Research Article

An Interlayer Link Prediction Method Based on Edge-Weighted Embedding

Table 1

The main symbols and meanings of the model.

SymbolsMeanings

, Source network, target network
Weight of intralayer edge
Nodes in the network
The final embedding vector representation of the node
Dimension of embedded vectors
Low-dimensional space after embedding source and target networks
Mapping function
Prior interlayer links
, Loss function in embedding and mapping stages
Intralayer link
Edge betweenness
Degree centrality of nodes
The vector represented by nodes in second-order proximity
Context representation in second-order proximity
, Training set, testing set
Neighbor set of nodes
Vector similarity score, distance similarity score, comprehensive evaluation score
Vector similarity matrix, distance similarity matrix, comprehensive evaluation matrix
Euclidean distance of embedded vectors
Weight control factor