Quantum Monte Carlo for Economics: Stress Testing and Macroeconomic Deep Learning
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- Grzegorz Halaj & Sofia Priazhkina, 2021. "Stressed but not Helpless: Strategic Behaviour of Banks Under Adverse Market Conditions," Staff Working Papers 21-35, Bank of Canada.
- Frank Arute & Kunal Arya & Ryan Babbush & Dave Bacon & Joseph C. Bardin & Rami Barends & Rupak Biswas & Sergio Boixo & Fernando G. S. L. Brandao & David A. Buell & Brian Burkett & Yu Chen & Zijun Chen, 2019. "Quantum supremacy using a programmable superconducting processor," Nature, Nature, vol. 574(7779), pages 505-510, October.
- Kazuya Kaneko & Koichi Miyamoto & Naoyuki Takeda & Kazuyoshi Yoshino, 2020. "Quantum Pricing with a Smile: Implementation of Local Volatility Model on Quantum Computer," Papers 2007.01467, arXiv.org.
- Davidson, Russell & MacKinnon, James G., 1993. "Estimation and Inference in Econometrics," OUP Catalogue, Oxford University Press, number 9780195060119.
- Lars S. Madsen & Fabian Laudenbach & Mohsen Falamarzi. Askarani & Fabien Rortais & Trevor Vincent & Jacob F. F. Bulmer & Filippo M. Miatto & Leonhard Neuhaus & Lukas G. Helt & Matthew J. Collins & Adr, 2022. "Quantum computational advantage with a programmable photonic processor," Nature, Nature, vol. 606(7912), pages 75-81, June.
- Lepetyuk, Vadym & Maliar, Lilia & Maliar, Serguei, 2020.
"When the U.S. catches a cold, Canada sneezes: A lower-bound tale told by deep learning,"
Journal of Economic Dynamics and Control, Elsevier, vol. 117(C).
- Lepetyuk, Vadym & Maliar, Lilia & Maliar, Serguei, 2019. "When the U.S. catches a cold, Canada sneezes: a lower-bound tale told by deep learning," CEPR Discussion Papers 14025, C.E.P.R. Discussion Papers.
- Lilia Maliar & Serguei Maliar, 2015. "Merging simulation and projection approaches to solve high‐dimensional problems with an application to a new Keynesian model," Quantitative Economics, Econometric Society, vol. 6(1), pages 1-47, March.
- Hendry, David F., 1984. "Monte carlo experimentation in econometrics," Handbook of Econometrics, in: Z. Griliches† & M. D. Intriligator (ed.), Handbook of Econometrics, edition 1, volume 2, chapter 16, pages 937-976, Elsevier.
- Shouvanik Chakrabarti & Rajiv Krishnakumar & Guglielmo Mazzola & Nikitas Stamatopoulos & Stefan Woerner & William J. Zeng, 2020. "A Threshold for Quantum Advantage in Derivative Pricing," Papers 2012.03819, arXiv.org, revised May 2021.
- Jesus Fernandez-Villaverde & Samuel Hurtado & Galo Nuno, 2019.
"Financial Frictions and the Wealth Distribution,"
PIER Working Paper Archive
19-015, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
- Jesús Fernández-Villaverde & Samuel Hurtado & Galo Nuño, 2020. "Financial frictions and the wealth distribution," Working Papers 2013, Banco de España.
- Jesús Fernández-Villaverde & Samuel Hurtado & Galo Nuño, 2019. "Financial Frictions and the Wealth Distribution," NBER Working Papers 26302, National Bureau of Economic Research, Inc.
- Fernández-Villaverde, Jesús & Hurtado, Samuel & Nuño, Galo, 2019. "Financial Frictions and the Wealth Distribution," CEPR Discussion Papers 14002, C.E.P.R. Discussion Papers.
- Jesús Fernández-Villaverde & Samuel Hurtado & Galo Nuño, 2020. "Financial Frictions and the Wealth Distribution," CESifo Working Paper Series 8482, CESifo.
- Hommes, Cars H., 2006.
"Heterogeneous Agent Models in Economics and Finance,"
Handbook of Computational Economics, in: Leigh Tesfatsion & Kenneth L. Judd (ed.), Handbook of Computational Economics, edition 1, volume 2, chapter 23, pages 1109-1186,
Elsevier.
- Cars H. Hommes, 2005. "Heterogeneous Agent Models in Economics and Finance," Tinbergen Institute Discussion Papers 05-056/1, Tinbergen Institute.
- Maliar, Lilia & Maliar, Serguei & Winant, Pablo, 2021. "Deep learning for solving dynamic economic models," Journal of Monetary Economics, Elsevier, vol. 122(C), pages 76-101.
- Roman Orus & Samuel Mugel & Enrique Lizaso, 2018. "Forecasting financial crashes with quantum computing," Papers 1810.07690, arXiv.org, revised Jun 2019.
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More about this item
Keywords
Business fluctuations and cycles; Central bank research; Econometric and statistical methods; Economic models; Financial stability;All these keywords.
NEP fields
This paper has been announced in the following NEP Reports:- NEP-BAN-2022-08-08 (Banking)
- NEP-BIG-2022-08-08 (Big Data)
- NEP-CMP-2022-08-08 (Computational Economics)
- NEP-DGE-2022-08-08 (Dynamic General Equilibrium)
- NEP-ECM-2022-08-08 (Econometrics)
- NEP-FDG-2022-08-08 (Financial Development & Growth)
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