Deep representation learning of protein-protein interaction networks for enhanced pattern discovery

Protein protein interaction network, Graph embedding

discriminative network embedding (DNE) is a Contrastive learning method that uses sampled neighbors as positive sample and degree-based-sampled non-local nodes as negative samples.

The encoder uses Laplacian eigenvectors and optional node features to learn node embeddings.