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      AI 알고리즘 가격설정과 이른바 ‘알고리즘 묵시적 담합’ 문제에 대한 고찰 = A Critique on the so-called ‘Algorithm-Driven Tacit Collusion’

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      다국어 초록 (Multilingual Abstract)

      This article addressed some confusing problems of the so-called Algorithmims-Driven Tacit Collusion (ATC) - the hypothetical situation of Algorithmic Price Parallelism without sellers’ agreement (APP) in the online markets. Because pricing algorithm...

      This article addressed some confusing problems of the so-called Algorithmims-Driven Tacit Collusion (ATC) - the hypothetical situation of Algorithmic Price Parallelism without sellers’ agreement (APP) in the online markets. Because pricing algorithm is a just tool rather than independent agent, there are no involvement of human behaviours in the process of APP. For this reason, it is not proper to use the term of conscious parallelisms or tacit collusion in the context of APP. Considering the realities of the online markets as well as the level of Artificial Intelligence (AI) and mathematics, it does not seem that APP may occur in the near future. Moreover APP cannot be regulated by competition law just because there are no human involvement in APP. It seems that the hypothetical scenario of ATC reflects a kind of AI Dystopia, such as the Singularity scenario, which can never be proved. In this sense, the ATC hypothesis seems like a science fiction rather than a theory.

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      참고문헌 (Reference)

      1 양훈식, "자가학습 가격 책정 알고리즘과 암묵적 담합에 관한 시뮬레이션 분석" 한국산업조직학회 27 (27): 99-131, 2019

      2 최난설헌, "알고리즘을 통한 가격정보의 교환과 경쟁법적 평가" 한국경쟁법학회 35 : 215-241, 2017

      3 이선희, "알고리즘을 이용한 담합의 규제" 한국경쟁법학회 40 : 235-259, 2019

      4 김도훈, "알고리즘 담합의 연구 동향과 전망" (1929) : 2020

      5 Deng, Ai, "What Do We Know about Algorithmic Tacit Collusion" 33 : 88-, 2018

      6 Ezrachi, Ariel, "Virtual Competition" Harvard University Press 2016

      7 Chamberlin, Edward Hastings, "The Theory of Monopolistic Competition" Harvard University Press 1965

      8 Walsh, Toby, "The Singularity May Never Be Near"

      9 Kurzwei, Raymond, "The Singularity Is Near" The Viking Press 2005

      10 Axelrod, Robert, "The Evolution of Cooperation" 211 (211): 1981

      1 양훈식, "자가학습 가격 책정 알고리즘과 암묵적 담합에 관한 시뮬레이션 분석" 한국산업조직학회 27 (27): 99-131, 2019

      2 최난설헌, "알고리즘을 통한 가격정보의 교환과 경쟁법적 평가" 한국경쟁법학회 35 : 215-241, 2017

      3 이선희, "알고리즘을 이용한 담합의 규제" 한국경쟁법학회 40 : 235-259, 2019

      4 김도훈, "알고리즘 담합의 연구 동향과 전망" (1929) : 2020

      5 Deng, Ai, "What Do We Know about Algorithmic Tacit Collusion" 33 : 88-, 2018

      6 Ezrachi, Ariel, "Virtual Competition" Harvard University Press 2016

      7 Chamberlin, Edward Hastings, "The Theory of Monopolistic Competition" Harvard University Press 1965

      8 Walsh, Toby, "The Singularity May Never Be Near"

      9 Kurzwei, Raymond, "The Singularity Is Near" The Viking Press 2005

      10 Axelrod, Robert, "The Evolution of Cooperation" 211 (211): 1981

      11 Vinge, Vernor, "The Coming Technological Singularity: How to Survive in the Post-Human Era"

      12 ACCC, "The ACCC’s approach to colluding robots"

      13 Siciliani, Paolo, "Tackling Algorithmic-Facilitated Tacit Collusion in a Proportionate Way" 10 : 31-, 2019

      14 Ezrachi, Ariel, "Sustainable and Unchalleneged Algorithmic Tacit Collusion" 17 : 217-, 2020

      15 Hotelling, Harold, "Stability in Competition" 39 : 41-, 1929

      16 Kaymak, Ludo, "Q-learning agents in a Cournot oligopoly model" 32 : 3275-, 2008

      17 Tesauro, Gerald, "Pricing in Agent Economies Using Multi-Agent Q-Learning" 5 : 289-, 2002

      18 U.K. Competition & Markets Authority, "Pricing algorithms: Economic working paper on the use of algorithms to facilitate collusion and personalised pricing"

      19 Salcedo, Bruno, "Pricing Algorithms and Tacit Collusion" University of Pennsylvania 2015

      20 Stucke, Maurice, "Pricing Algorithms & Collusion" 20 : 1113-, 2019

      21 Posner, Richard A., "Oligopoly and the Antitrust Laws : A Suggested Approach" 21 : 1592-, 1969

      22 Ittoo, Ashwin, "L’intelligence artificielle et le droit" Larcier 2017

      23 Passaro, Nicholas Andrew, "How Meyer v. Uber Could Demonstrate That Uber and the Sharing Economy Fit into Antitrust Law" 7 : 259-, 2018

      24 Thomas, Stefan, "Harmful Signals : Cartel Prohibition and Oligopoly Theory in the Age of Machine Learning" 15 : 159-, 2019

      25 Buccirossi, Paolo, "Handbook of Antitrust Economics" The MIT Press 2008

      26 U.S. Department of Justice, "Former E-Commerce Executive Charged with Price Fixing in the Antitrust Division’s First Online Marketplace Prosecution"

      27 Abreu, Dilip, "Extremal Equilibria of Oligopolistic Supergames" 39 : 191-, 1986

      28 Schlosser, Rainer, "Dynamic Pricing under Competition on Online Marketplaces: A Data-Driven Approach" 2018

      29 Cohen, Maxime C., "Dynamic Pricing through Sampling" 27 : 1074-, 2018

      30 Harrington, Joseph E, "Developing Competition Law for Collusion by Autonomous Artificial Agents" 14 : 331-, 2018

      31 Goodfellow, Ian, "Deep Learning" The MIT Press 2016

      32 Bertsimas, Dimitris, "Data-driven learning in dynamic pricing using adaptive optimization"

      33 Schlosser. Rainer, "Data-Driven Inventory Management and Dynamic Pricing Competition on Online Marketplaces"

      34 Dibadj, Reza, "Conscious Parallelism Revisited" 47 : 589-, 2010

      35 Picht, Peter Georg, "Competition (Law) in the Era of Algorithms" Max Planck Institute 2018

      36 Miklós-Thal, Jeanine, "Collusion by Algorithm: Does Better Demand Prediction Facilitate Coordination Between Sellers?" 65 : 1552-, 2019

      37 Heinemann, Andreas, "Can Computers Form Cartels? About the Need for European Institutions to Revise the Concertation Doctrine in the Information Age" 7 : 431-, 2016

      38 Millwood, Scott, "Big Airlines with Big Data : The European Competition Law Issues Associated with Price-Setting in the Airline Industry Using Big Data Analytics and Machine-Learning and the Case for Competition-by-Design" 43 : 287-, 2018

      39 Klein, Timo, "Autonomous Algorithmic Collusion : Q-Learning Under Sequential Pricing" Amsterdam Law School 8-15, 2019

      40 Noethlich, Kaylynn, "Artificially Intelligent and Free to Monopolize : A New Threat to Competitive Markets around the World" 92 : 923-, 2019

      41 Calvano, "Artificial Intelligence, Algorithmic Pricing and Collusion"

      42 Ezrachi, Ariel, "Artificial Intelligence & Collusion : When Computers Inhibit Competition" 2017 : 1775-, 2017

      43 Mehra, Salil K., "Antitrust and the Robo-Seller : Competition in the Time of Algorithms" 100 : 1323-, 2016

      44 Posner, Richard A., "Antitrust Law : An Economic Perspective" University of Chicago Press 1978

      45 Kaplow, Louis, "An Economic Approach to Price Fixing" 77 : 343-, 2011

      46 Eisen, Michael, "Amazon’s $23,698,655.93 book about flies"

      47 Schwalbe, Ulrich, "Algorithms, Machine Learning, and Collusion" 14 : 568-, 2018

      48 Gal, Michal S., "Algorithms as Illegal Agreements" 34 : 67-, 2019

      49 Autorité de la concurrence & Monopolkommission, "Algorithms and Competition"

      50 OECD, "Algorithms and Collusion: Competition policy in the digital age"

      51 Calvano, "Algorithmic Pricing : What Implications for Competition Policy?" 55 : 155-, 2019

      52 최난설헌, "AI 등을 활용한 사업자간 담합과 경쟁법의 대응" 한국경쟁법학회 38 : 83-109, 2018

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      학술지 이력

      학술지 이력
      연월일 이력구분 이력상세 등재구분
      2022 평가예정 재인증평가 신청대상 (재인증)
      2019-01-01 평가 등재학술지 유지 (계속평가) KCI등재
      2016-01-01 평가 등재학술지 유지 (계속평가) KCI등재
      2012-01-01 평가 등재학술지 선정 (등재후보2차) KCI등재
      2011-01-01 평가 등재후보 1차 PASS (등재후보1차) KCI등재후보
      2009-01-01 평가 등재후보학술지 선정 (신규평가) KCI등재후보
      2008-01-01 평가 등재후보학술지 선정 (신규평가) KCI등재후보
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      학술지 인용정보

      학술지 인용정보
      기준연도 WOS-KCI 통합IF(2년) KCIF(2년) KCIF(3년)
      2016 0.86 0.86 0.93
      KCIF(4년) KCIF(5년) 중심성지수(3년) 즉시성지수
      0.87 0.86 0.981 0.86
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