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VIRTUAL KNOWLEDGE
GRAPHS
BENJAMIN COGREL
KRDB, Free University of Bozen-Bolzano
SFScon, Bolzano, 16/11/2018
1
RELATIONAL SCHEMAS
2
RELATIONAL SCHEMAS
FOR OPERATIONAL DATABASES
Well established, still highly relevant
Fine-grained modeling
Data quality
3
ACCESSING A
RELATIONAL SCHEMA
(AS AN EXTERNAL ANALYST)
Require to learn too many details!
Locating information (which tables and columns)
Lots of implicits (e.g. magic codes)
4
ACCESSING MULTIPLE
DATA SOURCES
All have different schemas!
Need to hide this heterogeneity
Data integration
5
INTEGRATION SCHEMA
YET ANOTHER RELATIONAL SCHEMA?
Mainstream solution
Very painful to design and maintain
Far from providing the exibility needed
6
KNOWLEDGE GRAPHS
(KG)
Adopted by Google, IBM, Facebook, Microsoft,
EBay, AirBnB, Bloomberg and others
7
KG: MERGING
8
KG: MERGING
9
KG: REASONING
10
KG: REASONING
11
VIRTUAL KNOWLEDGE
GRAPHS (VKG)
Keep the data in-place
No need to systematically materialize (ETL)
Reasoning (almost) for free!
12
VKG SYSTEMS
Commercial
Ultrawrap (Capsenta)
Mastro (OBDA systems)
Stardog
FOSS
Ontop (us)
13
14
INTRIGUED?
LET'S GET IN TOUCH
Github:
Twitter: ,
Google Group:
http://ontop.inf.unibz.it
ontop/ontop
@ontop4obda @bcogrel
ontop4obda
15

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