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‘Things’ but not strings:
Building a ‘semantic knowledge graph’
http://www.mycom.com/
taxonomy/62346723
prefLabel
Venice
image
http://www.mycom.com/
images/90546089
http://www.mycom.com/
taxonomy/97345854
prefLabel
St. Mark’s
Square
altLabel
Piazza
San Marco
http://www.mycom.com/t
axonomy/4543567
prefLabel
altLabel
city square
piazza
has broader
The power of knowledge graphs:
Agility, flexibility, complexity
doc doc doc
Norway France Austria Canada
doc
Norway France Austria Canada
doc
Show me all
documents about
European countries
Traditional approach Graph-based approach
doc doc doc
The power of knowledge graphs:
Agility, flexibility, complexity
doc doc doc
Europe,
Norway
Europe,
France
Europe,
Austria
America,
Canada
doc
Norway France Austria Canada
doc
Show me all
documents from
European countries
Europe
Traditional approach Graph-based approach
Show me all documents
about EU member
countries
doc doc doc
Norway France Austria Canada
The power of knowledge graphs:
Agility, flexibility, complexity
doc doc doc
Europe,
Norway
EU,
Europe,
France
EU,
Europe,
Austria
America,
Canada
doc doc doc doc doc
Show me all
documents from
European countries
Europe
Traditional approach Graph-based approach
Show me all documents
about EU member
countries
EU
Norway France Austria Canada
The power of knowledge graphs:
Agility, flexibility, complexity
doc doc doc
Europe,
Norway
French,
EU,
Europe,
France
EU,
Europe,
Austria
French,
America,
Canada
doc doc doc doc doc
Show me all
documents from
European countries
Europe
Traditional approach Graph-based approach
Show me all
documents about EU
member countries
French-
speaking?
French-
speaking
EU
Norway France Austria Canada
The power of knowledge graphs:
Agility, flexibility, complexity
doc doc doc
Europe,
Norway
French,
EU,
Europe,
France
EU,
Europe,
Austria
French,
America,
Canada
doc doc doc doc doc
Show me all
documents from
European countries
Europe
Traditional approach Graph-based approach
Show me all
documents from EU
member countries
French-
speaking?
French-
speaking
EU
Metadata
per
document
Knowledge
about
metadata
Use Schema.org or other ontologies to
extend your knowledge graph
http://schema.org/City
http://schema.org/TouristAttraction
http://schema.org/ArtGallery
http://www.mycom.com/
taxonomy/62346723
Venice
prefLabel
prefLabel
St. Mark’s
Square
http://schema.org/containedIn
http://schema.org/location
Peggy
Guggenheim
Museum
http://www.geonames.org/7302945
http://www.freebase.com/m/0q9rr
http://dbpedia.org/resource/
Peggy_Guggenheim_Collection
https://www.youtube.com/
VeniceGuggenheim
http://www.mycom.com/
taxonomy/5456544
http://www.mycom.com/
taxonomy/7835488

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Why Semantic Knowledge Graphs matter

  • 1. ‘Things’ but not strings: Building a ‘semantic knowledge graph’ http://www.mycom.com/ taxonomy/62346723 prefLabel Venice image http://www.mycom.com/ images/90546089 http://www.mycom.com/ taxonomy/97345854 prefLabel St. Mark’s Square altLabel Piazza San Marco http://www.mycom.com/t axonomy/4543567 prefLabel altLabel city square piazza has broader
  • 2. The power of knowledge graphs: Agility, flexibility, complexity doc doc doc Norway France Austria Canada doc Norway France Austria Canada doc Show me all documents about European countries Traditional approach Graph-based approach doc doc doc
  • 3. The power of knowledge graphs: Agility, flexibility, complexity doc doc doc Europe, Norway Europe, France Europe, Austria America, Canada doc Norway France Austria Canada doc Show me all documents from European countries Europe Traditional approach Graph-based approach Show me all documents about EU member countries doc doc doc
  • 4. Norway France Austria Canada The power of knowledge graphs: Agility, flexibility, complexity doc doc doc Europe, Norway EU, Europe, France EU, Europe, Austria America, Canada doc doc doc doc doc Show me all documents from European countries Europe Traditional approach Graph-based approach Show me all documents about EU member countries EU
  • 5. Norway France Austria Canada The power of knowledge graphs: Agility, flexibility, complexity doc doc doc Europe, Norway French, EU, Europe, France EU, Europe, Austria French, America, Canada doc doc doc doc doc Show me all documents from European countries Europe Traditional approach Graph-based approach Show me all documents about EU member countries French- speaking? French- speaking EU
  • 6. Norway France Austria Canada The power of knowledge graphs: Agility, flexibility, complexity doc doc doc Europe, Norway French, EU, Europe, France EU, Europe, Austria French, America, Canada doc doc doc doc doc Show me all documents from European countries Europe Traditional approach Graph-based approach Show me all documents from EU member countries French- speaking? French- speaking EU Metadata per document Knowledge about metadata
  • 7. Use Schema.org or other ontologies to extend your knowledge graph http://schema.org/City http://schema.org/TouristAttraction http://schema.org/ArtGallery http://www.mycom.com/ taxonomy/62346723 Venice prefLabel prefLabel St. Mark’s Square http://schema.org/containedIn http://schema.org/location Peggy Guggenheim Museum http://www.geonames.org/7302945 http://www.freebase.com/m/0q9rr http://dbpedia.org/resource/ Peggy_Guggenheim_Collection https://www.youtube.com/ VeniceGuggenheim http://www.mycom.com/ taxonomy/5456544 http://www.mycom.com/ taxonomy/7835488