Identifying Financial Crises Using Machine Learning on Textual Data
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- Aikman, David & Kiley, Michael & Lee, Seung Jung & Palumbo, Michael G. & Warusawitharana, Missaka, 2017.
"Mapping heat in the U.S. financial system,"
Journal of Banking & Finance, Elsevier, vol. 81(C), pages 36-64.
- David Aikman & Michael T. Kiley & Seung Jung Lee & Michael G. Palumbo & Missaka Warusawitharana, 2015. "Mapping Heat in the U.S. Financial System," Finance and Economics Discussion Series 2015-59, Board of Governors of the Federal Reserve System (U.S.).
- Carmen M. Reinhart & Kenneth S. Rogoff, 2009.
"Varieties of Crises and Their Dates,"
Introductory Chapters, in: This Time Is Different: Eight Centuries of Financial Folly,
Princeton University Press.
- Carmen M. Reinhart & Kenneth S. Rogoff, 2009. "This Time Is Different: Eight Centuries of Financial Folly," Economics Books, Princeton University Press, edition 1, volume 1, number 8973.
- Reinhart, Carmen, 2009. "The Second Great Contraction," MPRA Paper 21485, University Library of Munich, Germany.
- Cesa-Bianchi, Ambrogio & Eguren Martin, Fernando & Thwaites, Gregory, 2019.
"Foreign booms, domestic busts: The global dimension of banking crises,"
Journal of Financial Intermediation, Elsevier, vol. 37(C), pages 58-74.
- Cesa-Bianchi, Ambrogio & Eguren-Martin, Fernando & Thwaites, Gregory, 2017. "Foreign booms, domestic busts: the global dimension of banking crises," Bank of England working papers 644, Bank of England.
- Cesa-Bianchi, Ambrogio & Martin, Fernando Eguren & Thwaites, Gregory, 2017. "Foreign booms, domestic busts: The global dimension of banking crises," LSE Research Online Documents on Economics 86166, London School of Economics and Political Science, LSE Library.
- Ambrogio Cesa-Bianchi & Fernando Eguren Martin & Gregory Thwaites, 2017. "Foreign Booms, Domestic Busts: The Global Dimension of Banking Crises," Discussion Papers 1708, Centre for Macroeconomics (CFM).
- Matthew Gentzkow & Bryan Kelly & Matt Taddy, 2019. "Text as Data," Journal of Economic Literature, American Economic Association, vol. 57(3), pages 535-574, September.
- Paola Cerchiello & Giancarlo Nicola & Samuel Rönnqvist & Peter Sarlin, 2017. "Deep Learning Bank Distress from News and Numerical Financial Data," DEM Working Papers Series 140, University of Pavia, Department of Economics and Management.
- Angelico, Cristina & Marcucci, Juri & Miccoli, Marcello & Quarta, Filippo, 2022.
"Can we measure inflation expectations using Twitter?,"
Journal of Econometrics, Elsevier, vol. 228(2), pages 259-277.
- Cristina Angelico & Juri Marcucci & Marcello Miccoli & Filippo Quarta, 2021. "Can we measure inflation expectations using Twitter?," Temi di discussione (Economic working papers) 1318, Bank of Italy, Economic Research and International Relations Area.
- Duprey, Thibaut & Klaus, Benjamin & Peltonen, Tuomas, 2017.
"Dating systemic financial stress episodes in the EU countries,"
Journal of Financial Stability, Elsevier, vol. 32(C), pages 30-56.
- Peltonen, Tuomas A. & Klaus, Benjamin & Duprey, Thibaut, 2015. "Dating systemic financial stress episodes in the EU countries," Working Paper Series 1873, European Central Bank.
- Thibaut Duprey & Benjamin Klaus & Tuomas Peltonen, 2016. "Dating Systemic Financial Stress Episodes in the EU Countries," Staff Working Papers 16-11, Bank of Canada.
- Scott Brave & R. Andrew Butters, 2012. "Diagnosing the Financial System: Financial Conditions and Financial Stress," International Journal of Central Banking, International Journal of Central Banking, vol. 8(2), pages 191-239, June.
- Christina D. Romer & David H. Romer, 2017. "New Evidence on the Aftermath of Financial Crises in Advanced Countries," American Economic Review, American Economic Association, vol. 107(10), pages 3072-3118, October.
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Keywords
financial crises; machine learning; natural language processing;All these keywords.
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