2015 · 82 citations · 44 references
EngineeringInteraction NetworkNetwork AnalysisNetwork ModelLink PredictionData ScienceSocial Network AnalysisNetwork Theory (Organizational Economics)Source NetworkNetwork EstimationComputer ScienceLink TypeNetwork TheoryNetwork ScienceGraph TheoryBusinessSystems BiologyCoupled NetworksTarget Network
We study the problem of link prediction in coupled networks, where we have the structure information of one (source) network and the interactions between this network and another (target) network. The goal is to predict the missing links in the target network. The problem is extremely challenging as we do not have any information of the target network. Moreover, the source and target networks are usually heterogeneous and have different types of nodes and links. How to utilize the structure information in the source network for predicting links in the target network? How to leverage the heterogeneous interactions between the two networks for the prediction task?
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