RDF2Vec: RDF Graph Embeddings and Their Applications

Semantic Web Journal 2017 Petar RistoskiJessica RosatiTommaso Di NoiaRenato De LeoneHeiko Paulheim

Linked Open Data has been recognized as a valuable source for background information in many data mining and information retrieval tasks. However, most of the existing tools require features in propositional form, i.e., a vector of nominal or numerical features associated with an instance, while Linked Open Data sources are graphs by nature... (read more)

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Evaluation Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK COMPARE
Node Classification AIFB RDF2Vec+SVM Accuracy 88.88 # 3
Node Classification AM RDF2Vec+SVM Accuracy 88.33 # 2
Node Classification BGS RDF2Vec+SVM Accuracy 87.24 # 1
Node Classification MUTAG RDF2Vec+SVM Accuracy 67.20 # 3