Instead of assuming the global knowledge of the entire network, we take an individual-centered view of the network and assumes that she only knows partial knowledge of the network, such as up to the second-degree neighbors. We investigate community detection from this individual's perspective. Interesting new insights are revealed under the new information structure.
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