IDEAS home Printed from https://ideas.repec.org/p/arx/papers/2012.05237.html
   My bibliography  Save this paper

Applications of Mean Field Games in Financial Engineering and Economic Theory

Author

Listed:
  • Rene Carmona

Abstract

This is an expanded version of the lecture given at the AMS Short Course on Mean Field Games, on January 13, 2020 in Denver CO. The assignment was to discuss applications of Mean Field Games in finance and economics. I need to admit upfront that several of the examples reviewed in this chapter were already discussed in book form. Still, they are here accompanied with discussions of, and references to, works which appeared over the last three years. Moreover, several completely new sections are added to show how recent developments in financial engineering and economics can benefit from being viewed through the lens of the Mean Field Game paradigm. The new financial engineering applications deal with bitcoin mining and the energy markets, while the new economic applications concern models offering a smooth transition between macro-economics and finance, and contract theory.

Suggested Citation

  • Rene Carmona, 2020. "Applications of Mean Field Games in Financial Engineering and Economic Theory," Papers 2012.05237, arXiv.org.
  • Handle: RePEc:arx:papers:2012.05237
    as

    Download full text from publisher

    File URL: http://arxiv.org/pdf/2012.05237
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Jakv{s}a Cvitani'c & Dylan Possamai & Nizar Touzi, 2015. "Dynamic programming approach to principal-agent problems," Papers 1510.07111, arXiv.org, revised Jan 2017.
    2. Jean-Charles Rochet & Xavier Vives, 2004. "Coordination Failures and the Lender of Last Resort: Was Bagehot Right After All?," Journal of the European Economic Association, MIT Press, vol. 2(6), pages 1116-1147, December.
    3. Morris, Stephen & Shin, Hyun Song, 1998. "Unique Equilibrium in a Model of Self-Fulfilling Currency Attacks," American Economic Review, American Economic Association, vol. 88(3), pages 587-597, June.
    4. Yves Achdou & Jiequn Han & Jean-Michel Lasry & Pierre-Louis Lions & Benjamin Moll, 2017. "Income and Wealth Distribution in Macroeconomics: A Continuous-Time Approach," NBER Working Papers 23732, National Bureau of Economic Research, Inc.
    5. James A. Mirrlees, 1976. "The Optimal Structure of Incentives and Authority Within an Organization," Bell Journal of Economics, The RAND Corporation, vol. 7(1), pages 105-131, Spring.
    6. Markus K. Brunnermeier & Yuliy Sannikov, 2016. "On the Optimal Inflation Rate," American Economic Review, American Economic Association, vol. 106(5), pages 484-489, May.
    7. Zongxi Li & A. Max Reppen & Ronnie Sircar, 2019. "A Mean Field Games Model for Cryptocurrency Mining," Papers 1912.01952, arXiv.org, revised Jan 2022.
    8. Yuliy Sannikov, 2008. "A Continuous-Time Version of the Principal-Agent Problem," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 75(3), pages 957-984.
    9. Jakša Cvitanić & Dylan Possamaï & Nizar Touzi, 2018. "Dynamic programming approach to principal–agent problems," Finance and Stochastics, Springer, vol. 22(1), pages 1-37, January.
    10. Zhiguo He & Wei Xiong, 2012. "Dynamic Debt Runs," The Review of Financial Studies, Society for Financial Studies, vol. 25(6), pages 1799-1843.
    11. Rene Carmona & Francois Delarue & Daniel Lacker, 2016. "Mean field games of timing and models for bank runs," Papers 1606.03709, arXiv.org, revised Jan 2017.
    12. Yves Achdou & Pierre-Noël Giraud & Jean-Michel Lasry & Pierre Louis Lions, 2016. "A Long-Term Mathematical Model for Mining Industries," Post-Print hal-01412551, HAL.
    13. Holmstrom, Bengt & Milgrom, Paul, 1987. "Aggregation and Linearity in the Provision of Intertemporal Incentives," Econometrica, Econometric Society, vol. 55(2), pages 303-328, March.
    14. repec:dau:papers:123456789/2267 is not listed on IDEAS
    15. Mikhail Golosov & John Hassler & Per Krusell & Aleh Tsyvinski, 2014. "Optimal Taxes on Fossil Fuel in General Equilibrium," Econometrica, Econometric Society, vol. 82(1), pages 41-88, January.
    16. Romuald Elie & Thibaut Mastrolia & Dylan Possamaï, 2019. "A Tale of a Principal and Many, Many Agents," Mathematics of Operations Research, INFORMS, vol. 44(2), pages 440-467, May.
    17. Bengt Holmstrom, 1979. "Moral Hazard and Observability," Bell Journal of Economics, The RAND Corporation, vol. 10(1), pages 74-91, Spring.
    18. HOLMSTROM, Bengt, 1979. "Moral hazard and observability," LIDAM Reprints CORE 379, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    19. Holmstrom, Bengt & Milgrom, Paul, 1991. "Multitask Principal-Agent Analyses: Incentive Contracts, Asset Ownership, and Job Design," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 7(0), pages 24-52, Special I.
    20. Charles Bertucci & Louis Bertucci & Jean-Michel Lasry & Pierre-Louis Lions, 2020. "Mean Field Game Approach to Bitcoin Mining," Papers 2004.08167, arXiv.org.
    21. Bueler, Benno, 1997. "Solving an equilibrium model for trade of CO2 emission permits," European Journal of Operational Research, Elsevier, vol. 102(2), pages 393-403, October.
    22. René Carmona & Jean-Pierre Fouque & Seyyed Mostafa Mousavi & Li-Hsien Sun, 2018. "Systemic Risk and Stochastic Games with Delay," Journal of Optimization Theory and Applications, Springer, vol. 179(2), pages 366-399, November.
    23. Per Krusell & Anthony A. Smith & Jr., 1998. "Income and Wealth Heterogeneity in the Macroeconomy," Journal of Political Economy, University of Chicago Press, vol. 106(5), pages 867-896, October.
    24. John Kambhu & Neel Krishnan & Scott Weidman, 2007. "New directions for understanding systemic risk: a report on a conference cosponsored by the Federal Reserve Bank of New York and the National Academy of Sciences," Economic Policy Review, Federal Reserve Bank of New York, vol. 13(Nov), pages -83.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Dianetti, Jodi & Ferrari, Giorgio & Tzouanas, Ioannis, 2023. "Ergodic Mean-Field Games of Singular Control with Regime-Switching (extended version)," Center for Mathematical Economics Working Papers 681, Center for Mathematical Economics, Bielefeld University.
    2. Burzoni, Matteo & Campi, Luciano, 2023. "Mean field games with absorption and common noise with a model of bank run," Stochastic Processes and their Applications, Elsevier, vol. 164(C), pages 206-241.

    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.
    1. René Carmona, 2022. "The influence of economic research on financial mathematics: Evidence from the last 25 years," Finance and Stochastics, Springer, vol. 26(1), pages 85-101, January.
    2. Ren'e Carmona & Mathieu Lauri`ere, 2021. "Deep Learning for Mean Field Games and Mean Field Control with Applications to Finance," Papers 2107.04568, arXiv.org.
    3. repec:eee:labchp:v:3:y:1999:i:pb:p:2373-2437 is not listed on IDEAS
    4. Oindrila Dey & Swapnendu Banerjee, 2022. "Incentives, Status and Thereafter: A Critical Survey," South Asian Journal of Macroeconomics and Public Finance, , vol. 11(1), pages 95-115, June.
    5. Dena Firoozi & Arvind V Shrivats & Sebastian Jaimungal, 2021. "Principal agent mean field games in REC markets," Papers 2112.11963, arXiv.org, revised Jun 2022.
    6. Dey, Oindrila & Banerjee, Swapnendu, 2014. "Status and incentives: A critical survey," MPRA Paper 57658, University Library of Munich, Germany.
    7. Alex Edmans & Xavier Gabaix, 2016. "Executive Compensation: A Modern Primer," Journal of Economic Literature, American Economic Association, vol. 54(4), pages 1232-1287, December.
    8. repec:eee:labchp:v:3:y:1999:i:pb:p:2485-2563 is not listed on IDEAS
    9. David Martimort & Flavio Menezes & Myrna Wooders & ELISABETTA IOSSA & DAVID MARTIMORT, 2015. "The Simple Microeconomics of Public-Private Partnerships," Journal of Public Economic Theory, Association for Public Economic Theory, vol. 17(1), pages 4-48, February.
    10. Elisabetta Iossa & David Martimort, 2012. "Risk allocation and the costs and benefits of public--private partnerships," RAND Journal of Economics, RAND Corporation, vol. 43(3), pages 442-474, September.
    11. Oyer, Paul & Schaefer, Scott, 2011. "Personnel Economics: Hiring and Incentives," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 20, pages 1769-1823, Elsevier.
    12. Issouf Soumaré, 2013. "Incentives and Voluntary Investment in Employer Shares," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 42(1), pages 1-17, February.
    13. Yoon K. Choi, 2020. "Does executive compensation reflect corporate productivity?," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 47(7-8), pages 1012-1033, July.
    14. Benjamin E. Hermalin & Michael L. Katz, 1994. "Corporate Diversification and Agency," Industrial Organization 9402001, University Library of Munich, Germany, revised 15 Nov 1996.
    15. Bushman, Robert M. & Smith, Abbie J., 2001. "Financial accounting information and corporate governance," Journal of Accounting and Economics, Elsevier, vol. 32(1-3), pages 237-333, December.
    16. Nadide Banu Olcay, 2016. "Dynamic incentive contracts with termination threats," Review of Economic Design, Springer;Society for Economic Design, vol. 20(4), pages 255-288, December.
    17. Arifovic, Jasmina & Karaivanov, Alexander, 2010. "Learning by doing vs. learning from others in a principal-agent model," Journal of Economic Dynamics and Control, Elsevier, vol. 34(10), pages 1967-1992, October.
    18. Dirk Hackbarth & Alejandro Rivera & Tak-Yuen Wong, 2022. "Optimal Short-Termism," Management Science, INFORMS, vol. 68(9), pages 6477-6505, September.
    19. Jokivuolle, Esa & Keppo, Jussi, 2014. "Bankers' compensation: Sprint swimming in short bonus pools?," Bank of Finland Research Discussion Papers 2/2014, Bank of Finland.
    20. Hackbarth, Dirk & Rivera, Alejandro & Wong, Tak-Yuen, 2018. "Optimal Short-Termism," CEPR Discussion Papers 12588, C.E.P.R. Discussion Papers.
    21. repec:bof:bofrdp:urn:nbn:fi:bof-201503041096 is not listed on IDEAS
    22. Thibaut Mastrolia, 2017. "Moral hazard in welfare economics: on the advantage of Planner's advices to manage employees' actions," Papers 1706.01254, arXiv.org.
    23. He, Zhiguo & Xiong, Wei, 2013. "Delegated asset management, investment mandates, and capital immobility," Journal of Financial Economics, Elsevier, vol. 107(2), pages 239-258.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    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:arx:papers:2012.05237. 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: arXiv administrators (email available below). General contact details of provider: http://arxiv.org/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.