Structural Deep Network Embedding

Networkembeddingisanimportantmethodtolearnlow-dimensional representations of vertexes in networks, aiming to capture and preserve the network structure. Almost all the existing network embeddingmethodsadoptshallowmodels... (read more)

PDF

Datasets


  Add Datasets introduced or used in this paper

Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK BENCHMARK
Graph Classification BP-fMRI-97 SDBN Accuracy 64.8% # 2
F1 63.7% # 3
Graph Classification HIV-DTI-77 SDBN Accuracy 65.9% # 2
F1 65.6% # 2
Graph Classification HIV-fMRI-77 SDBN Accuracy 66.5% # 3
F1 66.7% # 3

Methods used in the Paper


METHOD TYPE
SDNE
Graph Embeddings