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Autonomous Algorithmic Collusion: Q-Learning Under Sequential Pricing
The Rand Journal of Economics, 2019A recent and prominent concern is that intelligent, self-learning pricing algorithms may learn to tacitly collude. To date the debate is mostly based on intuition only.
Timo Klein
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Competition in Pricing Algorithms
SSRN Electronic Journal, 2019We document new facts about pricing technology using high-frequency data, and we examine the implications for competition. Some online retailers employ technology that allows for more frequent price changes and automated responses to price changes by rivals.
Zach Y. Brown, Alexander MacKay
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Algorithms for Optimal Price Regulations
2008Since summer 2007, mobile phone users in the European Union (EU) are protected by a ceiling on the roaming tariff when calling or receiving a call abroad. We analyze the effects of this price regulative policy, and compare it to alternative implementations of price regulations.
Grigoriev, Alexander +2 more
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Communications of the ACM, 2018
Examining the potential legal consequences of uses of pricing algorithms.
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Examining the potential legal consequences of uses of pricing algorithms.
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Minimum price inter-domain routing algorithm
IEEE Communications Letters, 2002We show a minimum price (MP) inter-domain routing algorithm that selects the cheapest paths among a number of independent domains, used for supplying end users with application services. The price of the network service is determined by the so-called service parameters and network parameters. The former represents the negotiable quality of service (QoS)
DI SORTE, Dario, REALI, Gianluca
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Journal of the Association for Consumer Research
Advancements in data analytics and increased access to consumer data have revolutionized companies’ price discrimination capabilities. These technological advancements have not only changed how prices are determined but also who determines them, with ...
Nofar Duani +2 more
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Advancements in data analytics and increased access to consumer data have revolutionized companies’ price discrimination capabilities. These technological advancements have not only changed how prices are determined but also who determines them, with ...
Nofar Duani +2 more
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Algorithmic Price Discrimination
Abstract Chapter 1 analyzes the positive and normative implications of price discrimination, enabled by AI-powered algorithms. Price discrimination is largely beneficial in S markets but quite harmful in U markets. In S markets, price discrimination increases the total surplus.Oren Bar-Gill, Cass R. Sunstein
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Algorithmic Collusion by Large Language Models
arXiv.orgThe rise of algorithmic pricing raises concerns of algorithmic collusion. We conduct experiments with algorithmic pricing agents based on Large Language Models (LLMs).
Sara Fish +2 more
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arXiv.org
This paper examines whether widely used online learning algorithms in pricing can independently reach competitive outcomes or instead foster tacit collusion.
Martin Bichler +2 more
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This paper examines whether widely used online learning algorithms in pricing can independently reach competitive outcomes or instead foster tacit collusion.
Martin Bichler +2 more
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Strategic pricing using genetic algorithm
2022This thesis was scanned from the print manuscript for digital preservation and is copyright the author. Researchers can access this thesis by asking their local university, institution or public library to make a request on their behalf. Monash staff and postgraduate students can use the link in the References field.
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