TransEdge_onto

<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>