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Towards an Integrated UK National Research Data
Infrastructure
14/06/2016
Content
» About Jisc
» Research Data Shared ServiceVision and Scope
» Discovering Research Data across UK institutions
» Streamlining publication workflows
» Recoding research data for artists
2Towards an Integrated UK National Research Data Infrastructure
Who we are?
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 3
Jisc is the UK higher, further education
and skills sectors’ not-for-profit organisation
for digital services and solutions
Operate shared
digital infrastructure
and services
Provide trusted advice and
practical assistance for
universities, colleges and
learning providers
We…
Negotiate sector-wide deals
with IT vendors and
commercial publishers
Our vision and mission
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 4
Mission
To enable people in higher
education, further education and
skills to perform at the forefront of
international practice by exploiting
fully the possibilities of modern
digital empowerment, content
and connectivity
Vision
To make the UK the most
digitally advanced
education and research
nation in the world
We do… 3 main things
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 5
Shared digital
infrastructure
and services
Expert and
trusted advice
and practical
assistance
Sector wide deals
with IT vendors
and commercial
publishers
Current
examples:
Janet network,
shared data centre,
eduroam wireless,
geospatial services
Future
examples:
Learner analytics,
research data
management,
FE college
in a box
Current
examples:
Microsoft 365
email, Amazon
web services,
e-journals,
FE e-books
Future
examples:
Prevent web
filtering,Tableau,
new models for
digital publishing
Current
examples:
Financial x-ray,
cloud advice,
cyber
security/business
continuity
Future
examples:
FE mergers, open
access good
practice, national
monograph
strategy
Our customers and users
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 6
Colleges UsersUniversities Skills providers
Our group structure
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 7
Company number 02517018
Charity number 1001127
Representative member of Jisc
Company number 02600590
Charity number 1012218
Representative member of Jisc
Company number 03216271
Not a registered charity
Representative member of Jisc Institutional member of Jisc
HEIs and FECs from across the UK
Board of trustees
= Directors of Jisc
Jiscom Board of
Directors, includes
Jisc Trustees
Jisc Commercial Limited
t/a “Jiscom” (Company
limited by shares – Jisc
is the sole shareholder)
Jisc Services Ltd
Board comprises Jisc
Executive Group
members
“Jisc” (A registered
charity and company
limited by guarantee)
Jisc Services Limited
(Company limited by
guarantee)
Regional and national engagement
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 8
Jisc is based in seven UK
nations and regions with
dedicated account
managers for each
organisation so that…
…you have a
complete view of Jisc
services and their
benefits and ways to
shape future services
…you get the greatest
savings and efficiencies
and ways to improve the
learning, teaching and
research experience
A vision for research data shared infrastructure
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 9
Research Data Shared Service
Vision
»Visible data, invisible
infrastructure
For researchers:
intuitive, easy functionality
For institutions:
interoperable systems and
best practice
Goals
» Policy compliance
» Increase sector efficiencies
» Improve integrity of
research
» Address gaps
» Accelerate RDM
» Support for Open
Access/REF
1114/06/2016 Towards an Integrated UK National Research Data Infrastructure
Why a Shared Service for research data?
»There is no “solution” easily available and that meets
requirements for Universities to enable Research Data
Management
»Cost savings and efficiencies
»Common approaches and practice
»Research system standardisation and interoperability
1214/06/2016 Towards an Integrated UK National Research Data Infrastructure
Why a Shared Service?
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 13
A **key** requirement
Towards an Integrated UK National Research Data Infrastructure 14
High level RDM Architecture
15
Credit for Architecture concepts: John Lewis (Sheffield) & Stuart Lewis (Edinburgh) http://dx.doi.org/10.6084/m9.figshare.1202230
14/06/2016 Towards an Integrated UK National Research Data Infrastructure
Pilot Shared Service Scope
16
Credit for Architecture concepts: John Lewis (Sheffield) & Stuart Lewis (Edinburgh) http://dx.doi.org/10.6084/m9.figshare.1202230
Pilot Shared ServiceArea Other R@RWork Areas Existing Jisc Services/AgreementAreas
14/06/2016 Towards an Integrated UK National Research Data Infrastructure
Where are we now?
1714/06/2016 Towards an Integrated UK National Research Data Infrastructure
Research Data Shared ServiceTimeline
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 18
Milestones 2015-18
Apr 2015-Dec 2015 Jan 2016 – July 2016 Aug-2016 -June 2017 Jul 2017-Sept 2017 Oct 2017-Apr 2018
-Requirements
- HEI Pilots
Selected
-Procurement
commences
- Support
consultancy
work begins
-Supplier
Framework
selected
-Alpha
Development
-Alpha service
tested and
reviewed
-Beta
Development
-Feedback on
Beta Service
- Business case
decision
-If go then begin
transition to
production service
-Institutional
survey
-HEI and supplier
workshops
-Pilot HEI
selection process
-Detailed HEI
requirements and
technical
architecture
-Contracting
commences
-Development
Phase
-Contact additional
early adopter HEI’s
and promote Beta
Service
-Business planning
and Begin Business
Case
-Market Research
and Consultation
-Promote service to
institutions
-Start on next
phases (service
enhancement/mod
ular)
Pilots
» Cardiff University
» CREST - Buckinghamshire
New University
» CREST - HarperAdams
» CREST - St Mary’s
Twickenham
» CREST - UCA
» Imperial College of Science,
Technology and Medicine
» Middlesex University
» Plymouth University
» Royal College of Music
» St George's Hospital Medical
School
» University of Cambridge
» University of Lancaster
» University of Lincoln
» University of St Andrews
» University of Surrey
» University ofYork
1914/06/2016 Towards an Integrated UK National Research Data Infrastructure
RD Shared Service Framework Lots
» Lot 1 - Research Data Repositories (4)
» Lot 2- Repository Interfaces (6)
» Lot 3 - Research Data Exchange Interface (3)
» Lot 4 - Research Information and Administration Systems
Integrations (1)
» Lot 5 -Research Data Preservation Platforms (2)
» Lot 6 - Research Data Preservation tools development (2)
» Lot 7 - Research Data Reporting (2)
» Lot 8 - User Experience enhancements (4)
2014/06/2016 Towards an Integrated UK National Research Data Infrastructure
Links to R@R Portfolio
2114/06/2016 Towards an Integrated UK National Research Data Infrastructure
Discovering research data
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 22
UK Research data discovery service
A platform that enables the discovery of research data
from across UK higher education and national, discipline
specific data acentres
More details:http://jisc.ac.uk/rd/projects/uk-research-data-discovery
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 23
Global landscape
https://researchdata.ands.org.au/
http://b2find.eudat.eu/
http://www.openresearchdata.ch/
http://etsin.avointiede.fi
http://www.europeandataportal.eu/
http://data.bnf.fr/
2414/06/2016 Towards an Integrated UK National Research Data Infrastructure
Participating organisations
Pilots
» University of Hull
» University of St Andrews
» University of Glasgow
» Oxford Brookes University
» University of Edinburgh
» University of Oxford
» University of Southampton
» University of Leeds
» University of Lincoln
Data Centres
»Archaeology Data Centre
»Cambridge
Crystallographic Data
Centre
»ISIS/ICAT - STFC
»UK Data Service
»Visual Arts Data Centre
»NERC
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 25
Who’s it for? Gather user stories
26
http://rdds.jiscinvolve.org/wp/2015/05/08/initial-workshop/
» MoSCoW prioritisation
Project / research manager
» Reporting to funders
» Find research outputs of my institution
Researcher
» Discover datasets
» Discover related objects / resources
» Find data across disciplines by location
» Find exemplar data to inspire my research
» Targeted search for topical data
» Visual search for data
» Find linked open data
» Understand metadata quality
» Understand data quality
» Show research impact
Machine
» Harvestable registry
» Show relationships between resources
Data repository
» Show repository impact
» Metadata rights respected
» Show licence and rights of data
» Index to external services
» Force refresh of registry content
System manager
» No duplicate records
» Harvest datasets
» Update platform software
Funder
» Return on investment
14/06/2016 Towards an Integrated UK National Research Data Infrastructure
Project to Service
ONGOING: Engage with participants, evaluated
software, gathered user stories, prioritised requirements
NOW: Alpha site - http://ckan.data.alpha.jisc.ac.uk/
NEXT:
– System testing and gathering feedback as move to a beta test
service
– Finalising the core metadata schema
– Developing business case for running a sustainable service
including a service operation plan
2714/06/2016 Towards an Integrated UK National Research Data Infrastructure
Research data spring
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 28
The initiative
Develop tools to help researchers and institutions
Empower and enable innovative collaborations
»Key features:
› 3-phased approach
› Check points and panel
› Sector feedback and engagement
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 29
The approach
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 30
Giving researchers credit for their data
Dr. Fiona Murphy
Project Manager and Research Data & Publications Specialist
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 31
The solution
For researchers that want to publish data papers, our
helper app allows them to pick a publisher template,
populate it automatically with the metadata and send the
final paper and documentation to their selected journal.
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 32
Carrot for data deposit
“Submit data paper” button on repository
» Researcher gets
› Another publication/citation opportunity
› (Data preserved)
» Publisher gets
› More data paper submissions
› Better quality (metadata already curated by the
repo)
› Link referrals from data repositories
» Repositories get
› More data deposits
› Better metadata
» Funders get
› More re-use
› More impact
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 33
The Business Case
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 34
Searching the institutional repository
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 35
Log into the app & create the data paper
Towards an Integrated UK National Research Data Infrastructure 3614/06/2016
Confirm paper has been submitted
Towards an Integrated UK National Research Data Infrastructure 3714/06/2016
Helping artists record their research
Dr. AthanasiosVelios
Reader Member of Ligatus Research Centre, Chelsea College of Arts,University of the
Arts London
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 38
The problem
Art is about the process not about the outcome
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 39
Nick Pezzillo: Jackson Pollock https://flic.kr/p/PwuAx (CC BY-NC-ND 2.0)
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 40
Gino Ballantyne: As Long as the Band Plays and Everyone Marches in Step
The solution for digital art
 Everything managed on the desktop
 art/design software
 stored/modified files
 online research
 communication
 Capture
 technique
 method / research
 output
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 42
Gino Ballantyne: As Long as the Band Plays and Everyone Marches in Step
Gino Ballantyne: As Long as the Band Plays and Everyone Marches in Step
(wifi – GPS data)
Gino Ballantyne: As Long as the Band Plays and Everyone Marches in Step
Who cares?
 Artists
 self-archiving
 Researchers interested in art history
 data about context – mode of work
 Researchers interested in technique
 data about software tools and settings
 authenticity of digital art
 University administration
 provide data for REF
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 60
Architecture
Artivity HTTP REST API
OpenLink Virtuoso
AgentsArtivity Explorer
Web GUI
FRONTENDS
MIDDLEWARE
BACKEND
Browsers, Creative Tools
JSON N3, libartivity (C++)JSON
SPARQL
User Daemon
https://bitbucket.org/semiodesk/artivity http://www.ligatus.org.uk/project/artivity
More details
14/06/2016 Towards an Integrated UK National Research Data Infrastructure 73
Thank you!
And any questions?
Daniela Duca,Jisc @danielagduca
Martin Hamilton,Jisc @martin_hamilton
Fiona Murphy, Murphy MitchellConsulting Ltd
@DrFionalm
AthanasiosVelios, Ligatus @a_velios
Except where otherwise noted, this
work is licensed under CC-BY-NC-ND

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Towards an integrated UK national research data infrastructure

  • 1. Towards an Integrated UK National Research Data Infrastructure 14/06/2016
  • 2. Content » About Jisc » Research Data Shared ServiceVision and Scope » Discovering Research Data across UK institutions » Streamlining publication workflows » Recoding research data for artists 2Towards an Integrated UK National Research Data Infrastructure
  • 3. Who we are? 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 3 Jisc is the UK higher, further education and skills sectors’ not-for-profit organisation for digital services and solutions Operate shared digital infrastructure and services Provide trusted advice and practical assistance for universities, colleges and learning providers We… Negotiate sector-wide deals with IT vendors and commercial publishers
  • 4. Our vision and mission 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 4 Mission To enable people in higher education, further education and skills to perform at the forefront of international practice by exploiting fully the possibilities of modern digital empowerment, content and connectivity Vision To make the UK the most digitally advanced education and research nation in the world
  • 5. We do… 3 main things 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 5 Shared digital infrastructure and services Expert and trusted advice and practical assistance Sector wide deals with IT vendors and commercial publishers Current examples: Janet network, shared data centre, eduroam wireless, geospatial services Future examples: Learner analytics, research data management, FE college in a box Current examples: Microsoft 365 email, Amazon web services, e-journals, FE e-books Future examples: Prevent web filtering,Tableau, new models for digital publishing Current examples: Financial x-ray, cloud advice, cyber security/business continuity Future examples: FE mergers, open access good practice, national monograph strategy
  • 6. Our customers and users 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 6 Colleges UsersUniversities Skills providers
  • 7. Our group structure 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 7 Company number 02517018 Charity number 1001127 Representative member of Jisc Company number 02600590 Charity number 1012218 Representative member of Jisc Company number 03216271 Not a registered charity Representative member of Jisc Institutional member of Jisc HEIs and FECs from across the UK Board of trustees = Directors of Jisc Jiscom Board of Directors, includes Jisc Trustees Jisc Commercial Limited t/a “Jiscom” (Company limited by shares – Jisc is the sole shareholder) Jisc Services Ltd Board comprises Jisc Executive Group members “Jisc” (A registered charity and company limited by guarantee) Jisc Services Limited (Company limited by guarantee)
  • 8. Regional and national engagement 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 8 Jisc is based in seven UK nations and regions with dedicated account managers for each organisation so that… …you have a complete view of Jisc services and their benefits and ways to shape future services …you get the greatest savings and efficiencies and ways to improve the learning, teaching and research experience
  • 9. A vision for research data shared infrastructure 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 9
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  • 11. Research Data Shared Service Vision »Visible data, invisible infrastructure For researchers: intuitive, easy functionality For institutions: interoperable systems and best practice Goals » Policy compliance » Increase sector efficiencies » Improve integrity of research » Address gaps » Accelerate RDM » Support for Open Access/REF 1114/06/2016 Towards an Integrated UK National Research Data Infrastructure
  • 12. Why a Shared Service for research data? »There is no “solution” easily available and that meets requirements for Universities to enable Research Data Management »Cost savings and efficiencies »Common approaches and practice »Research system standardisation and interoperability 1214/06/2016 Towards an Integrated UK National Research Data Infrastructure
  • 13. Why a Shared Service? 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 13
  • 14. A **key** requirement Towards an Integrated UK National Research Data Infrastructure 14
  • 15. High level RDM Architecture 15 Credit for Architecture concepts: John Lewis (Sheffield) & Stuart Lewis (Edinburgh) http://dx.doi.org/10.6084/m9.figshare.1202230 14/06/2016 Towards an Integrated UK National Research Data Infrastructure
  • 16. Pilot Shared Service Scope 16 Credit for Architecture concepts: John Lewis (Sheffield) & Stuart Lewis (Edinburgh) http://dx.doi.org/10.6084/m9.figshare.1202230 Pilot Shared ServiceArea Other R@RWork Areas Existing Jisc Services/AgreementAreas 14/06/2016 Towards an Integrated UK National Research Data Infrastructure
  • 17. Where are we now? 1714/06/2016 Towards an Integrated UK National Research Data Infrastructure
  • 18. Research Data Shared ServiceTimeline 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 18 Milestones 2015-18 Apr 2015-Dec 2015 Jan 2016 – July 2016 Aug-2016 -June 2017 Jul 2017-Sept 2017 Oct 2017-Apr 2018 -Requirements - HEI Pilots Selected -Procurement commences - Support consultancy work begins -Supplier Framework selected -Alpha Development -Alpha service tested and reviewed -Beta Development -Feedback on Beta Service - Business case decision -If go then begin transition to production service -Institutional survey -HEI and supplier workshops -Pilot HEI selection process -Detailed HEI requirements and technical architecture -Contracting commences -Development Phase -Contact additional early adopter HEI’s and promote Beta Service -Business planning and Begin Business Case -Market Research and Consultation -Promote service to institutions -Start on next phases (service enhancement/mod ular)
  • 19. Pilots » Cardiff University » CREST - Buckinghamshire New University » CREST - HarperAdams » CREST - St Mary’s Twickenham » CREST - UCA » Imperial College of Science, Technology and Medicine » Middlesex University » Plymouth University » Royal College of Music » St George's Hospital Medical School » University of Cambridge » University of Lancaster » University of Lincoln » University of St Andrews » University of Surrey » University ofYork 1914/06/2016 Towards an Integrated UK National Research Data Infrastructure
  • 20. RD Shared Service Framework Lots » Lot 1 - Research Data Repositories (4) » Lot 2- Repository Interfaces (6) » Lot 3 - Research Data Exchange Interface (3) » Lot 4 - Research Information and Administration Systems Integrations (1) » Lot 5 -Research Data Preservation Platforms (2) » Lot 6 - Research Data Preservation tools development (2) » Lot 7 - Research Data Reporting (2) » Lot 8 - User Experience enhancements (4) 2014/06/2016 Towards an Integrated UK National Research Data Infrastructure
  • 21. Links to R@R Portfolio 2114/06/2016 Towards an Integrated UK National Research Data Infrastructure
  • 22. Discovering research data 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 22
  • 23. UK Research data discovery service A platform that enables the discovery of research data from across UK higher education and national, discipline specific data acentres More details:http://jisc.ac.uk/rd/projects/uk-research-data-discovery 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 23
  • 25. Participating organisations Pilots » University of Hull » University of St Andrews » University of Glasgow » Oxford Brookes University » University of Edinburgh » University of Oxford » University of Southampton » University of Leeds » University of Lincoln Data Centres »Archaeology Data Centre »Cambridge Crystallographic Data Centre »ISIS/ICAT - STFC »UK Data Service »Visual Arts Data Centre »NERC 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 25
  • 26. Who’s it for? Gather user stories 26 http://rdds.jiscinvolve.org/wp/2015/05/08/initial-workshop/ » MoSCoW prioritisation Project / research manager » Reporting to funders » Find research outputs of my institution Researcher » Discover datasets » Discover related objects / resources » Find data across disciplines by location » Find exemplar data to inspire my research » Targeted search for topical data » Visual search for data » Find linked open data » Understand metadata quality » Understand data quality » Show research impact Machine » Harvestable registry » Show relationships between resources Data repository » Show repository impact » Metadata rights respected » Show licence and rights of data » Index to external services » Force refresh of registry content System manager » No duplicate records » Harvest datasets » Update platform software Funder » Return on investment 14/06/2016 Towards an Integrated UK National Research Data Infrastructure
  • 27. Project to Service ONGOING: Engage with participants, evaluated software, gathered user stories, prioritised requirements NOW: Alpha site - http://ckan.data.alpha.jisc.ac.uk/ NEXT: – System testing and gathering feedback as move to a beta test service – Finalising the core metadata schema – Developing business case for running a sustainable service including a service operation plan 2714/06/2016 Towards an Integrated UK National Research Data Infrastructure
  • 28. Research data spring 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 28
  • 29. The initiative Develop tools to help researchers and institutions Empower and enable innovative collaborations »Key features: › 3-phased approach › Check points and panel › Sector feedback and engagement 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 29
  • 30. The approach 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 30
  • 31. Giving researchers credit for their data Dr. Fiona Murphy Project Manager and Research Data & Publications Specialist 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 31
  • 32. The solution For researchers that want to publish data papers, our helper app allows them to pick a publisher template, populate it automatically with the metadata and send the final paper and documentation to their selected journal. 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 32
  • 33. Carrot for data deposit “Submit data paper” button on repository » Researcher gets › Another publication/citation opportunity › (Data preserved) » Publisher gets › More data paper submissions › Better quality (metadata already curated by the repo) › Link referrals from data repositories » Repositories get › More data deposits › Better metadata » Funders get › More re-use › More impact 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 33
  • 34. The Business Case 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 34
  • 35. Searching the institutional repository 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 35
  • 36. Log into the app & create the data paper Towards an Integrated UK National Research Data Infrastructure 3614/06/2016
  • 37. Confirm paper has been submitted Towards an Integrated UK National Research Data Infrastructure 3714/06/2016
  • 38. Helping artists record their research Dr. AthanasiosVelios Reader Member of Ligatus Research Centre, Chelsea College of Arts,University of the Arts London 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 38
  • 39. The problem Art is about the process not about the outcome 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 39
  • 40. Nick Pezzillo: Jackson Pollock https://flic.kr/p/PwuAx (CC BY-NC-ND 2.0) 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 40
  • 41. Gino Ballantyne: As Long as the Band Plays and Everyone Marches in Step
  • 42. The solution for digital art  Everything managed on the desktop  art/design software  stored/modified files  online research  communication  Capture  technique  method / research  output 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 42
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  • 52. Gino Ballantyne: As Long as the Band Plays and Everyone Marches in Step
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  • 57. Gino Ballantyne: As Long as the Band Plays and Everyone Marches in Step
  • 58. (wifi – GPS data)
  • 59. Gino Ballantyne: As Long as the Band Plays and Everyone Marches in Step
  • 60. Who cares?  Artists  self-archiving  Researchers interested in art history  data about context – mode of work  Researchers interested in technique  data about software tools and settings  authenticity of digital art  University administration  provide data for REF 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 60
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  • 65. Architecture Artivity HTTP REST API OpenLink Virtuoso AgentsArtivity Explorer Web GUI FRONTENDS MIDDLEWARE BACKEND Browsers, Creative Tools JSON N3, libartivity (C++)JSON SPARQL User Daemon
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  • 73. 14/06/2016 Towards an Integrated UK National Research Data Infrastructure 73 Thank you! And any questions? Daniela Duca,Jisc @danielagduca Martin Hamilton,Jisc @martin_hamilton Fiona Murphy, Murphy MitchellConsulting Ltd @DrFionalm AthanasiosVelios, Ligatus @a_velios Except where otherwise noted, this work is licensed under CC-BY-NC-ND