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network characteristics, such as path length, cliquishness and the distribution and asymmetry of degree centrality affect the … an asymmetric or skewed degree distribution actually can have a negative impact on a network's knowledge diffusion … knowledge that they interrupt the trading process at an early stage, which finally disconnects the network. However, our …
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