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Let be a directed graph associated with a weight $w: E(G) \rightarrow R^+QGQ$ is denoted and defined as . An edge-cut of optimal average weight is an edge-cut such that is maximum among all edge-cuts (or minimum, symmetrically). In this paper, a polynomial algorithm for this problem is proved for finding such an optimal edge-cut in a rooted tree, separating the root and the set of all leafs. This algorithm enables us to develop an automatic clustering method with more accurate detection of communities embedded in a hierarchy tree structure.

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