articleProceedings of the VLDB EndowmentAug 1, 2011Closed access

PathSim

University of Illinois Urbana-Champaign · University of California, Santa Barbara · +3 more institutions

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Abstract

Similarity search is a primitive operation in database and Web search engines. With the advent of large-scale heterogeneous information networks that consist of multi-typed, interconnected objects, such as the bibliographic networks and social media networks, it is important to study similarity search in such networks. Intuitively, two objects are similar if they are linked by many paths in the network. However, most existing similarity measures are defined for homogeneous networks. Different semantic meanings behind paths are not taken into consideration. Thus they cannot be directly applied to heterogeneous networks. In this paper, we study similarity search that is defined among the same type of objects in…

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1,872
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55.83
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100%
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Authors

5

Topics & keywords

Keywords
  • Computer science
  • Similarity (geometry)
  • Path (computing)
  • Theoretical computer science
  • Semantics (computer science)
  • Semantic similarity
  • Object (grammar)
  • Data mining
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