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Linked Data for Tourism
Irem Önder, Marta Sabou, Adrian M.P. Brasoveanu
How many tourists arrive to the top 3
largest cities of Austria in 2012?
 Information needs:
 Which are the top 3 largest cities in Austria?
 Hard coded: Vienna (population), Graz (population),
Salzburg (population)…. (Wikipedia)

 Total arrivals for Austrian cities in 2012 (Vienna,
Graz, Salzburg… ) (TourMIS)

© 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna

2
Two data sources
TourMIS

Vienna: city in Austria

Dbpedia
Wikipedia as Linked Data

Vienna: city in Austria
Top 3 Austrian Cities’ Total Arrivals in 2012

© 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna

4
Do the arrivals have similar trend with GDP of
source markets?
TourMIS

© 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna

World Bank
Arrivals and GDP of source markets

Russia
China
Brazil
India
Hungary
Croatia
Italy
UK
Germany
USA

Arrivals

© 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna

GDP

6
Linked Data
A set of technologies to say that:
Entity in Database 1

TourMIS#Wien

“IS THE SAME AS”
Entity in Database 2

DBPedia#Vienna

… so that machined can perform more
intelligent tasks by THEMSELVES.
© 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna

7
© 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna

8
Web
Linked Data: May ‘07 2.0

 Sept. ‘11

Media

Publications
eGovernment
Cross-Domain

Geographic

< 31 Billion Triples

Life
Sciences

Source: http://lod-cloud.net
Linked Data at MODUL
(2012)

© 2011 MODUL University Vienna

10
Use Case - Tourism Decision Making

 Types of decisions





Predict future demand for tourism services
Benchmarking cities, regions, countries
Predicting new markets
Planning new infrastructure etc

 Decisions involve:
 Combining tourism statistics from different
sources thus benefiting form extended coverage
 Combining tourism statistics with other types of
indicators (e.g., sustainability indicators)

© 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna
Tourism Indicators
Source Markets
Capacity

Arrivals
Bednights
Destination

© 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna
Tourism indicator providers
UNWTO Eurostat WorldBank

TourMIS

Country

Y

Y

Y

N

Destination

N

N

N

Y

Year

Y

Y

Y

Y

Month

N

Y

N

Y

Access

xls/pdf

Xls/csv/pdf Xml/xls/API
/ spss

API

Open (but not yet Linked) Data
© 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna
Difficult Data Integration
 Critical for supporting decision makers BUT
hampered both at syntactic and semantic level
 Syntactic:
 mostly open data, BUT
 offered using different syntactic formats that require
substantial effort for integration (e.g., especially when
extracted from pdf files ..)

 Semantic:





Different geographic granularity
Measurements at different time intervals
Different ways to measure the same indicator
None of these differences are explicit in a machine
format => need an analyst to understand and combine
the data

© 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna
TourMIS Data





Arrivals, Bednights, Capacity indicators
From 1985 onwards
154 EU destinations and 19 markets
Annual and monthly measurements

<data>
<destination>BER</destination>
<market>AT</market>
<year>2005</year>
<month>8</month>
<value>13901</value>
</data>

© 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna
Ontology

© 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna



~1 million triples
Data subset contains:
 1586 Arrivals measurements, 1985-2012, all destinations, annual
values, total market
 9989 Bednights measurements, in 2005, all destinations, all markets,
monthly values
 107 Capacity measurements, 2007, all destinations, annual
© 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna
© 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna
So what?
 A data access infrastructure to solve syntactic
differences and foster data integration (done)
 Links allow easy integration of data from DBpedia

 Links allow harvesting new (missing data)
 e.g., get destination‘s country from Dbpedia (done)
 Harvest additional details

 Semantics allow for a formal specification of
measurement details and therefore help solve
semantics differences (work in progress)

© 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna
Next Steps
Exposing Tourism Indicators as High Quality Linked Data
(ETIHQ)
Ontology
HTML
D2R

TourMIS

Applica3on

DBpedia

GeoNames

© 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna

• More sophisticated ontology
• Simplified publishing
• More Data
• More Links
• Improved dashboard
Linked Tourism Data Project
Cities

Markets

Year:
Data source:
•TourMIS
•World Bank
•UNWTO

Indicators:
•Bednights
•Arrivals
•Capacity
•Occupancy
•GDP
•Unemployment rate
•Inflation
Thank you for your attention!
Slide 0
Questions????

irem.onder@modul.ac.at
marta.sabou@modul.ac.at

© 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna

23

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Linked Data for Tourism

  • 1. Linked Data for Tourism Irem Önder, Marta Sabou, Adrian M.P. Brasoveanu
  • 2. How many tourists arrive to the top 3 largest cities of Austria in 2012?  Information needs:  Which are the top 3 largest cities in Austria?  Hard coded: Vienna (population), Graz (population), Salzburg (population)…. (Wikipedia)  Total arrivals for Austrian cities in 2012 (Vienna, Graz, Salzburg… ) (TourMIS) © 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna 2
  • 3. Two data sources TourMIS Vienna: city in Austria Dbpedia Wikipedia as Linked Data Vienna: city in Austria
  • 4. Top 3 Austrian Cities’ Total Arrivals in 2012 © 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna 4
  • 5. Do the arrivals have similar trend with GDP of source markets? TourMIS © 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna World Bank
  • 6. Arrivals and GDP of source markets Russia China Brazil India Hungary Croatia Italy UK Germany USA Arrivals © 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna GDP 6
  • 7. Linked Data A set of technologies to say that: Entity in Database 1 TourMIS#Wien “IS THE SAME AS” Entity in Database 2 DBPedia#Vienna … so that machined can perform more intelligent tasks by THEMSELVES. © 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna 7
  • 8. © 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna 8
  • 9. Web Linked Data: May ‘07 2.0  Sept. ‘11 Media Publications eGovernment Cross-Domain Geographic < 31 Billion Triples Life Sciences Source: http://lod-cloud.net
  • 10. Linked Data at MODUL (2012) © 2011 MODUL University Vienna 10
  • 11. Use Case - Tourism Decision Making  Types of decisions     Predict future demand for tourism services Benchmarking cities, regions, countries Predicting new markets Planning new infrastructure etc  Decisions involve:  Combining tourism statistics from different sources thus benefiting form extended coverage  Combining tourism statistics with other types of indicators (e.g., sustainability indicators) © 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna
  • 12. Tourism Indicators Source Markets Capacity Arrivals Bednights Destination © 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna
  • 13. Tourism indicator providers UNWTO Eurostat WorldBank TourMIS Country Y Y Y N Destination N N N Y Year Y Y Y Y Month N Y N Y Access xls/pdf Xls/csv/pdf Xml/xls/API / spss API Open (but not yet Linked) Data © 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna
  • 14. Difficult Data Integration  Critical for supporting decision makers BUT hampered both at syntactic and semantic level  Syntactic:  mostly open data, BUT  offered using different syntactic formats that require substantial effort for integration (e.g., especially when extracted from pdf files ..)  Semantic:     Different geographic granularity Measurements at different time intervals Different ways to measure the same indicator None of these differences are explicit in a machine format => need an analyst to understand and combine the data © 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna
  • 15. TourMIS Data     Arrivals, Bednights, Capacity indicators From 1985 onwards 154 EU destinations and 19 markets Annual and monthly measurements <data> <destination>BER</destination> <market>AT</market> <year>2005</year> <month>8</month> <value>13901</value> </data> © 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna
  • 16. Ontology © 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna
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  • 18.   ~1 million triples Data subset contains:  1586 Arrivals measurements, 1985-2012, all destinations, annual values, total market  9989 Bednights measurements, in 2005, all destinations, all markets, monthly values  107 Capacity measurements, 2007, all destinations, annual © 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna
  • 19. © 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna
  • 20. So what?  A data access infrastructure to solve syntactic differences and foster data integration (done)  Links allow easy integration of data from DBpedia  Links allow harvesting new (missing data)  e.g., get destination‘s country from Dbpedia (done)  Harvest additional details  Semantics allow for a formal specification of measurement details and therefore help solve semantics differences (work in progress) © 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna
  • 21. Next Steps Exposing Tourism Indicators as High Quality Linked Data (ETIHQ) Ontology HTML D2R TourMIS Applica3on DBpedia GeoNames © 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna • More sophisticated ontology • Simplified publishing • More Data • More Links • Improved dashboard
  • 22. Linked Tourism Data Project Cities Markets Year: Data source: •TourMIS •World Bank •UNWTO Indicators: •Bednights •Arrivals •Capacity •Occupancy •GDP •Unemployment rate •Inflation
  • 23. Thank you for your attention! Slide 0 Questions???? irem.onder@modul.ac.at marta.sabou@modul.ac.at © 2013 MODUL University Vienna - TourMIS Workshop 2013, Vienna 23