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I've been looking around here for any reference to a java library for visual representation of graphs but I only find libraries for histograms, pie charts, and others. I'm looking for a library for graphs, the ones with vertex, nodes and all that. Anyone could recomend any?

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I would go with JUNG java graph library. It has not only vertex and nodes, but also most common algorithms implemented like shortest path algorithms or algorithms for calculating graph properties - metrics like clustering coefficient, degree distribution. Its community is active and well responsive to question on user mail list.

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jgraph is promising. FYI, There's also JGraphT (but that's just for processing graphs not visualization.

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