Cyber & IT Supervisory Forum - Additional Resources

WEF Companion to the Model AI Governance Framework- WEF - Companion to the Model AI Governance Framework, 2020. Datasheets for Datasets. AI Transparency Resources

References

Kaitlin R. Boeckl and Naomi B. Lefkovitz. "NIST Privacy Framework: A Tool for Improving Privacy Through Enterprise Risk Management, Version 1.0." National Institute of Standards and Technology (NIST), January 16, 2020. Latanya Sweeney. “K-Anonymity: A Model for Protecting Privacy.” International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems 10, no. 5 (2002): 557–70. Ashwin Machanavajjhala, Johannes Gehrke, Daniel Kifer, and Muthuramakrishnan Venkitasubramaniam. “L-Diversity: Privacy beyond K-Anonymity.” 22nd International Conference on Data Engineering (ICDE'06), 2006. Ninghui Li, Tiancheng Li, and Suresh Venkatasubramanian. "CERIAS Tech Report 2007-78 t-Closeness: Privacy Beyond k-Anonymity and -Diversity." Center for Education and Research, Information Assurance and Security, Purdue University, 2001. J. Domingo-Ferrer and J. Soria-Comas. "From t-closeness to differential privacy and vice versa in data anonymization." arXiv preprint, submitted December 21, 2015. Joseph Near, David Darais, and Kaitlin Boeckly. "Differential Privacy for Privacy Preserving Data Analysis: An Introduction to our Blog Series." National Institute of Standards and Technology (NIST), July 27, 2020. Cynthia Dwork. “Differential Privacy.” Automata, Languages and Programming, 2006, 1–12. Zhanglong Ji, Zachary C. Lipton, and Charles Elkan. "Differential Privacy and Machine Learning: a Survey and Review." arXiv preprint, submitted December 24,2014. URL Michael B. Hawes. "Implementing Differential Privacy: Seven Lessons From the 2020 United States Census." Harvard Data Science Review 2, no. 2 (2020). Harvard University Privacy Tools Project. “Differential Privacy.” Harvard University, n.d. John M. Abowd, Robert Ashmead, Ryan Cumings-Menon, Simson Garfinkel, Micah Heineck, Christine Heiss, Robert Johns, Daniel Kifer, Philip Leclerc, Ashwin Machanavajjhala, Brett Moran, William Matthew Spence Sexton and Pavel Zhuravlev. "The 2020 Census Disclosure Avoidance System TopDown Algorithm." United States Census Bureau, April 7, 2022.

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