SlideShare a Scribd company logo
Text and data mining – the way forward
www.alpsp.org 30 June 2016
Agenda
• What is TDM?
• What are the issues?
• What are the solutions?
What is TDM?
What is TDM?
What is TDM?
• NOT a simple internet search
What is TDM?
• NOT a simple internet search
• Text: human readable to structured data
• Data: software to identify trends, connections
What is TDM?
• NOT a simple internet search
• Text: human readable to structured data
• Data: software to identify trends, connections
• NOT new
– Financial and business industries
– More recently, interest from scholarly research
What do miners need?
• Content
– Access to, or copy of
What do miners need?
• Content
– Access to, or copy of
• Software
– To convert content (where required)
– Tools
What do miners need?
• Content
– Access to, or copy of
• Software
– To convert content (where required)
– Tools
• Skills/knowledge
Issues? (publisher perspective)
• Copyright
– Is this really what’s holding TDM back?
Issues? (publisher perspective)
• Copyright
– Is this really what’s holding TDM back?
• Do researchers really know what the opportunities are,
and how to take advantage of them?
• What are the technical challenges that need to be
overcome?
PRC study
• TDM survey of researchers (520 respondents)
– global
– cross-discipline
– wide age range
– primarily academic institutions
PRC study
• TDM survey of researchers (520 respondents)
– global
– cross-discipline
– wide age range
– primarily academic institutions
• 69% report never using the technique
PRC study
• TDM survey of researchers (520 respondents)
– global
– cross-discipline
– wide age range
– primarily academic institutions
• 69% report never using the technique
• further 7% tried once, but haven’t used again
PRC study
• TDM survey of researchers (520 respondents)
– global
– cross-discipline
– wide age range
– primarily academic institutions
• 69% report never using the technique
• further 7% tried once, but haven’t used again
• 11% use regularly
PRC study
• Two third of respondents interested to learn more
– consider useful for
• literature review
• extracting new facts
• finding hidden links
PRC study
• Existing users
– Advantages
• time-saving
• perform tasks could not otherwise do
– Where
• Equally using offline or online content
– Using
• Open source, off-the-shelf or other services
Issues? (publisher perspective)
• TDM can involve copying lots of content
• Different legal systems
– UK – exception
– EU – likely exception
– Other countries considering
© jenniferhardie.com
TDM and legislation
• TDM is happening now…
…and has been for some years
• Licensed for commercial use (pharma, financial,
business)
TDM and legislation
• TDM is happening now…
…and has been for some years
• Licensed for commercial use (pharma, financial,
business)
• What effect did the exception in the UK have?
• where user has lawful access to content
• for computational analysis
• research for non-commercial purpose
Effect of UK exception (introduced October 2014)
• where user has lawful access to content
• for computational analysis
• research for non-commercial purpose
• Guidance notes make clear that:
– Publishers/content providers are able to provide
reasonable measures to maintain their network
security or stability
Effect of UK exception (introduced October 2014)
Why is there a call to keep this non-commercial?
• Commercial?
– Already licensing and support for commercial mining
in finance, pharma and other businesses
• Protection of content
– Hackers, sharing of usernames and passwords
– Human-readable experience
Effect of UK exception (introduced October 2014)
• Publishers Licensing Society survey
– Few requests being made
– Access being facilitated, unless project outcomes will
directly compete with publisher product
Year % publishers
approached
Total TDM
requests
2013 16% 79
2014 15% 91
2015 14% 84
Copyright and TDM
– In general, publishers working to facilitate TDM
Copyright and TDM
– In general, publishers working to facilitate TDM
– Many now have statements to support mining
• http://olabout.wiley.com/WileyCDA/Section/id-826542.html
• http://www.springer.com/gp/rights-permissions/springer-s-text-and-data-
mining-policy/29056
• https://www.elsevier.com/about/company-information/policies/text-and-data-
mining
• http://www.microbiologyresearch.org/authors/editorial-policies
Copyright and TDM
– In general, publishers working to facilitate TDM
– Many now have statements to support mining
• http://olabout.wiley.com/WileyCDA/Section/id-826542.html
• http://www.springer.com/gp/rights-permissions/springer-s-text-and-data-
mining-policy/29056
• https://www.elsevier.com/about/company-information/policies/text-and-data-
mining
• http://www.microbiologyresearch.org/authors/editorial-policies
– But what happens when there is uncertainty?
PLSClear
– don’t have legal access?
– request permission centrally (not just for TDM)
Technical challenges
• Technical challenges
– facilitating access to bona fide miners
• Prevent theft of content
• Protecting platforms
Technical challenges
• Technical challenges
– facilitating access to bona fide miners
• Prevent theft of content
• Protecting platforms
– Lack of standardization
• Content format
• Interfaces with researchers' preferred mining tools
Technical challenges
• Technical challenges
– facilitating access to bona fide miners
• Prevent theft of content
• Protecting platforms
– Lack of standardization
• Content format
• Interfaces with researchers' preferred mining tools
– Access to both subscribed and non-subscribed
content
• RightFind™ XML for mining
– Produces standardized data
Overcoming technical challenges
• Crossref text and data mining services
– DOIs
– Metadata API
– Delivers full text from publisher sites
Overcoming technical challenges
© coachwithheart.wordpress.com

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McCulloch NISO-ICSTI Joint Webinar

  • 1. Text and data mining – the way forward www.alpsp.org 30 June 2016
  • 2. Agenda • What is TDM? • What are the issues? • What are the solutions?
  • 3.
  • 6. What is TDM? • NOT a simple internet search
  • 7. What is TDM? • NOT a simple internet search • Text: human readable to structured data • Data: software to identify trends, connections
  • 8. What is TDM? • NOT a simple internet search • Text: human readable to structured data • Data: software to identify trends, connections • NOT new – Financial and business industries – More recently, interest from scholarly research
  • 9. What do miners need? • Content – Access to, or copy of
  • 10. What do miners need? • Content – Access to, or copy of • Software – To convert content (where required) – Tools
  • 11. What do miners need? • Content – Access to, or copy of • Software – To convert content (where required) – Tools • Skills/knowledge
  • 12. Issues? (publisher perspective) • Copyright – Is this really what’s holding TDM back?
  • 13. Issues? (publisher perspective) • Copyright – Is this really what’s holding TDM back? • Do researchers really know what the opportunities are, and how to take advantage of them? • What are the technical challenges that need to be overcome?
  • 14. PRC study • TDM survey of researchers (520 respondents) – global – cross-discipline – wide age range – primarily academic institutions
  • 15. PRC study • TDM survey of researchers (520 respondents) – global – cross-discipline – wide age range – primarily academic institutions • 69% report never using the technique
  • 16. PRC study • TDM survey of researchers (520 respondents) – global – cross-discipline – wide age range – primarily academic institutions • 69% report never using the technique • further 7% tried once, but haven’t used again
  • 17. PRC study • TDM survey of researchers (520 respondents) – global – cross-discipline – wide age range – primarily academic institutions • 69% report never using the technique • further 7% tried once, but haven’t used again • 11% use regularly
  • 18. PRC study • Two third of respondents interested to learn more – consider useful for • literature review • extracting new facts • finding hidden links
  • 19. PRC study • Existing users – Advantages • time-saving • perform tasks could not otherwise do – Where • Equally using offline or online content – Using • Open source, off-the-shelf or other services
  • 20. Issues? (publisher perspective) • TDM can involve copying lots of content • Different legal systems – UK – exception – EU – likely exception – Other countries considering © jenniferhardie.com
  • 21. TDM and legislation • TDM is happening now… …and has been for some years • Licensed for commercial use (pharma, financial, business)
  • 22. TDM and legislation • TDM is happening now… …and has been for some years • Licensed for commercial use (pharma, financial, business) • What effect did the exception in the UK have?
  • 23. • where user has lawful access to content • for computational analysis • research for non-commercial purpose Effect of UK exception (introduced October 2014)
  • 24. • where user has lawful access to content • for computational analysis • research for non-commercial purpose • Guidance notes make clear that: – Publishers/content providers are able to provide reasonable measures to maintain their network security or stability Effect of UK exception (introduced October 2014)
  • 25. Why is there a call to keep this non-commercial? • Commercial? – Already licensing and support for commercial mining in finance, pharma and other businesses • Protection of content – Hackers, sharing of usernames and passwords – Human-readable experience
  • 26. Effect of UK exception (introduced October 2014) • Publishers Licensing Society survey – Few requests being made – Access being facilitated, unless project outcomes will directly compete with publisher product Year % publishers approached Total TDM requests 2013 16% 79 2014 15% 91 2015 14% 84
  • 27. Copyright and TDM – In general, publishers working to facilitate TDM
  • 28. Copyright and TDM – In general, publishers working to facilitate TDM – Many now have statements to support mining • http://olabout.wiley.com/WileyCDA/Section/id-826542.html • http://www.springer.com/gp/rights-permissions/springer-s-text-and-data- mining-policy/29056 • https://www.elsevier.com/about/company-information/policies/text-and-data- mining • http://www.microbiologyresearch.org/authors/editorial-policies
  • 29. Copyright and TDM – In general, publishers working to facilitate TDM – Many now have statements to support mining • http://olabout.wiley.com/WileyCDA/Section/id-826542.html • http://www.springer.com/gp/rights-permissions/springer-s-text-and-data- mining-policy/29056 • https://www.elsevier.com/about/company-information/policies/text-and-data- mining • http://www.microbiologyresearch.org/authors/editorial-policies – But what happens when there is uncertainty?
  • 30. PLSClear – don’t have legal access? – request permission centrally (not just for TDM)
  • 31. Technical challenges • Technical challenges – facilitating access to bona fide miners • Prevent theft of content • Protecting platforms
  • 32. Technical challenges • Technical challenges – facilitating access to bona fide miners • Prevent theft of content • Protecting platforms – Lack of standardization • Content format • Interfaces with researchers' preferred mining tools
  • 33. Technical challenges • Technical challenges – facilitating access to bona fide miners • Prevent theft of content • Protecting platforms – Lack of standardization • Content format • Interfaces with researchers' preferred mining tools – Access to both subscribed and non-subscribed content
  • 34. • RightFind™ XML for mining – Produces standardized data Overcoming technical challenges
  • 35. • Crossref text and data mining services – DOIs – Metadata API – Delivers full text from publisher sites Overcoming technical challenges