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Federating advertisement
targeting with Linked Data
Sven Lieber, Ben De Meester, Ruben Verborgh and Anastasia Dimou
Sven Lieber, Ben De Meester, Ruben Verborgh and Anastasia Dimou
Federating advertisement
targeting with Linked Data
An online advertising example
Federated querying with EcoDaLo
Comparison of different approaches
Privacy and ethics considerations
3
Although still relying on
an identification mechanism,
we improve advertising targeting
with decentralized knowledge graphs
by reusing existing infrastructure
which avoids data sharing.
An online advertising example
Federated querying with EcoDaLo
Comparison of different approaches
Privacy and ethics considerations
5
How does online advertising work?
C
Content
what: promote SEMANTICS conference
target: SemWeb researchers between 18 and 60
format: mobile leaderboard
Online
Behavioral
Advertising
(OBA)
Campaign
setup
Ad
serving
An online advertising example
Publisher A
Visitor traits
Publisher A
Observations
Ad
Server
E.g.
“between_18_and_25”
C
User visiting a website
with a mobile device Publisher B
Visitor traits Publisher BObservationsE.g. “LD_Expert”
Combined
data
Data integration
what: promote SEMANTICS conference
target: SemWeb researchers between 18 and 60
format: mobile leaderboard
X Privacy considerations
X Competitive disadvantage
An online advertising example
Federated querying with EcoDaLo
Comparison of different approaches
Privacy and ethics considerations
8
EcoDaLo facts
Research in Flanders, Belgium
Three complementary funding consortium partners:
AdLogix, Pebble Media and Roularta Media Group
Partners explaining our solution
https://sven-lieber.org/ecodalo-video
An online advertising example
Publisher A
Visitor traits
Publisher A
Observations
Ad
Server
E.g.
“between_18_and_25”
C
User visiting a website
with a mobile device Publisher B
Visitor traits Publisher BObservationsE.g. “LD_Expert”
Combined
data
Data integration
what: promote SEMANTICS conference
target: SemWeb researchers between 18 and 60
format: mobile leaderboard
X Privacy considerations
X Competitive disadvantage
Our approach avoids combination of data
Publisher A
Visitor traits
Publisher A
Observations
Ad
Server
E.g.
“between_18_and_25”
C
User visiting a website
with a mobile device Publisher B
Visitor traits Publisher BObservationsE.g. “LD_Expert”
what: promote SEMANTICS conference
target: SemWeb researchers between 18 and 60
format: mobile leaderboard
Federated
Querying
Only aggregate traits
No data is shared
Exclusivity of traits (and how observed)
Our solution is based on declarative semantic mappings
Publisher A
Visitor traits
E.g.
“between_18_and_25”
Publisher B
Visitor traits
E.g. “LD_Expert”
Common
Trait
Model
(SKOS)
Ad
Server
Federated
Querying
Between_18_and_60 includes between_18_and_25
Taxonomic relations between SemWeb_Expert and
LinkedData_Expert or Ontology_Expert
C
An online advertising example
Federated querying with EcoDaLo
Comparison of different approaches
Privacy and ethics considerations
13
Our solution compared to other approaches
Local publisher Global publisher (Data)
integration
(Trait) federation
Trait quality
Scale
Exclusive(privacy)
Ease of setup
Interoperability
Maintainability
X
XX XX
X
X
X
X
X
XXX
An online advertising example
Federated querying with EcoDaLo
Comparison of different approaches
Privacy and ethics considerations
15
GDPR-compliant consent needed
Which personal data is used for which purpose; third parties; explicit opt-in
Ethical considerations beyond our technical solution
EcoDaLo assumes good faith of publishers, ethical guidelines exist which need
to be considered
An online advertising example
Federated querying with EcoDaLo
Comparison of different approaches
Privacy and ethics considerations
17
More research on describing and
using constraints for querying of
decentralized knowledge graphs
SvenLieber sven-lieber.orgknows.idlab.ugent.be

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Federating advertisement targeting with Linked Data

  • 1. Federating advertisement targeting with Linked Data Sven Lieber, Ben De Meester, Ruben Verborgh and Anastasia Dimou
  • 2. Sven Lieber, Ben De Meester, Ruben Verborgh and Anastasia Dimou Federating advertisement targeting with Linked Data
  • 3. An online advertising example Federated querying with EcoDaLo Comparison of different approaches Privacy and ethics considerations 3
  • 4. Although still relying on an identification mechanism, we improve advertising targeting with decentralized knowledge graphs by reusing existing infrastructure which avoids data sharing.
  • 5. An online advertising example Federated querying with EcoDaLo Comparison of different approaches Privacy and ethics considerations 5
  • 6. How does online advertising work? C Content what: promote SEMANTICS conference target: SemWeb researchers between 18 and 60 format: mobile leaderboard Online Behavioral Advertising (OBA) Campaign setup Ad serving
  • 7. An online advertising example Publisher A Visitor traits Publisher A Observations Ad Server E.g. “between_18_and_25” C User visiting a website with a mobile device Publisher B Visitor traits Publisher BObservationsE.g. “LD_Expert” Combined data Data integration what: promote SEMANTICS conference target: SemWeb researchers between 18 and 60 format: mobile leaderboard X Privacy considerations X Competitive disadvantage
  • 8. An online advertising example Federated querying with EcoDaLo Comparison of different approaches Privacy and ethics considerations 8
  • 9. EcoDaLo facts Research in Flanders, Belgium Three complementary funding consortium partners: AdLogix, Pebble Media and Roularta Media Group Partners explaining our solution https://sven-lieber.org/ecodalo-video
  • 10. An online advertising example Publisher A Visitor traits Publisher A Observations Ad Server E.g. “between_18_and_25” C User visiting a website with a mobile device Publisher B Visitor traits Publisher BObservationsE.g. “LD_Expert” Combined data Data integration what: promote SEMANTICS conference target: SemWeb researchers between 18 and 60 format: mobile leaderboard X Privacy considerations X Competitive disadvantage
  • 11. Our approach avoids combination of data Publisher A Visitor traits Publisher A Observations Ad Server E.g. “between_18_and_25” C User visiting a website with a mobile device Publisher B Visitor traits Publisher BObservationsE.g. “LD_Expert” what: promote SEMANTICS conference target: SemWeb researchers between 18 and 60 format: mobile leaderboard Federated Querying Only aggregate traits No data is shared Exclusivity of traits (and how observed)
  • 12. Our solution is based on declarative semantic mappings Publisher A Visitor traits E.g. “between_18_and_25” Publisher B Visitor traits E.g. “LD_Expert” Common Trait Model (SKOS) Ad Server Federated Querying Between_18_and_60 includes between_18_and_25 Taxonomic relations between SemWeb_Expert and LinkedData_Expert or Ontology_Expert C
  • 13. An online advertising example Federated querying with EcoDaLo Comparison of different approaches Privacy and ethics considerations 13
  • 14. Our solution compared to other approaches Local publisher Global publisher (Data) integration (Trait) federation Trait quality Scale Exclusive(privacy) Ease of setup Interoperability Maintainability X XX XX X X X X X XXX
  • 15. An online advertising example Federated querying with EcoDaLo Comparison of different approaches Privacy and ethics considerations 15
  • 16. GDPR-compliant consent needed Which personal data is used for which purpose; third parties; explicit opt-in Ethical considerations beyond our technical solution EcoDaLo assumes good faith of publishers, ethical guidelines exist which need to be considered
  • 17. An online advertising example Federated querying with EcoDaLo Comparison of different approaches Privacy and ethics considerations 17
  • 18. More research on describing and using constraints for querying of decentralized knowledge graphs SvenLieber sven-lieber.orgknows.idlab.ugent.be