IMF Publications by Subject
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Machine learning:
2023
Title: How Nations Become Fragile: An AI-Augmented Bird’s-Eye View (with a Case Study of South Sudan)
Series: Working Paper No. 2023/167
Date: August 11, 2023
Subject: Artificial intelligence Artificial intelligence and machine learning Machine learning Population and demographics Technology
2022
Title: Overcoming Data Sparsity: A Machine Learning Approach to Track the Real-Time Impact of COVID-19 in Sub-Saharan Africa
Series: Working Paper No. 2022/088
Date: May 6, 2022
Subject: COVID-19 Economic forecasting Foreign exchange Health Machine learning Oil prices Prices Real effective exchange rates Technology
Title: Shocks to Inflation Expectations
Series: Working Paper No. 2022/072
Date: April 29, 2022
Subject: Econometric analysis Economic theory Inflation Machine learning Neoclassical theory Prices Rational expectations Technology Vector autoregression
Title: Nowcasting GDP - A Scalable Approach Using DFM, Machine Learning and Novel Data, Applied to European Economies
Series: Working Paper No. 2022/052
Date: March 11, 2022
Subject: Business cycles COVID-19 Econometric analysis Economic forecasting Economic growth Factor models Health Machine learning Technology
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