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OpenDataMonitor
Horizon 2020Coordination and Support Action
GARRI-3-2014 Scientific Information in the Digital Age: Text and Data Mining (TDM)
Project number: 665940
So where are we now? The TDM Landscape
FutureTDMReducing Barriers and Increasing Uptake of Text and Data Mining for Research Environments using a Collaborative Knowledge and Open Information Approach
FTDM workshop/Brussels
27 September 2016
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Text and Data Mining : Definition
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• “Discovery by computer of new, previously unknown information, by automatically extracting and relating information from different (…) resources, to reveal otherwise hidden meanings” (Hearst, 1999), or
• “Exploratory data analysis that leads to the discovery of heretofore unknown information, or to answers for questions for which the answer is not currently known” (Hearst, 1999).
Raw data(sensor data, text, images, multimedia)
Processed content (diagrams, charts, tables, references, maps, formulas, chemical structures)
Text and Data Mining- Business or Competitive Intelligence; - Research Analytics;- Learning analytics or
Educational Data Mining;- Predictive Analytics;
Hearst, M.A., 1999. Untangling Text Data Mining. College Park, Maryland, Proceedings of the 37th Annual Meeting of the Association for Computational Linguistics on Computational Linguistics (ACL’99), pp. 3–10. http://www.aclweb.org/anthology/P99-1001
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TDM: Technology perspective
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Information Retrieval
and Search
Artificial Intelligence
Classification
Clustering
Regression
Association Rules
Statistics
Information Extraction Concept
Extraction
Opinion Mining
Summarisation
Negation and Modality
Detection
TextualEntailment
Natural LanguageProcessing
Machine Learning
Machine Translation
Predictive Analytics
Multimedia Processing
Source: M. Eskevich, A. van den Bosch, M. Caspers, L. Guibault, A. Bertone, S. Reilly, C. Munteanu, P. Leitner, S. Piperidis. Research Report on TDM Landscape in Europe. Project H2020 GARRI-3-2014--665940 FutureTDM Deliverable D3.1, 2016. http://project.futuretdm.eu/wp-content/uploads/2016/05/D3.1-Research-Report-on-TDM-Landscape-in-Europe-FutureTDM.pdf
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General economic structure : TDM across all economic sectors
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Source: M. Eskevich, A. van den Bosch, M. Caspers, L. Guibault, A. Bertone, S. Reilly, C. Munteanu, P. Leitner, S. Piperidis. Research Report on TDM Landscape in Europe. Project H2020 GARRI-3-2014--665940 FutureTDM Deliverable D3.1, 2016. http://project.futuretdm.eu/wp-content/uploads/2016/05/D3.1-Research-Report-on-TDM-Landscape-in-Europe-FutureTDM.pdf
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TDM : business perspective
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Enabling players :13%
ICT Enablers : 19%
Market places :3%
Analytics: 27%
Cross Infrastructures :
2%
Vertical Applications:
27%
Data users: 9%
Source: S. Piperidis, K. Pouli, M. Gavriilidou, D. Galanis, J. Bakagianni, M. Eskevich, A. Bertone. European Landscape \\& of TDM Applications Report. Project H2020 GARRI-3-2014--665940 FutureTDM Deliverable D4.1, 2016.http://project.futuretdm.eu/wp-content/uploads/2016/06/FutureTDM_D4.1-European-Landscape-of-TDM-Applications-Report.pdf
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TDM : scientific perspective
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97.10%
0.38%
2.53%2.90%
all projectsTDM specificTDM associated
51,2 B€75,3 M€633,8
M€
852,4 M€
319,9 M€
149 M€
All FP7 & Horizon 2020 projects Primary sectorSecondary sector Tertiary sectorQuaternary sector Quinary sector
Source: S. Piperidis, K. Pouli, M. Gavriilidou, D. Galanis, J. Bakagianni, M. Eskevich, A. Bertone. European Landscape \\& of TDM Applications Report. Project H2020 GARRI-3-2014--665940 FutureTDM Deliverable D4.1, 2016.http://project.futuretdm.eu/wp-content/uploads/2016/06/FutureTDM_D4.1-European-Landscape-of-TDM-Applications-Report.pdf
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TDM in Europe: Language perspective
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Source: http://www.meta-net.eu/whitepapers/key-results-and-cross-language-comparison
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To conclude and to start the discussion
• TDM technologies are present across all sectors of EU economy:• There is none and can‘t be one fit all solution
• Shared infrastructures can help cross-polination of TDM solutions
between sectors
• EU case is specific due to the additional languagedimension:• Bias towards English language in terms of availability of tools/data/overall
focus
• Multilinguality of the population requires additional costs on TDM solutions
localisation
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