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Virgilio Almeida is a full professor of Computer Science at the Federal University of Minas Gerais (UFMG). He is also Faculty Associate at the Berkman Klein Center at Harvard University.

Virgilio received his PhD degree in Computer Science at Vanderbilt University, a Master's degree in computer science at PUC-Rio and a bachelor degree in Electrical Engineering from UFMG. He held visiting positions in several universities and research labs, such as Harvard University (School of Engineering and Applied Sciences), New York University, Boston University, Santa Fe Institute HP Labs.

Virgilio was the National Secretary for Information Technology Policies of the Brazilian government from 2011 to 2015. He was the chair of the Brazilian Internet Steering Committee ( from 2011-2016. He was also the chair of NETmundial, the Global Multistakeholder Conference on the Future of Internet Governance, that was held in Sao Paulo in 2014. Virgilio is currently one of the commissioners of the Global Commission for the Stability of Cyberspace (

His research interests are focused on social computing, ethics and governance of algorithms, modeling and analysis of large scale distributed systems. Professor Virgilio is the co-author of five books dealing Web technologies, e-commerce, performance modeling and capacity planning, published by Prentice Hall. The books were translated into in Portuguese, Korean and Russian. Virgilio has published over 150 articles in journals and conferences, that received 11173 citations according to Google Scholar (as of 2018, August 12th). Virgilio’s h-index is 52.

A complete list of publications can be obtained at:
Google Scholar



Monday, Nov 20, 2017

A Layered Model for AI Governance

​AI-based systems are “black boxes,” resulting in massive information asymmetries between the developers of such systems and consumers and policymakers. More