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Complex Network Analysis in Python by Dmitry Zinoviev

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Semantic Networks

A semantic network is a network of nodes that represent terms—words, word stems, word groups, or concepts—connected based on the similarity or dissimilarity of their usage or meanings. Link terms that:

  • Are commonly used together in the same place in text: same sentence, paragraph, chapter, scene, act, list of keywords, list of interests in a social network, and so on (“semantic” “network”)

  • Describe the same property (“red” “blue”)

  • Occupy the same semantic niche (synonyms: “program” “application”; hypernyms: “pet” “cat”; antonyms: “erase” “restore”)

In the latter case, you may want to assign negative weights to some edges, which would make many network processing algorithms heartbroken. If your network has negatively ...

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