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. 2019 Apr 5;13(Suppl 2):38. doi: 10.1186/s12918-019-0694-y

Table 1.

Terms and Notations

Symbol Definitions
M Total number of genes in gene network
E Number of expression values for each gene
N i Set of the neighbor genes of gene vi
vi(s) Topological representation of gene vi
vi(a) Attribute representation of gene vi
v~i Neighborhood representation of gene vi
v i Concatenated representation of topological properties and expression data
k Number of hidden layers to transform concatenated representation into embedding space
h ( k) Output of kth hidden layer
W k Weight matrix for kth hidden layer
W id Weight matrix for topological structure embedding
W att Weight matrix for attribute embedding
W out Weight matrix for output layer