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Ontologies in Neo4j
Semantics and Knowledge Graphs
Jesús Barrasa PhD - Neo4j
@BarrasaDV
Context: Ontologies are AI (AI ≠ ML!)
Knowledge Rerpresentation + Reasoning
Ontologies
Example ontology: FIBO
Example ontology: schema.org
@prefix schema: <http://schema.org/> .
@prefix ns0: <http://schema.googleapis.com/> .
INSERT DATA {
<http://g.co/kg/m/0567wt>
schema:name "Sketches of Spain" ;
a schema:MusicAlbum ;
schema:description "Album by Miles Davis" ;
schema:genre "Jazz" ;
ns0:detailedDescription [
schema:license "Creative_Commons_Attribution-ShareAlike_3.0_License" ;
schema:url "http://en.wikipedia.org/wiki/Sketches_of_Spain" ;
schema:articleBody "...between Nov 1959 and Mar 1960 at the Columbia 30th St Studio in NY City" ] ;
schema:award <http://g.co/kg/m/018xpp> ;
schema:byArtist <http://g.co/kg/m/053yx> ;
schema:producer <http://g.co/kg/m/01v1m8b>, <http://g.co/kg/m/02wvrn5> .
<http://g.co/kg/m/018xpp> schema:name "Grammy Hall of Fame" .
<http://g.co/kg/m/053yx> schema:name "Miles Davis" .
<http://g.co/kg/m/01v1m8b> schema:name "Teo Macero" .
<http://g.co/kg/m/02wvrn5> schema:name "Irving Townsend" . }
What are ontologies used for?
• Interoperability
• Definitions of shared vocabularies
• Inferencing
• Actionable knowledge fragments
Interoperability: Exposing
your Neo4j data as RDF using
standard vocabularies
Inferencing: Deriving new
knowledge from existing one
Demo
Dataset: Lending Club Loan data
(https://www.kaggle.com/wendykan/lending-club-loan-data)
Ontology: Financial Extension of schema.org
(https://schema.org/docs/financial.html)
Code:
https://github.com/jbarrasa/datasets/tree/master/ontos
Questions?

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Ontologies in Neo4j: Semantics and Knowledge Graphs

  • 1. Ontologies in Neo4j Semantics and Knowledge Graphs Jesús Barrasa PhD - Neo4j @BarrasaDV
  • 2. Context: Ontologies are AI (AI ≠ ML!)
  • 6. Example ontology: schema.org @prefix schema: <http://schema.org/> . @prefix ns0: <http://schema.googleapis.com/> . INSERT DATA { <http://g.co/kg/m/0567wt> schema:name "Sketches of Spain" ; a schema:MusicAlbum ; schema:description "Album by Miles Davis" ; schema:genre "Jazz" ; ns0:detailedDescription [ schema:license "Creative_Commons_Attribution-ShareAlike_3.0_License" ; schema:url "http://en.wikipedia.org/wiki/Sketches_of_Spain" ; schema:articleBody "...between Nov 1959 and Mar 1960 at the Columbia 30th St Studio in NY City" ] ; schema:award <http://g.co/kg/m/018xpp> ; schema:byArtist <http://g.co/kg/m/053yx> ; schema:producer <http://g.co/kg/m/01v1m8b>, <http://g.co/kg/m/02wvrn5> . <http://g.co/kg/m/018xpp> schema:name "Grammy Hall of Fame" . <http://g.co/kg/m/053yx> schema:name "Miles Davis" . <http://g.co/kg/m/01v1m8b> schema:name "Teo Macero" . <http://g.co/kg/m/02wvrn5> schema:name "Irving Townsend" . }
  • 7. What are ontologies used for? • Interoperability • Definitions of shared vocabularies • Inferencing • Actionable knowledge fragments
  • 8. Interoperability: Exposing your Neo4j data as RDF using standard vocabularies
  • 9.
  • 11.
  • 12. Demo Dataset: Lending Club Loan data (https://www.kaggle.com/wendykan/lending-club-loan-data) Ontology: Financial Extension of schema.org (https://schema.org/docs/financial.html) Code: https://github.com/jbarrasa/datasets/tree/master/ontos