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Towards a Responsible AI Framework for the Design of Automated Decision Systems in DFO: a Case Study of Bias Detection and Mitigation (view source)
Revision as of 11:39, 13 December 2021
, 11:39, 13 December 2021no edit summary
[[File:5gp.png|thumb|426x426px|alt=|'''Figure 1: Five main guiding principles for Responsible AI''']]In an attempt to ensure Responsible AI practices, organizations have identified guiding principles to guide the development of AI applications and solutions. According to the research “The global landscape of AI ethics guidelines” <ref>A. Jobin, M. Ienca and E. Vayena, "The global landscape of AI ethics guidelines," ''Nature Machine Intelligence,'' p. 389–399, 2019</ref> , some principles are mentioned more often than others. However, Gartner has concluded that there is a global convergence emerging around five ethical principles <ref>S. Sicular , E. Brethenoux , F. Buytendijk and J. Hare, "AI Ethics: Use 5 Common Guidelines as Your Starting Point," Gartner, 11 July 2019. [Online]. Available: <nowiki>https://www.gartner.com/en/documents/3947359/ai-ethics-use-5-common-guidelines-as-your-starting-point</nowiki>. [Accessed 23 August 2021].</ref> :
[[File:5gp.png|thumb|426x426px|alt=|'''Figure 1: Five main guiding principles for Responsible AI''']]In an attempt to ensure Responsible AI practices, organizations have identified guiding principles to guide the development of AI applications and solutions. According to the research “The global landscape of AI ethics guidelines” <ref>A. Jobin, M. Ienca and E. Vayena, "The global landscape of AI ethics guidelines," ''Nature Machine Intelligence,'' p. 389–399, 2019</ref> , some principles are mentioned more often than others. However, Gartner has concluded that there is a global convergence emerging around five ethical principles <ref>S. Sicular , E. Brethenoux , F. Buytendijk and J. Hare, "AI Ethics: Use 5 Common Guidelines as Your Starting Point," Gartner, 11 July 2019. [Online]. Available: <nowiki>https://www.gartner.com/en/documents/3947359/ai-ethics-use-5-common-guidelines-as-your-starting-point</nowiki>. [Accessed 23 August 2021].</ref> :
* Human-centric and socially beneficial
* Fair
* Explainable and transparent
* Secure and safe
* Accountable
The definition of the various guiding principles is included in [2].
The definition of the various guiding principles is included in [2].