Node centrality measures are a poor substitute for causal inference
Sign Up to like & getrecommendations! Published in 2019 at "Scientific Reports"
DOI: 10.1038/s41598-019-43033-9
Abstract: Network models have become a valuable tool in making sense of a diverse range of social, biological, and information systems. These models marry graph and probability theory to visualize, understand, and interpret variables and their… read more here.
Keywords: measures poor; causal; centrality; node centrality ... See more keywords
Measuring node centrality when local and global measures overlap.
Sign Up to like & getrecommendations! Published in 2022 at "Physical review. E"
DOI: 10.1103/physreve.105.044317
Abstract: Centrality metrics aim to identify the most relevant nodes in a network. In the literature, a broad set of metrics exists, measuring either local or global centrality characteristics. Nevertheless, when networks exhibit a high spectral… read more here.
Keywords: node centrality; centrality; local global; centrality local ... See more keywords