Reinforcement-learning pricing algorithms sometimes converge to supra-competitive prices even in markets where collusion is impossible by design or cannot be an equilibrium outcome. We analyze when such spurious collusion may arise, and when instead the algorithms learn genuinely collusive strategies, focusing on the role of the rate and mode of exploration
We show that if they are allowed enough time to complete the learning, Q-learning algorithms can lea...
Algorithmic collusion has the potential to transform future markets, leading to higher prices and co...
Markets are being populated with new generations of pricing algorithms, powered with Artificial Inte...
Reinforcement-learning pricing algorithms sometimes converge to supra-competitive prices even in mar...
Increasingly, algorithms are supplanting human decision-makers in pricing goods and services. To ana...
We clarify the difference between the asynchronous pricing algorithms analyzed by Asker, Fershtman a...
Fil: Ballestero, Gonzalo. Universidad de San Andrés. Departamento de Economía; Argentina.Firms incre...
First published online: October 2020Increasingly, algorithms are supplanting human decision-makers i...
Pricing decisions are increasingly made by algorithms. To assess if reinforcement learning algorithm...
We show that if they are allowed enough time to complete the learning, Q-learning algorithms can lea...
Algorithmic collusion has the potential to transform future markets, leading to higher prices and co...
Markets are being populated with new generations of pricing algorithms, powered with Artificial Inte...
Reinforcement-learning pricing algorithms sometimes converge to supra-competitive prices even in mar...
Increasingly, algorithms are supplanting human decision-makers in pricing goods and services. To ana...
We clarify the difference between the asynchronous pricing algorithms analyzed by Asker, Fershtman a...
Fil: Ballestero, Gonzalo. Universidad de San Andrés. Departamento de Economía; Argentina.Firms incre...
First published online: October 2020Increasingly, algorithms are supplanting human decision-makers i...
Pricing decisions are increasingly made by algorithms. To assess if reinforcement learning algorithm...
We show that if they are allowed enough time to complete the learning, Q-learning algorithms can lea...
Algorithmic collusion has the potential to transform future markets, leading to higher prices and co...
Markets are being populated with new generations of pricing algorithms, powered with Artificial Inte...