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Titlebook: Machine Learning and Knowledge Discovery in Databases; European Conference, Michele Berlingerio,Francesco Bonchi,Georgiana Ifr Conference p

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Dynamic Hierarchies in Temporal Directed Networksven directed network can be formulated as follows: partition vertices into levels such that, ideally, there are only forward edges, that is, edges from upper levels to lower levels. In practice, the ideal case is impossible, so instead we minimize some penalty function on the backward edges. One pra
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Social-Affiliation Networks: Patterns and the , Modelat . do its structural properties such as edge or triangle counts follow, .? More challengingly, how can we synthetically generate networks which . satisfy those rules or patterns? Our work attempts to answer these closely-related questions in the context of the increasingly prevalent social-affilia
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Think Before You Discard: Accurate Triangle Counting in Graph Streams with Deletionswe obtain unbiased estimates with small variances?.Counting triangles (i.e., cliques of size three) in a graph is a classical problem with applications in a wide range of research areas, including social network analysis, data mining, and databases. Recently, streaming algorithms for triangle counti
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