IMF Publications by Subject
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Machine learning:
2022
Title: Structural Breaks in Carbon Emissions: A Machine Learning Analysis
Series: Working Paper No. 2022/009
Date: January 21, 2022
Subject: Carbon tax Climate change Climate policy Environment Greenhouse gas emissions Machine learning Taxes Technology
Title: Winning the War? New Evidence on the Measurement and the Determinants of Poverty in the United States
Series: Working Paper No. 2022/004
Date: January 14, 2022
Subject: Consumption Income Machine learning National accounts Poverty Poverty measurement Technology
2021
Title: Forecasting Social Unrest: A Machine Learning Approach
Series: Working Paper No. 2021/263
Date: November 5, 2021
Subject: Food prices Inflation Machine learning Population and demographics Prices Technology
Title: Powering the Digital Economy: Opportunities and Risks of Artificial Intelligence in Finance
Series: Departmental Paper No 2021/024
Date: October 22, 2021
Subject: Artificial intelligence Cyber risk Economic sectors Financial sector Financial sector policy and analysis Financial sector stability Financial services Machine learning Technology
Title: The Impact of Gray-Listing on Capital Flows: An Analysis Using Machine Learning
Series: Working Paper No. 2021/153
Date: May 27, 2021
Subject: Anti-money laundering and combating the financing of terrorism (AML/CFT) Balance of payments Capital flows Capital inflows Crime Foreign direct investment Machine learning Technology
Title: 2021 Comprehensive Surveillance Review— Background Paper on Traction
Series: Policy Paper No. 2021/034
Date: May 18, 2021
Subject: COVID-19 Financial Sector Assessment Program Financial sector policy and analysis Financial sector stability Fiscal policy Health Income Machine learning Monetary policy National accounts Political economy Technology
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