Many weighted networks are very dense and it is hard to filtering out less relevant edges. There are some methods to do that:
- Googling Social Interactions: Web Search Engine Based Social Network Construction
- A tool for filtering information in complex systems
- Extracting the multiscale backbone of complex weighted networks
- Information filtering in complex weighted networks
- Nonparametric Sparsification of Complex Multiscale Networks
- link salience
- Unwinding the hairball graph: pruning algorithms for weighted complex networks
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