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Context Based Identification of User Communities from Internet Chat Export

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Apply Baum-Welch to model P(personA's post follows personB's post) as an HMM with 6 hidden states

yaroslavvb (public note) - 2007-06-19 17:52:09

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We study the temporal connectivity structure of single-channel Internet-based chat participation streams. Somewhat similar to bibliometric analysis, and complementary to topic-analysis, we base our study solely on context information provided by the temporal order of participants’ contributions. Experimental results obtained by employing both networkanalysis indicators and an aggregate Markov modelling approach indicate the existence of distinguishable communities in the about one day worth real-world chat dynamics analysed.


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