Hans Uszkoreit discusses the integration of smart data and knowledge extraction in industrial applications, emphasizing the importance of knowledge graphs and linked open data. The document highlights advancements in data analytics, supply chain management, and the creation of a corporate knowledge graph to facilitate intelligent enterprises. It details the volume of data processed, including news, tweets, and various statistics relevant to the German economy and infrastructure.

1. Smart Data Web
connecting data and
extracting knowledge
Hans Uszkoreit
German Research Center
for Artificial Intelligence
DATA NATIVES 2016 BERLIN

2. more than 4 Mio
queries
100 hours new
video material
uploaded
2.5 Mio new posts
571 new websites
generated
more than 204 Mio
emails sent
300,000 tweets
generated
220,000 new
pictures uploaded
7 new Wikipedia
articles
New data per minute (impressive but well-known)

5. KNOWLEDGE GRAPH
Knowledge Graphs

6. Google Knowledge Graph

7. Knowledge Graph

8. Google Knowledge Graph

10. Linked Open Data

11. o Web 2.0 – social networks
o semantic web - Web 3.0
o Data & Knowledge Communities:
Wikipedia, linked open data,
DBpedia, Wikidata
o cyber-physical systems
o Internet of Things
o intelligent enterprise
Two Exciting Developments
© 2016 DFKI – Hans Uszkoreit

12. Smart Factory in Industry 4.0

13. Smart Data in Industry 4.0
Open Knowledge Social Media
News MediaOpen Data
Smart Enterprise
with business intelligence

14. Data Value Chains for Industrial Applications

15. Two Application Areas
Supply Chain Management
Market Research

16. 16
linked open data
harvested web
semi-structured data
unstructured data
Data on
the WWW
Data in the
Enterprise
Corporate Knowledge Graph
(Unternehmenswissensnetz)
community-built knowledge

17. 17
linked open data
harvested web
semi-structured data
unstructured data
Data on
the WWW
Data in the
Enterprise
SMART DATA WEB
Corporate Knowledge Graph
(Unternehmenswissensnetz)
community-built knowledge

18. 18
linked open data
harvested web
semi-structured data
unstructured data
Data on
the WWW
Data in the
Enterprise
SMART DATA WEB
Corporate Knowledge Graph
(Unternehmenswissensnetz)
community-built knowledge

19. 19
linked open data
harvested web
semi-structured data
unstructured data
Data on
the WWW
Data in the
Enterprise
SMART DATA WEB
Corporate Knowledge Graph
(Unternehmenswissensnetz)
community-built knowledge

20. 20
linked open data
harvested web
semi-structured data
unstructured data
Data on
the WWW
Data in the
Enterprise
SMART DATA WEB
Corporate Knowledge Graph
(Unternehmenswissensnetz)
community-built knowledge

21. 21
linked open data
harvested web
semi-structured data
unstructured data
Data on
the WWW
Data in the
Enterprise
SMART DATA WEB
Corporate Knowledge Graph
(Unternehmenswissensnetz)
community-built knowledge
Dynamic Data

22. Semantic combination of heterogeneous data
© 2016 DFKI – Hans Uszkoreit

23. Semantic combination of heterogeneous data
weather data
passenger counts
© 2016 DFKI – Hans Uszkoreit

24. Semantic combination of heterogeneous data
weather data
passenger counts
© 2016 DFKI – Hans Uszkoreit

25. Semantic combination of heterogeneous data
news: Newport Yacht Fair
tweets: Newport Yacht Fair
RSS feeds: traffic congestion
weather data
passenger counts
© 2016 DFKI – Hans Uszkoreit

26. Other
OpenData
Knowledge
Commu-
nities
ProductionLogistics
Marketing
Sales
CRM
Purchasing
Maintenance
Facility Mgmt.
Telekom-
munication
Science
Meteoro-
logiy
Media,
News
Social
Media
Wholesale
Retail
Commerce
Trans-
portation
Geodata,
Satellite
Data

27. KNOWLEDGE GRAPH
INFORMATION
EXTRACTION
TEXTUAL DATA

28. Web-DARE Architecture
Facts
Web
pages
Sentence
Mentions of
Facts
Filtered
Patterns
Patterns
Queries

29. Text Analytics Embedded in Big Data Technologie

30. Results at half-time
○ Text Analytics Platform has been
embedded in the Apache Flink
Big-Data Plattform
○ Deep analytics of News, Tweets,
RSS Feeds
○ Demonstrator system (with SD4M)
for German corporate world and mobility
○ Realization of data value chains for
both application areas
○ First version of the Smart Data Web
open knowledge graph

34. Current volume of basic and discovered knowledge
Entities in Knowledge Graph
○ > 1,2 Mio German companies
○ 27.075 German towns
○ 104.598 street names
○ 25.907 transport routes
Per day
○ 139.000 RSS posts
○ 140.000 tweets
○ 16.000 media news
Media reports since February
o 136.811 bankruptcy
o 19.605 strike
o 26.047 take over
o 21.352 mergers
o 6.619 mass lay-offs
o 165.958 natural desasters
o 697.784 accidents
o 320.061 traffic jams
o 558.531 closures

35. Thank you for
your attention!