<rdf:RDF xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" xmlns:owl="http://www.w3.org/2002/07/owl#" xmlns:rdfs="http://www.w3.org/2000/01/rdf-schema#" xmlns:ex="http://www.semanticweb.org/CODIT#" xmlns:dc="http://purl.org/dc/elements/1.1/"> <!-- TransEdge Tool Instance --> <ex:LinkingTool rdf:about="http://example.org/transedge#TransEdge"> <dc:title>TransEdge: Translating Relation-contextualized Embeddings for Knowledge Graphs</dc:title> <dc:hasVersion>1.0</dc:hasVersion> <dc:toolPublisher>Nanjing University and UCLA</dc:toolPublisher> <dc:description>TransEdge is a knowledge graph embedding model that contextualizes relation embeddings in terms of head-tail entity pairs for edge-centric translation.</dc:description> <ex:usesMethod rdf:resource="http://example.org/transedge#EdgeCentricEmbedding"/> <ex:acceptsData rdf:resource="http://example.org/transedge#RelationalTriples"/> <ex:producesOutput rdf:resource="http://example.org/transedge#IdentityLink"/> <ex:hasFeature rdf:resource="http://example.org/transedge#MultilingualSupport"/> <ex:hasFeature rdf:resource="http://example.org/transedge#Scalability"/> <ex:hasFeature rdf:resource="http://example.org/transedge#BootStrapping"/> <ex:usesTechnique rdf:resource="http://example.org/transedge#TransEdge"/> <ex:evaluatedBy rdf:resource="http://example.org/transedge#Hit"/> <ex:evaluatedBy rdf:resource="http://example.org/transedge#Precision"/> <ex:evaluatedBy rdf:resource="http://example.org/transedge#Recall"/> </ex:LinkingTool> <owl:NamedIndividual rdf:about="http://example.org/transedge#EdgeCentricTranslationalTechnique"> <rdf:type rdf:resource="http://example.org/transedge#EmbeddingBasedMethod"/> <dc:title>Edge-centric Translational Embedding Technique</dc:title> <dc:description>Edge-centric model that distinguishes how a relation predicate is represented based on different contexts of entities holding that relation.</dc:description> <embeddingAlgorithm>Translational embedding models.</embeddingAlgorithm> </owl:Class> <!-- Instances for Input and Output Data --> <owl:NamedIndividual rdf:about="http://example.org/transedge#RelationalTriples"> <rdf:type rdf:resource="http://example.org/transedge#InputData"/> <format>CSV, RDF</format> <dc:description>The input data for TransEdge consists of structured knowledge graph triples in the form of (h,r,t), where h is the head entity, r is the relation, and t is the tail entity. </dc:description> </owl:NamedIndividual> <owl:NamedIndividual rdf:about="http://example.org/transedge#IdentityLink"> <rdf:type rdf:resource="http://example.org/transedge#OutputData"/> <format>turlte</format> <dc:description>Matched entity pairs across knowledge graphs.</dc:description> </owl:NamedIndividual> <!-- Instances for Features --> <owl:NamedIndividual rdf:about="http://example.org/transedge#MultilingualSupport"> <rdf:type rdf:resource="http://example.org/transedge#Feature"/> <dc:title>Multilingual Support</dc:title> <dc:description>Ability to align KGs using different languages.</dc:description> </owl:NamedIndividual> <owl:NamedIndividual rdf:about="http://example.org/transedge#Scalability"> <rdf:type rdf:resource="http://example.org/transedge#Feature"/> <dc:title>Scalability</dc:title> <dc:description>Ability to handle large KGs.</dc:description> </owl:NamedIndividual> <owl:NamedIndividual rdf:about="http://example.org/transedge#BootStrapping"> <rdf:type rdf:resource="http://example.org/transedge#Feature"/> <dc:title>Boot Strapping</dc:title> <dc:description>This strategy allows to augment the input data.</dc:description> </owl:NamedIndividual> <owl:NamedIndividual rdf:about="http://example.org/transedge#TransEdge"> <rdf:type rdf:resource="http://example.org/transedge#EmbeddingBasedMethod"/> <dc:title>TransEde</dc:title> <dc:description>Contextualizes relations into edge embeddings for specific entity pairs.</dc:description> <linkGenCriteria>Translations between entity embeddings using contextualized relation representations.</linkGenCriteria> <embeddingAlgorithm>Builds on the translational concept of TransE but uses contextualization (compression/projection)</embeddingAlgorithm> <dimenshonality>Typically d=75, d=200, or d=500 depending on the dataset</dimenshonality> </owl:NamedIndividual> <!-- Instances for Performance Metrics --> <owl:NamedIndividual rdf:about="http://example.org/transedge#Hit"> <rdf:type rdf:resource="http://example.org/transedge#PerformanceMetric"/> <dc:title>Hit</dc:title> <kind>Supervised</kind> <dc:description>Evaluation metric that measures alignment accuracy of the top-ranked entity pair.</dc:description> </owl:NamedIndividual> <owl:NamedIndividual rdf:about="http://example.org/transedge#Precision"> <rdf:type rdf:resource="http://example.org/transedge#PerformanceMetric"/> <dc:title>Precision</dc:title> <ex:kind>Supervised</ex:kind> <dc:description>Fraction of relevant alignments among retrieved alignments.</dc:description> </owl:NamedIndividual> <owl:NamedIndividual rdf:about="http://example.org/transedge#Recall"> <rdf:type rdf:resource="http://example.org/transedge#PerformanceMetric"/> <dc:title>Recall</dc:title> <ex:kind>Supervised</ex:kind> <dc:description>Fraction of relevant alignments that were retrieved.</dc:description> </owl:NamedIndividual> </rdf:RDF>