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• W3004357879 abstract "Information diffusion, spreading of infectious diseases, and spreading of rumors are fundamental processes occurring in real-life networks. In many practical cases, one can observe when nodes become infected, but the underlying network, over which a contagion or information propagates, is hidden. Inferring properties of the underlying network is important since these properties can be used for constraining infections, forecasting, viral marketing, etc. Moreover, for many applications, it is sufficient to recover only coarse high-level properties of this network rather than all its edges. In this paper, we conduct a systematic and extensive analysis of the following problem: given only the infection times, find communities of highly interconnected nodes. We carry out a thorough comparison between existing and new approaches on several large datasets and cover methodological challenges that are specific to this problem. One of the main conclusions is that the most stable performance and the most significant improvement on the current state-of-the-art are achieved by our proposed simple heuristic approaches that are agnostic to a particular graph structure and epidemic model. We also show that some well-known community detection algorithms can be enhanced by including edge weights based on the cascade data." @default.
• W3004357879 created "2020-02-07" @default.
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• W3004357879 date "2020-01-19" @default.
• W3004357879 modified "2023-09-27" @default.
• W3004357879 title "When Less is More: Systematic Analysis of Cascade-based Community Detection." @default.
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• W3004357879 hasPublicationYear "2020" @default.
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