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Relevance Search in Heterogeneous Networks
Chuan Shi, Xiangnan Kong , Philip S. Yu , Sihong Xie , Bin Wu Published in : EDBT 2012 Proceedings of the 15th International Conference on Extending Database Technology Presented By : Subham De
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Relevance Search In Heterogeneous Networks
PathSim : Measuring similarity between only same type of objects. Which conference is most relevant to Christos Faloutsos? Who are active researchers in KDD ? HeteSim – a Meta-Path based relatedness measure of 2 object types. Meta-Path: Conference-Paper-Author Most active researchers in KDD Profile of Christos Faloutsos
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Path Based Relevance Measure
Intuition : Similar objects are related to similar objects. HeteSim(Tom,SIGMOD|APC) = 0 HeteSim(Tom,SIGMOD|APAPC) = 0.25 s and t meet in common object M on midpoint of P. But what if path is of odd length??
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Decomposition of Relevance Path
Odd length path. HeteSim ( , ) Reachable Probability matrix of path R RO RI
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HeteSim is Symmetric Asymmetric path based symmetric measure
SIGMOD J. F. Naughton SIGIR ? Influential Influential Research Research Conflicting Conclusion
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Object Profiling with HeteSim
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Expert Finding Highest Lowest
Christos Faloustos -> expert in KDD. Known. W.B Croft -> expert in SIGIR Is Yan Chen influential in SIGCOMM??
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Capturing Path Semantics
Relevance value captures semantics of metapath Meta-Path : Author-Paper-Venue-Paper-Author Probability Distribution of Papers
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Thank You
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