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Augmenting Open Government Data with Social Media Data
- 1. Augmenting Open Government Data with
Social Media Data
Evangelos
Kalampokis, EfthimiosTambouris, Michael
Hausenblas and KonstantinosTarabanis
W3C USING OPEN DATA Workshop
19-20 June 2012, Brussels © Information Systems Lab – 2012
- 2. Open Gov Data (OGD) and Social Media Data (SMD)
Open Government Data (OGD) Social Media Data (SMD)
– Come in various formats – Come in various formats
– Come in large numbers – Come in large numbers
– Mostly are created by the – Mostly are created by Social
public sector Media users
– Some are open – Some are open
– Are objective – Are subjective
– Are used for new value-added – Are used for new value-added
services services and research (e.g. for
predictions)
© Information Systems Lab, University of Macedonia
- 5. Our Research Agenda
Aim: Investigate and exploit the integration of OGD and SMD
Steps:
1. Understanding OGD
2. Understanding SMD
3. OGD/SMD Integration
4. Proof-of-concept: UK elections 2010
© Information Systems Lab, University of Macedonia
- 6. 1. Understanding OGD: A Classification Scheme
24 official OGD initiatives
were classified based on
that framework in 2010 (this
classification may now have
changed)
Kalampokis, E., Tambouris, E., Tarabanis, K.: A
Classification Scheme for Open Government
Data: Towards Linking Decentralized Data.
International Journal of Web Engineering and
Technology 6(3), 266–285 (2011)
© Information Systems Lab, University of Macedonia
- 7. 2. Understanding the Use of Social Media Data:
An Analysis Framework
list of important
factors
Based on the
list of important review of ~60
relevant
factors scientific
publications
list of important
factors
list of important
factors
Evangelos Kalampokis, Efthimios Tambouris and Konstantinos Tarabanis (XXX) "Understanding the Use
of Social Media for Predictions", [submitted for evaluation]
© Information Systems Lab, University of Macedonia
- 8. 3. Integrating Open Government and Social Data
Some challenges:
– Stage Model (putting everything in context)
– Identify relevant datasets
– Transforming noisy SMD into high quality structured data (e.g. using
NER etc.)
– Integrating data based on common elements (e.g. using Linked
data, etc.)
– Platform for data analytics (dashboard)
– Explanatory and predictive models
– Meaningful case studies!!
© Information Systems Lab, University of Macedonia
- 9. A Stage Model for OGD
Kalampokis, Ε., TambourisΕ. and TarabanisΚ., Open Government Data: A Stage Model. In: M. Janssen et al. (Eds):
EGOV2011. LNCS 6846, 235-246, 2011.
© Information Systems Lab, University of Macedonia
- 10. A Linked Data based Architecture
Kalampokis, E., Hausenblas, M. and Tarabanis, K., Combining Social and Government Open Data for Participatory
Decision-Making. In: E. Tambouris, A. Macintosh, and H. de Bruijn (Eds.): ePart 2011, LNCS 6847, 36–47, 2011.
© Information Systems Lab, University of Macedonia
- 11. 4. Proof of Concept (UK elections of 2010)
What OGD and SMD reveal about UK elections 2010?
We envisage two complementary views: one objective (based on
OGD) and one subjective (based on SMD) as well as one integrated
© Information Systems Lab, University of Macedonia
- 12. Objective view based on OGD (UK elections 2010)
Data source (X-axis): Children in poverty per parliament constituency (data.gov.uk)
(Y-axis): UK elections 2010 Labours results per constituency
Labours won 7 out of 200 constituencies with % of children in poverty
below 17%
Labours won 74 out of 77 constituencies with % of children in poverty
over 30%
© Information Systems Lab, University of Macedonia
- 13. Subjective view based on SMD (UK elections 2010)
Data source: Tweets about UK
elections
(#ge2010, #ukelection, #election20
10 and #ge10) during the last
month before elections (moving
average k = 4 days)
Data source: Poll results
(YouGov)
© Information Systems Lab, University of Macedonia
- 14. Integrated view based on OGD + SMD
Work still in progress (results to be announced soon)
From a technological view, we aim to develop a dashboard like the
following:
Objective view Subjective view Integrated view
(based on OGD) (based on SMD) (based on OGD+SMD)
© Information Systems Lab, University of Macedonia
- 15. Conclusions and Future Work
OGD and SMD have a huge potential for added value services
besides “trivial” apps
This requires significant advances in exploiting OGD, SMD and their
integration.
Our aim is to provide the infrastructure
(framework, methods, tools, platforms) necessary to exploit this
potential.
© Information Systems Lab, University of Macedonia
- 17. Thank you for your attention!!
Contact us at:
Evangelos Kalampokis: ekal@uom.gr
Themis Tambouris: tambouris@uom.gr
© Information Systems Lab, University of Macedonia