significantly higher number of connections compared to others. This structure contrasts with random networks, where connections are more evenly distributed. The power-law property means that the probability of a node having a large number of connections decreases exponentially. Scale-free networks are prevalent in many real-world systems, such as social networks, the internet, and biological systems. These networks exhibit robustness against random failures but are vulnerable to targeted attacks on hubs, making them a critical focus of study in network science and resilience.
International Conference on Network Science and Graph Analytics
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