MPG.eBooks - Search Results

1

Machine Learning and Causality : The Impact of Financial Crises on Growth

by Tiffin, Andrew
Published 2019

International Monetary Fund

Subjects: “...Machine-Learning Literature...”

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2

Seeing in the Dark : A Machine-Learning Approach to Nowcasting in Lebanon

by Tiffin, Andrew
Published 2016

International Monetary Fund

“... techniques from the machine learning literature. We focus on two popular techniques (Elastic Net regression...”

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3

Intelligent Export Diversification : An Export Recommendation System with Machine Learning

by Che, Natasha
Published 2020

International Monetary Fund

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4

Predicting Fiscal Crises : A Machine Learning Approach

by Hellwig, Klaus-Peter
Published 2021

International Monetary Fund

“...In this paper I assess the ability of econometric and machine learning techniques to predict fiscal...”

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5

How to Assess Country Risk : The Vulnerability Exercise Approach Using Machine Learning

Published 2021

International Monetary Fund

Subjects: “...Risk Assessment, Supervised Machine Learning and Prediction...”

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6

Forecasting Social Unrest : A Machine Learning Approach

by Redl, Chris
Published 2021

International Monetary Fund

Subjects: “...Social Unrest, Machine Learning...”

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7

FinTech in Financial Inclusion : Machine Learning Applications in Assessing Credit Risk

by Bazarbash, Majid
Published 2019

International Monetary Fund

“... inclusion. However, machine learning (ML) methods that lie at the heart of FinTech credit have remained...”

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8

Structural Breaks in Carbon Emissions : A Machine Learning Analysis

by Yao, Jiaxiong
Published 2022

International Monetary Fund

“... breaks using machine learning methodologies. We find that downward trend shifts in carbon emissions since...”

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9

Understanding and Predicting Systemic Corporate Distress : A Machine-Learning Approach

by Hacibedel, Burcu
Published 2022

International Monetary Fund

“... distress is identified by elevated PDs across a large portion of the firms in an economy. A machine...”

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10

The Impact of Gray-Listing on Capital Flows : An Analysis Using Machine Learning

by Kida, Mizuho
Published 2021

International Monetary Fund

Subjects: “...Inferential Machine Learning Technique...”

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11

Deus ex Machina? : A Framework for Macro Forecasting with Machine Learning

by Bolhuis, Marijn
Published 2020

International Monetary Fund

“...We develop a framework to nowcast (and forecast) economic variables with machine learning...”

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12

The More the Merrier? : A Machine Learning Algorithm for Optimal Pooling of Panel Data

by Bolhuis, Marijn
Published 2020

International Monetary Fund

Subjects: “...Machine Learning...”

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13

Housing Boom and Headline Inflation : Insights from Machine Learning

by Liu, Yang
Published 2022

International Monetary Fund

“...-rising house prices. We then apply machine learning methods to forecast inflation in two housing...”

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14

Structural Reforms and Economic Growth : A Machine Learning Approach

by Ari, Anil
Published 2022

International Monetary Fund

“... these issues by using a machine learning approach (the partial least squares method) to combine a broad set...”

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15

An Algorithmic Crystal Ball : Forecasts-based on Machine Learning

by Jung, Jin-Kyu
Published 2018

International Monetary Fund

Subjects: “...Machine Learning Algorithm...”

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16

High Performance Export Portfolio : Design Growth-Enhancing Export Structure with Machine Learning

by Che, Natasha
Published 2022

International Monetary Fund

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17

Completing the Market : Generating Shadow CDS Spreads by Machine Learning

by Hu, Nan
Published 2019

International Monetary Fund

“...We compared the predictive performance of a series of machine learning and traditional methods...”

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18

Surrogate Data Models : Interpreting Large-scale Machine Learning Crisis Prediction Models

by Chan-Lau, Jorge
Published 2023

International Monetary Fund

Subjects: “...Machine Learning...”

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19

Nowcasting GDP : A Scalable Approach Using DFM, Machine Learning and Novel Data, Applied to European Economies

by Dauphin, Jean-Francois
Published 2022

International Monetary Fund

Subjects: “...Machine Learning Algorithm...”

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20

Overcoming Data Sparsity : A Machine Learning Approach to Track the Real-Time Impact of COVID-19 in Sub-Saharan Africa

by Barhoumi, Karim
Published 2022

International Monetary Fund

“... in several emerging market and developing economies. This paper outlines a machine-learning framework...”

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