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JADS Workshop
on Responsible
Data Science
(RDS)
Wil van der Aalst (DSC/e)
Dick den Hertog (DSC/t)
Arjan Van Den Born (DSC/d)
Program
 9.00-9.05 Opening by Wil van der Aalst
 9.05-9.35 Presentation by Viktor Mayer-Schönberger
 9.35-9.55 Discussion on Fairness in data science: “Data science without prejudice – How to avoid
unfair conclusions even if they are true?” (session leader dr. Maurits Kaptein)
 9.55-10.15 Discussion on Accuracy in data science: “Data science without guesswork – How to
answer questions with a guaranteed level of accuracy?” (session leader prof.dr. Mykola
Pechenizkiy)
 10.15-10.35 Discussion on Confidentiality in data science: “Data science that ensures confidentiality
– How to answer questions without revealing secrets?” (session leader prof.dr. Ronald Leenes)
 10.35-10.55 Discussion on Transparency in data science: “Data science that provides transparency
– How to clarify answers such that they become indisputable?” (session leader prof.dr.ir. Jack van
Wijk)
 10.55-11.00 Closing by Dick den Hertog
©Wil van der Aalst & TU/e (use only with permission & acknowledgements)©Wil van der Aalst & TU/e (use only with permission & acknowledgements)
If data is the new oil on which our society runs, …
©Wil van der Aalst & TU/e (use only with permission & acknowledgements)©Wil van der Aalst & TU/e (use only with permission & acknowledgements)
unfairuseofdata
privacyviolations
bogusconclusions
non-transparent
… then we should take care of data-related forms of pollution!
spuriouscorrelations
Green data science: separate the “pollution” from the actual purpose
Fairness: Data Science
without prejudice: How to
avoid unfair conclusions
even if they are true?
Fairness: Data Science
without prejudice: How to
avoid unfair conclusions
even if they are true?
session leader dr. Maurits Kaptein
Accuracy: Data Science
without guesswork: How
to answer questions with a
guaranteed level of
accuracy?
Accuracy: Data Science
without guesswork: How
to answer questions with a
guaranteed level of
accuracy?
session leader prof.dr. Mykola Pechenizkiy
Confidentiality: Data
Science that ensures
confidentiality: How to
answer questions without
revealing secrets?
Confidentiality: Data
Science that ensures
confidentiality: How to
answer questions without
revealing secrets?
prof.dr. Ronald Leenes
Transparency: Data
Science that provides
transparency: How to
clarify answers such that
they become indisputable?
Transparency: Data
Science that provides
transparency: How to
clarify answers such that
they become indisputable?
prof.dr.ir. Jack van Wijk
www.responsibledatascience.org
Join us!
Program
 9.00-9.05 Opening by Wil van der Aalst
 9.05-9.35 Presentation by Viktor Mayer-Schönberger
 9.35-9.55 Discussion on Fairness in data science: “Data science without prejudice – How to avoid
unfair conclusions even if they are true?” (session leader dr. Maurits Kaptein)
 9.55-10.15 Discussion on Accuracy in data science: “Data science without guesswork – How to
answer questions with a guaranteed level of accuracy?” (session leader prof.dr. Mykola
Pechenizkiy)
 10.15-10.35 Discussion on Confidentiality in data science: “Data science that ensures confidentiality
– How to answer questions without revealing secrets?” (session leader prof.dr. Ronald Leenes)
 10.35-10.55 Discussion on Transparency in data science: “Data science that provides transparency
– How to clarify answers such that they become indisputable?” (session leader prof.dr.ir. Jack van
Wijk)
 10.55-11.00 Closing by Dick den Hertog
[20]
• Professor of Internet Governance
and Regulation at the Oxford
Internet Institute, University of
Oxford.
• Previous: Harvard's John F.
Kennedy School of Government.
• He is the co-author of Big Data: A
Revolution That Will Transform
How We Live, Work, and
Think(HMH, 2013) and author
of Delete: The Virtue of Forgetting
in the Digital Age (Princeton, 2009.
Viktor Mayer-Schönberger

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1. Workshop Responsible Data Science - Opening by Will van der Aalst

  • 1. JADS Workshop on Responsible Data Science (RDS) Wil van der Aalst (DSC/e) Dick den Hertog (DSC/t) Arjan Van Den Born (DSC/d)
  • 2. Program  9.00-9.05 Opening by Wil van der Aalst  9.05-9.35 Presentation by Viktor Mayer-Schönberger  9.35-9.55 Discussion on Fairness in data science: “Data science without prejudice – How to avoid unfair conclusions even if they are true?” (session leader dr. Maurits Kaptein)  9.55-10.15 Discussion on Accuracy in data science: “Data science without guesswork – How to answer questions with a guaranteed level of accuracy?” (session leader prof.dr. Mykola Pechenizkiy)  10.15-10.35 Discussion on Confidentiality in data science: “Data science that ensures confidentiality – How to answer questions without revealing secrets?” (session leader prof.dr. Ronald Leenes)  10.35-10.55 Discussion on Transparency in data science: “Data science that provides transparency – How to clarify answers such that they become indisputable?” (session leader prof.dr.ir. Jack van Wijk)  10.55-11.00 Closing by Dick den Hertog
  • 3. ©Wil van der Aalst & TU/e (use only with permission & acknowledgements)©Wil van der Aalst & TU/e (use only with permission & acknowledgements) If data is the new oil on which our society runs, …
  • 4. ©Wil van der Aalst & TU/e (use only with permission & acknowledgements)©Wil van der Aalst & TU/e (use only with permission & acknowledgements) unfairuseofdata privacyviolations bogusconclusions non-transparent … then we should take care of data-related forms of pollution! spuriouscorrelations
  • 5. Green data science: separate the “pollution” from the actual purpose
  • 6. Fairness: Data Science without prejudice: How to avoid unfair conclusions even if they are true?
  • 7. Fairness: Data Science without prejudice: How to avoid unfair conclusions even if they are true? session leader dr. Maurits Kaptein
  • 8. Accuracy: Data Science without guesswork: How to answer questions with a guaranteed level of accuracy?
  • 9. Accuracy: Data Science without guesswork: How to answer questions with a guaranteed level of accuracy? session leader prof.dr. Mykola Pechenizkiy
  • 10. Confidentiality: Data Science that ensures confidentiality: How to answer questions without revealing secrets?
  • 11. Confidentiality: Data Science that ensures confidentiality: How to answer questions without revealing secrets? prof.dr. Ronald Leenes
  • 12. Transparency: Data Science that provides transparency: How to clarify answers such that they become indisputable?
  • 13. Transparency: Data Science that provides transparency: How to clarify answers such that they become indisputable? prof.dr.ir. Jack van Wijk
  • 15. Program  9.00-9.05 Opening by Wil van der Aalst  9.05-9.35 Presentation by Viktor Mayer-Schönberger  9.35-9.55 Discussion on Fairness in data science: “Data science without prejudice – How to avoid unfair conclusions even if they are true?” (session leader dr. Maurits Kaptein)  9.55-10.15 Discussion on Accuracy in data science: “Data science without guesswork – How to answer questions with a guaranteed level of accuracy?” (session leader prof.dr. Mykola Pechenizkiy)  10.15-10.35 Discussion on Confidentiality in data science: “Data science that ensures confidentiality – How to answer questions without revealing secrets?” (session leader prof.dr. Ronald Leenes)  10.35-10.55 Discussion on Transparency in data science: “Data science that provides transparency – How to clarify answers such that they become indisputable?” (session leader prof.dr.ir. Jack van Wijk)  10.55-11.00 Closing by Dick den Hertog
  • 16. [20] • Professor of Internet Governance and Regulation at the Oxford Internet Institute, University of Oxford. • Previous: Harvard's John F. Kennedy School of Government. • He is the co-author of Big Data: A Revolution That Will Transform How We Live, Work, and Think(HMH, 2013) and author of Delete: The Virtue of Forgetting in the Digital Age (Princeton, 2009. Viktor Mayer-Schönberger