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)
6362
SILVA, Rutelly Marques da; FILGUEIRAS, Fernando. Algoritmos de precicação e conluios
implícitos: o que dizem as evidências? Revista de Defesa da Concorrência, Brasília, v. 10, n. 2,
p. 45-63, 2022.
https://doi.org/10.5286/rdc.v10i2.1014
challenges for governance. AI & Society, [S. l.], n. 37, 2021.
GAUTIER, Axel; ASHWIN, Ittoo; VAN CLEYNENBREUGEL, Pieter. AI algorithms, price discrimination and
collusion: a technological, economic and legal perspective. European Journal of Law and Economics,
[S. l.], v. 50, n. 3, p. 405–435, 2020.
GAVINE, Anna et al. Maximising the availability and use of high-quality evidence for policymaking:
collaborative, targeted and efcient evidence reviews.Palgrave Communications, [S. l.], v. 4, n. 5, 2018.
HANSEN, K. T.; MISRA, Kanishka; PAI, Mallesh M. Algorithmic collusion: Supra-competitive prices via
independent algorithms. Marketing Science, [S. l.], v. 40, n. 1, p. 1–12, 2021b.
HANSEN, K. T.; MISRA, Kanishka; PAI, Mallesh M. Collusive Outcomes via Pricing Algorithms. Journal of
European Competition Law and Practice, [S. l.], v. 12, n. 4, p. 334–337, 2021a.
HARRINGTON, Joseph E. Developing Competition Law for Collusion by Autonomous Articial Agents.
Journal of Competition Law and Economics, [S. l.], v. 14, n. 3, p. 331–63, 2018.
HUTCHINSON, Christophe Samuel; RUCHKINA, Gulnara Fliurovna; PAVLIKOV, Sergei Guerasimovich.
Tacit collusion on steroids: The potential risks for competition resulting from the use of algorithm
technology by companies. Sustainability, [S. l.], v. 13, n. 2, p. 1–14, 2021
KASTIUS, Alexander; SCHLOSSER, Rainer. Dynamic pricing under competition using reinforcement
learning. Journal of Revenue and Pricing Management, [S. l.], v. 21, n. 1, p. 50–63, 2022.
KELLEHER, John D. Deep Learning. Cambridge: The MIT Press, 2019.
KLEIN, Timo. Autonomous algorithmic collusion: Q-learning under sequential pricing. RAND Journal of
Economics, [S. l.], v. 52, n. 3, p. 538–558, 2021.
KNUTH, Donald E. The Art of Computer Programming: Volume 1. Fundamental Algorithms. 3. ed.
Boston: Addison-Wesley Professional, 1997.
MATIN, Pedram. Reliability of Regulating Articial Intelligence to Restrain Cartelization: A Libertarian
Approach. Asian Journal of Law and Economics, [S. l.], v. 12, n. 2, p. 149–169, 2021.
MEHRA, Salil K. Antitrust and the Robo-Seller: Competition in the Time of Algorithms. Minnesota Law
Review, [S. l.], v, 100, p. 1323–1375, 2016.
MOTTA, Massimo.Competition policy: theory and practice. New York: Cambridge University Press,
2004.
O’CONNOR, Jason; WILSON, Nathan E. Reduced demand uncertainty and the sustainability of collusion:
How AI could affect competition. Information Economics and Policy, [S. l.], v. 54, 2021.
ONG, Burton. The Applicability of Art. 101 TFEU to Horizontal Algorithmic Pricing Practices: Two
Conceptual Frontiers. IIC International Review of Intellectual Property and Competition Law, [S. l.], v.
52, n. 2, p. 189–211, 2021.
ORGANISATION FOR ECONOMIC CO-OPERATION AND DEVELOPMENT (OECD). Algorithms and Collusion:
Note from the European Union. Paris: OECD, 2017. Disponível em: https://bit.ly/3Vmo1BR. Acesso em:
11 out. 2022.
PETTICREW, Mark; ROBERTS, Helen. Systematic reviews in the social sciences: a practical guide.
Oxford: Blackwell Publishing, 2006.