Discovery of the organizational structure of terrorist networks leads investigators to terrorist cells. Therefore, detection of covert networks from terrorists' data is important to terrorism investigation and prevention of future terrorist activity. In this paper, we discuss this important area of subgroup detection in terrorist networks, propose novel algorithms for subgroup detection, and present a demonstration system that we have implemented.
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