IMF Publications by Subject
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Machine learning:
2021
Title: License to Spill: How Do We Discuss Spillovers in Article IV Staff Reports
Series: Working Paper No. 2021/134
Date: May 7, 2021
Subject: Balance of payments Capital account Econometric analysis Economic sectors Financial crises Financial sector policy and analysis Inflation Machine learning Prices Probit models Spillovers Technology
Title: Impact of COVID-19: Nowcasting and Big Data to Track Economic Activity in Sub-Saharan Africa
Series: Working Paper No. 2021/124
Date: May 1, 2021
Subject: Econometric analysis Factor models Foreign exchange Machine learning Mobile banking Spot exchange rates Technology Time series analysis
2020
Title: UnFEAR: Unsupervised Feature Extraction Clustering with an Application to Crisis Regimes Classification
Series: Working Paper No. 2020/262
Date: November 25, 2020
Subject: Early warning systems Economic and financial statistics Financial crises Financial statistics Machine learning Technology
Title: Fintech Credit Risk Assessment for SMEs: Evidence from China
Series: Working Paper No. 2020/193
Date: September 25, 2020
Subject: Bank credit Credit risk Financial institutions Financial regulation and supervision Fintech Loans Machine learning Money Technology
Title: Intelligent Export Diversification: An Export Recommendation System with Machine Learning
Series: Working Paper No. 2020/175
Date: August 28, 2020
Subject: Comparative advantage Export diversification Exports International trade Machine learning National accounts Personal income Technology
Title: Deus ex Machina? A Framework for Macro Forecasting with Machine Learning
Series: Working Paper No. 2020/045
Date: February 28, 2020
Subject: Econometric analysis Economic forecasting Factor models Machine learning Technology
Title: The More the Merrier? A Machine Learning Algorithm for Optimal Pooling of Panel Data
Series: Working Paper No. 2020/044
Date: February 28, 2020
Subject: Machine learning Production Production growth Technology
Title: How Do Member Countries Receive IMF Policy Advice: Results from a State-of-the-art Sentiment Index
Series: Working Paper No. 2020/007
Date: January 17, 2020
Subject: Commodity price fluctuations Commodity prices Economic sectors Financial sector Financial Sector Assessment Program Financial sector policy and analysis Machine learning Prices Technology
Title: Debt Is Not Free
Series: Working Paper No. 2020/001
Date: January 3, 2020
Subject: External debt Financial crises Machine learning Personal income Public debt
2019
Title: Completing the Market: Generating Shadow CDS Spreads by Machine Learning
Series: Working Paper No. 2019/292
Date: December 27, 2019
Subject: Credit default swap Credit ratings Credit risk Financial markets Financial regulation and supervision Machine learning Money Stock markets Technology