Learning competitive pricing strategies by multi-agent reinforcement learning
Author
Abstract
Suggested Citation
DOI: 10.1016/S0165-1889(02)00122-7
Download full text from publisher
As the access to this document is restricted, you may want to search for a different version of it.
References listed on IDEAS
- Madhavan, Ananth, 2000. "Market microstructure: A survey," Journal of Financial Markets, Elsevier, vol. 3(3), pages 205-258, August.
- Varian, Hal R, 1980. "A Model of Sales," American Economic Review, American Economic Association, vol. 70(4), pages 651-659, September.
- Nicolaas J. Vriend, 1996. "A model of market-making," Economics Working Papers 184, Department of Economics and Business, Universitat Pompeu Fabra.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
Cited by:
- Ахмадеев Б.А.* & Макаров В.Л.**, 2019. "Система Оценки Проектов На Основе Комбинированных Методов Компьютерной Оптимизации," Журнал Экономика и математические методы (ЭММ), Центральный Экономико-Математический Институт (ЦЭМИ), vol. 55(2), pages 5-23, апрель.
- Shidi Deng & Maximilian Schiffer & Martin Bichler, 2025. "Exploring Competitive and Collusive Behaviors in Algorithmic Pricing with Deep Reinforcement Learning," Papers 2503.11270, arXiv.org.
- Junyi Xu, 2021. "Reinforcement Learning in a Cournot Oligopoly Model," Computational Economics, Springer;Society for Computational Economics, vol. 58(4), pages 1001-1024, December.
- Alexander Kastius & Rainer Schlosser, 2022. "Dynamic pricing under competition using reinforcement learning," Journal of Revenue and Pricing Management, Palgrave Macmillan, vol. 21(1), pages 50-63, February.
- Viehmann, Johannes & Lorenczik, Stefan & Malischek, Raimund, 2021. "Multi-unit multiple bid auctions in balancing markets: An agent-based Q-learning approach," Energy Economics, Elsevier, vol. 93(C).
- Ruben Geer & Arnoud V. Boer & Christopher Bayliss & Christine S. M. Currie & Andria Ellina & Malte Esders & Alwin Haensel & Xiao Lei & Kyle D. S. Maclean & Antonio Martinez-Sykora & Asbjørn Nilsen Ris, 2019. "Dynamic pricing and learning with competition: insights from the dynamic pricing challenge at the 2017 INFORMS RM & pricing conference," Journal of Revenue and Pricing Management, Palgrave Macmillan, vol. 18(3), pages 185-203, June.
- Duffy, John, 2006.
"Agent-Based Models and Human Subject Experiments,"
Handbook of Computational Economics, in: Leigh Tesfatsion & Kenneth L. Judd (ed.), Handbook of Computational Economics, edition 1, volume 2, chapter 19, pages 949-1011,
Elsevier.
- John Duffy, 2004. "Agent-Based Models and Human Subject Experiments," Computational Economics 0412001, University Library of Munich, Germany.
- Leonardo Bargigli & Gabriele Tedeschi, 2013. "Major trends in agent-based economics," Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 8(2), pages 211-217, October.
- Ruben van de Geer & Arnoud V. den Boer & Christopher Bayliss & Christine Currie & Andria Ellina & Malte Esders & Alwin Haensel & Xiao Lei & Kyle D. S. Maclean & Antonio Martinez-Sykora & Asbj{o}rn Nil, 2018. "Dynamic Pricing and Learning with Competition: Insights from the Dynamic Pricing Challenge at the 2017 INFORMS RM & Pricing Conference," Papers 1804.03219, arXiv.org.
- Viehmann, Johannes & Lorenczik, Stefan & Malischek, Raimund, 2018. "Multi-unit multiple bid auctions in balancing markets: an agent-based Q-learning approach," EWI Working Papers 2018-3, Energiewirtschaftliches Institut an der Universitaet zu Koeln (EWI).
- Tharakunnel, Kurian & Bhattacharyya, Siddhartha, 2009. "Single-leader-multiple-follower games with boundedly rational agents," Journal of Economic Dynamics and Control, Elsevier, vol. 33(8), pages 1593-1603, August.
- Tong Zhang & B. Brorsen, 2011. "Oligopoly firms with quantity-price strategic decisions," Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 6(2), pages 157-170, November.
- Zhang, Tong & Brorsen, B. Wade, 2008. "Price Competition with Particle Swarm Optimization: An Agent-Based Artificial Model," 2008 Annual Meeting, February 2-6, 2008, Dallas, Texas 6780, Southern Agricultural Economics Association.
- Torsten J. Gerpott & Jan Berends, 2022. "Competitive pricing on online markets: a literature review," Journal of Revenue and Pricing Management, Palgrave Macmillan, vol. 21(6), pages 596-622, December.
- Tong Zhang & B. Brorsen, 2009. "Particle Swarm Optimization Algorithm for Agent-Based Artificial Markets," Computational Economics, Springer;Society for Computational Economics, vol. 34(4), pages 399-417, November.
- Azadeh, A. & Skandari, M.R. & Maleki-Shoja, B., 2010. "An integrated ant colony optimization approach to compare strategies of clearing market in electricity markets: Agent-based simulation," Energy Policy, Elsevier, vol. 38(10), pages 6307-6319, October.
- Marco Raberto & Andrea Teglio & Silvano Cincotti, 2008. "Integrating Real and Financial Markets in an Agent-Based Economic Model: An Application to Monetary Policy Design," Computational Economics, Springer;Society for Computational Economics, vol. 32(1), pages 147-162, September.
- Moreno-Izquierdo, Luis & Egorova, Galina & Peretó-Rovira, Alexandre & Más-Ferrando , Adrián, 2018. "Exploring the use of artificial intelligence in price maximisation in the tourism sector: its application in the case of Airbnb in the Valencian Community," INVESTIGACIONES REGIONALES - Journal of REGIONAL RESEARCH, Asociación Española de Ciencia Regional, issue 42, pages 113-128.
- Callum Rhys Tilbury, 2022. "Reinforcement Learning for Economic Policy: A New Frontier?," Papers 2206.08781, arXiv.org, revised Feb 2023.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Kutschinski, Erich & Uthmann, Thomas & Polani, Daniel, 2003. "Learning competitive pricing strategies by multi-agent reinforcement learning," Journal of Economic Dynamics and Control, Elsevier, vol. 27(11-12), pages 2207-2218, September.
- Nelson Granados & Alok Gupta & Robert J. Kauffman, 2010. "Research Commentary---Information Transparency in Business-to-Consumer Markets: Concepts, Framework, and Research Agenda," Information Systems Research, INFORMS, vol. 21(2), pages 207-226, June.
- Cartea, Álvaro & Payne, Richard & Penalva, José & Tapia, Mikel, 2019. "Ultra-fast activity and intraday market quality," Journal of Banking & Finance, Elsevier, vol. 99(C), pages 157-181.
- Marceau, Nicolas & Mongrain, Steeve, 2011.
"Competition in law enforcement and capital allocation,"
Journal of Urban Economics, Elsevier, vol. 69(1), pages 136-147, January.
- Nicolas Marceau & Steeve Mongrain, 2004. "Competition in Law Enforcement and Capital Allocation," Cahiers de recherche 0408, CIRPEE.
- Nicolas Marceau & Steeve Mongrain, 2007. "Competition in Law Enforcement and Capital Allocation," Discussion Papers dp07-03, Department of Economics, Simon Fraser University.
- Paul Belleflamme & Pierre M. Picard, 2007.
"Piracy and Competition,"
Journal of Economics & Management Strategy, Wiley Blackwell, vol. 16(2), pages 351-383, June.
- Paul Belleflamme & Pierre M. Picard, 2004. "Piracy and Competition," CESifo Working Paper Series 1350, CESifo.
- BELLEFLAMME, Paul & PICARD, Pierre, 2005. "Piracy and competition," LIDAM Discussion Papers CORE 2005083, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Paul, BELLEFLAMME & Pierre, PICARD, 2005. "Piracy and competition," Discussion Papers (ECON - Département des Sciences Economiques) 2005057, Université catholique de Louvain, Département des Sciences Economiques.
- BELLEFLAMME, Paul & PICARD, Pierre M., 2007. "Piracy and competition," LIDAM Reprints CORE 1919, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Jianqiang Zhang & Weijun Zhong & Shue Mei, 2012. "Competitive effects of informative advertising in distribution channels," Marketing Letters, Springer, vol. 23(3), pages 561-584, September.
- Raymond J. Deneckere & Dan Kovenock, 1988.
"Capacity-Constrained Price Competition When Unit Costs Differ,"
Discussion Papers
861, Northwestern University, Center for Mathematical Studies in Economics and Management Science.
- Raymond Deneckere & Dan Kovenock, 1994. "Capacity-Constrained Price Competition when Unit Costs Differ," Industrial Organization 9411001, University Library of Munich, Germany, revised 15 Nov 1994.
- Deneckere, R.J. & Kovenock, D., 1994. "Capacity Constrained Price Competition when Unit Costs Differ," Purdue University Economics Working Papers 1056, Purdue University, Department of Economics.
- Anindya Ghose & Tridas Mukhopadhyay & Uday Rajan, 2007. "The Impact of Internet Referral Services on a Supply Chain," Information Systems Research, INFORMS, vol. 18(3), pages 300-319, September.
- Bauwens, Luc & Giot, Pierre & Grammig, Joachim & Veredas, David, 2004.
"A comparison of financial duration models via density forecasts,"
International Journal of Forecasting, Elsevier, vol. 20(4), pages 589-609.
- BAUWENS , Luc & GIOT, Pierre & GRAMMIG, Joachim & VEREDAS, David, 2000. "A comparison of financial duration models via density forecasts," LIDAM Discussion Papers CORE 2000060, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Luc Bauwens & Pierre Giot & Joachim Grammig & David Veredas, 2004. "A comparison of financial duration models via density forecast," ULB Institutional Repository 2013/136218, ULB -- Universite Libre de Bruxelles.
- BAUWENS, Luc & GIOT, Pierre & GRAMMIG, Joachim & VEREDAS, David, 2004. "A comparison of financial duration models via density forecasts," LIDAM Reprints CORE 1746, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Luc Bauwens & Pierre Giot & Joachim Grammig & David Veredas, 2000. "A Comparison of Financial Duration Models via Density Forecasts," Econometric Society World Congress 2000 Contributed Papers 0810, Econometric Society.
- Li, Chenguang & Sexton, Richard J., 2009. "Impacts of Retailers’ Pricing Strategies for Produce Commodities on Farmer Welfare," 2009 Conference, August 16-22, 2009, Beijing, China 51720, International Association of Agricultural Economists.
- Oliver Hinz & Jochen Eckert, 2010. "The Impact of Search and Recommendation Systems on Sales in Electronic Commerce," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 2(2), pages 67-77, April.
- Elzinga, Kenneth G. & Mills, David E., 1999. "Price wars triggered by entry," International Journal of Industrial Organization, Elsevier, vol. 17(2), pages 179-198, February.
- Chelley-Steeley, Patricia & Park, Keebong, 2010. "The adverse selection component of exchange traded funds," International Review of Financial Analysis, Elsevier, vol. 19(1), pages 65-76, January.
- Osborne, Martin J & Pitchik, Carolyn, 1987.
"Equilibrium in Hotelling's Model of Spatial Competition,"
Econometrica, Econometric Society, vol. 55(4), pages 911-922, July.
- Martin J Osborne & Carolyn Pitchik, 1985. "Equilibrium in Hotelling's Model of Spatial Competition," Department of Economics Working Papers 1985-02, McMaster University.
- Moscarini, Giuseppe & Ottaviani, Marco, 2001.
"Price Competition for an Informed Buyer,"
Journal of Economic Theory, Elsevier, vol. 101(2), pages 457-493, December.
- Giuseppe Moscarini & Marco Ottaviani, 1998. "Price Competition for an Informed Buyer," Cowles Foundation Discussion Papers 1199, Cowles Foundation for Research in Economics, Yale University.
- De los Santos, Babur & Kim, In Kyung & Lubensky, Dmitry, 2018.
"Do MSRPs decrease prices?,"
International Journal of Industrial Organization, Elsevier, vol. 59(C), pages 429-457.
- Babur De los Santos & In Kyung Kim & Dmitry Lubensky, 2013. "Do MSRPs Decrease Prices?," Working Papers 2013-13, Indiana University, Kelley School of Business, Department of Business Economics and Public Policy.
- Scott Duke Kominers & Alexander Teytelboym & Vincent P Crawford, 2017.
"An invitation to market design,"
Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 33(4), pages 541-571.
- Scott Kominers & Alexander Teytelboym & Vincent Crawford, 2017. "An Invitation to Market Design," Working Papers 2017-069, Human Capital and Economic Opportunity Working Group.
- Kominers, Scott Duke & Teytelboym, Alexander & Crawford, Vincent P, 2017. "An invitation to market design," University of California at San Diego, Economics Working Paper Series qt3xp2110t, Department of Economics, UC San Diego.
- Greg Kaplan & Guido Menzio & Leena Rudanko & Nicholas Trachter, 2019.
"Relative Price Dispersion: Evidence and Theory,"
American Economic Journal: Microeconomics, American Economic Association, vol. 11(3), pages 68-124, August.
- Greg Kaplan & Guido Menzio & Leena Rudanko & Nicholas Trachter, 2016. "Relative Price Dispersion: Evidence and Theory," NBER Working Papers 21931, National Bureau of Economic Research, Inc.
- Greg Kaplan & Guido Menzio & Leena Rudanko & Nicholas Trachter, 2016. "Relative price dispersion: evidence and theory," Working Papers 16-6, Federal Reserve Bank of Philadelphia.
- Greg Kaplan & Guido Menzio & Leena Rudanko & Nicholas Trachter, 2016. "Relative Price Dispersion: Evidence and Theory," Working Paper 16-2, Federal Reserve Bank of Richmond.
- Greg Kaplan & Guido Menzio & Leena Rudanko & Nicholas Trachter, 2016. "Relative Price Dispersion: Evidence and Theory," PIER Working Paper Archive 16-001, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania, revised 01 Jan 2016.
- Edgardo Arturo Ayala Gaytán, 2009. "Social network externalities and price dispersion in online markets," Ensayos Revista de Economia, Universidad Autonoma de Nuevo Leon, Facultad de Economia, vol. 0(2), pages 1-28, November.
- Marshall Freimer & Dan Horsky, 2008. "Try It, You Will Like It—Does Consumer Learning Lead to Competitive Price Promotions?," Marketing Science, INFORMS, vol. 27(5), pages 796-810, 09-10.
More about this item
Keywords
Distributed simulation; Agent-based computational economics; Dynamic pricing; Multi-agent reinforcement learning; Q-learning;All these keywords.
JEL classification:
- C63 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Computational Techniques
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:dyncon:v:27:y:2003:i:11:p:2207-2218. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jedc .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.