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Book
Are they All in the Same Boat? the 2000-2001 Growth Slowdown and the G-7 Business Cycle Linkages
Authors: ---
ISBN: 1462322794 1452794677 1281601136 9786613781826 1451893752 Year: 2003 Publisher: Washington, D.C. : International Monetary Fund,

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Abstract

This paper reviews the international business cycle among Group of Seven (G-7) countries since 1973 from two angles. An examination of business cycle synchronization among these countries using simple descriptive statistics shows that synchronized slowdowns have been the norm rather than the exception and that the slowdown in 2000-2001 largely followed patterns seen in the past. The paper also identifies the international business cycle with an asymptotic dynamic factor model. Two global factors explain roughly 80 percent of the variance in G-7 output gaps at business cycle frequencies. The factor model decomposes the "common part" of national output fluctuations into two factors, one capturing the average G-7 cycle and one that corrects for phase and amplitude differences. We also found some evidence supporting the hypothesis that global shocks were the main force behind the slowdown in 2000-2001.


Book
Pace and Sequencing of Economic Policies
Author:
ISBN: 1462334695 1452724946 1282448102 9786613821294 1451906730 Year: 2005 Publisher: Washington, D.C. : International Monetary Fund,

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This paper examines the design of economic policies using factor analysis, which has several advantages; in particular, it limits the problems that typically arise from the high correlation of economic policy indicators, it helps in identifying clusters of economic policy, and it facilitates the derivation of policy design indicators that represent the pace and sequence of economic policies. Econometric results show that the introduction of sound economic policies has both level effects and growth effects, suggesting it is necessary to exercise caution when assessing a country's growth prospects immediately following the introduction of new policies. In addition, the results suggest that growth strengthens when a country implements policies that outpace either a notional measure of "world average policies" or a country's own policy trend, and highlight the critical role played by macroeconomic vis-à-vis microeconomic policies. The latter also reveals the existence of sequencing factors in policy implementation; for example, trade liberalization and financial liberalization positively affect growth, but more so if economic stability and fiscal sustainability have been secured.


Book
The Use of Encompassing Tests for Forecast Combinations
Authors: ---
ISBN: 1462396178 1452775338 128351382X 9786613826275 1451912803 Year: 2007 Publisher: Washington, D.C. : International Monetary Fund,

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The paper proposes an algorithm that uses forecast encompassing tests for combining forecasts. The algorithm excludes a forecast from the combination if it is encompassed by another forecast. To assess the usefulness of this approach, an extensive empirical analysis is undertaken using a U.S. macroecoomic data set. The results are encouraging as the algorithm forecasts outperform benchmark model forecasts, in a mean square error (MSE) sense, in a majority of cases.


Book
Republic of Belarus : Selected Issues.
Authors: ---
ISBN: 145529859X 1452799008 1280976942 145278924X 9786613748553 Year: 2006 Publisher: Washington, D.C. : International Monetary Fund,

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Abstract

The analysis of inflation developments in Belarus is hampered by widespread price controls. Persistence of common inflation is generally higher than that of actual inflation. Factor analysis assumes that covariation among time series can be explained by a few unobserved shocks (factors). The dependent variable in our estimations is growth in real GDP per capita in purchasing power parity (PPP) terms, while the explanatory variable of interest is the annual rate of change in the terms of trade.


Book
Underlying Dimensions of Knowledge Assessment : Factor Analysis of the Knowledge Assessment Methodology Data
Authors: ---
Year: 2007 Publisher: Washington, D.C., The World Bank,

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Abstract

The Knowledge Assessment Methodology (KAM) database measures variables that may be used to assess the readiness of countries for the knowledge economy and has many policy uses. Formal analysis using KAM data is faced with the problem of which variables to choose and why. Rather than make these decisions in an ad hoc manner, the authors recommend factor-analytic methods to distill the information contained in the many KAM variables into a smaller set of "factors." Their main objective is to quantify the factors for each country, and to do so in a way that allows comparisons of the factor scores over time. The authors investigate both principal components as well as true factor analytic methods, and emphasize simple structures that help provide a clear political-economic meaning of the factors, but also allow comparisons over time.


Book
Deus ex Machina? A Framework for Macro Forecasting with Machine Learning
Authors: ---
ISBN: 1513536532 Year: 2020 Publisher: Washington, D.C. : International Monetary Fund,

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We develop a framework to nowcast (and forecast) economic variables with machine learning techniques. We explain how machine learning methods can address common shortcomings of traditional OLS-based models and use several machine learning models to predict real output growth with lower forecast errors than traditional models. By combining multiple machine learning models into ensembles, we lower forecast errors even further. We also identify measures of variable importance to help improve the transparency of machine learning-based forecasts. Applying the framework to Turkey reduces forecast errors by at least 30 percent relative to traditional models. The framework also better predicts economic volatility, suggesting that machine learning techniques could be an important part of the macro forecasting toolkit of many countries.


Book
Common and Idiosyncratic Components in Real Output : Further International Evidence
Author:
ISBN: 1462385982 1452794421 1283512262 1451920083 9786613824714 Year: 2002 Publisher: Washington, D.C. : International Monetary Fund,

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This paper uses the classical (level) definition of business cycles to analyze the characteristics-duration, amplitude, steepness, and cumulative output movements-of the real GDP series of France, Germany, Italy, the rest of the euro area, and the United States. An index of concordance and its test statistic suggest a great deal of comovement/synchronization between output cycles. Following that result, a dynamic factor model is estimated. Output fluctuations are mostly explained by a global common component and an euro area common component. However, idiosyncratic components also matter, especially for France, the rest of the euro area, and the United States.


Book
Inflation Differentials in the EU : A Common (Factors) Approach with Implications for EU8 Euro Adoption Prospects.
Author:
ISBN: 1462385079 145274808X 1283512963 1451913362 9786613825414 Year: 2008 Publisher: Washington, D.C. : International Monetary Fund,

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Abstract

This paper explores inflation determinants within the EU and implications for new members' euro adoption plans. Factor analysis partitions observed inflation in EU25 countries into common-origin and country-specific (idiosyncratic) components. Cross-country differences in common-origin inflation within the EU are found to depend on gaps in the initial price level, changes in the nominal effective exchange rate, the quality of institutions, and the economy's flexibility. Idiosyncratic inflation is generally small in magnitude. Nonetheless, the results show that country-specific shocks have systematically pushed down headline inflation, potentially influencing the assessment of compliance with the Maastricht inflation criterion.


Book
Macroeconomic Fluctuations and Equilibrium Discount Factors
Author:
ISBN: 146238725X 145525861X Year: 1996 Publisher: Washington, D.C. : International Monetary Fund,

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Abstract

The estimation of discount factors is a central issue in empirical finance, particularly in the literature on excess volatility. In particular, it is difficult to find empirical discount factors that are volatile enough to account for fluctuations in asset prices. This paper constructs discount factors from some macroeconomic time series commonly used in empirical models of asset prices. Data for the U.S. stock market imply some evidence that discount factors relate to macroeconomic conditions, but comparison of the estimated discount factors to Hansen-Jagannathan (1991) bounds shows that the candidate discount factors cannot account for the volatility in asset returns.

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