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Anja Baum, Cristina Checherita-Westphal, P. Rother (2012)
Debt and Growth: New Evidence for the Euro AreaEconomic Growth eJournal
LL: Ratio of liquid liabilities to GDP
Ntwala Mwilima (2021)
Foreign direct investment
B. Hansen (2000)
Sample Splitting and Threshold EstimationEconometrica, 68
(2010)
Growth in a Time of Debt
S. Lee, M. Seo, Youngki Shin (2012)
The lasso for high dimensional regression with a possible change pointJournal of the Royal Statistical Society. Series B, Statistical Methodology, 78
CPI: Inflation
Le Chang, S. Roberts, A. Welsh (2018)
Robust Lasso Regression Using Tukey's Biweight CriterionTechnometrics, 60
Laurent Callot, Mehmet Caner, A. Kock, J. Riquelme (2015)
Sharp Threshold Detection Based on Sup-Norm Error Rates in High-Dimensional ModelsJournal of Business & Economic Statistics, 35
Hansheng Wang, Guodong Li, Guohua Jiang (2007)
Robust Regression Shrinkage and Consistent Variable Selection Through the LAD-LassoJournal of Business & Economic Statistics, 25
P. Holland, R. Welsch (1977)
Robust regression using iteratively reweighted least-squaresCommunications in Statistics-theory and Methods, 6
G. Bekaert, Campbell Harvey, C. Lundblad (2000)
Emerging Equity Markets and Economic DevelopmentUNC: Finance (Topic)
Yuehua Wu (2008)
Simultaneous change point analysis and variable selection in a regression problemJournal of Multivariate Analysis, 99
Jie Chen (1998)
Testing for a change point in linear regression modelsCommunications in Statistics-theory and Methods, 27
School: Years spent in secondary education
Mehmet Caner, T. Grennes, Friederike Köhler-Geib (2010)
Finding the Tipping Point - When Sovereign Debt Turns BadPSN: International Financial Crises (Topic)
P. Huber (2005)
Robust Statistics
R. Tibshirani (1996)
Regression Shrinkage and Selection via the LassoJournal of the royal statistical society series b-methodological, 58
Dep: Population dependency ratio
GDP growth: Five-year forward averages of the real GDP per capita
Open: Openness to trade, exports plus imports over GDP
Crisis: Banking crisis
J. Tukey (1960)
A survey of sampling from contaminated distributions
T. Crosby (1993)
How to Detect and Handle Outliers
∆Pop: Population growth
GDP: The logarithm of the per capita real GDP
S. Lambert-Lacroix, Laurent Zwald (2011)
Robust regression through the Huber’s criterion and adaptive lasso penaltyElectronic Journal of Statistics, 5
Simon Potter (1995)
A Nonlinear Approach to US GNPJournal of Applied Econometrics, 10
B. Hansen (1996)
Inference When a Nuisance Parameter Is Not Identified under the Null HypothesisEconometrica, 64
(2001)
De literaria expeditione per ponticiam ditionem et synopsis ampliorisoperis
Stephen Cecchetti, M. Mohanty, Fabrizio Zampolli (2011)
The Real Effects of DebtPolitical Economy: Budget
Savings: Gross savings to GDP ratio
X. Shao, Xianyang Zhang (2010)
Testing for Change Points in Time SeriesJournal of the American Statistical Association, 105
P. Yadav, P. Pope, K. Paudyal (1994)
THRESHOLD AUTOREGRESSIVE MODELING IN FINANCE: THE PRICE DIFFERENCES OF EQUIVALENT ASSETSMathematical Finance, 4
We combine the robust criterion with the lasso penalty together for the high-dimensional threshold model. It estimates regression coeffcients as well as the threshold parameter robustly that can be resistant to outliers or heavy-tailed noises and perform variable selection simultaneously. We illustrate our approach with the absolute loss, the Huber’s loss, and the Tukey’s loss, it can also be extended to any other robust losses. Simulation studies are conducted to demonstrate the usefulness of our robust approach. Finally, we use our estimators to investigate the presence of a shift in the effect of debt on future GDP growth.
Acta Mathematicae Applicatae Sinica – Springer Journals
Published: Mar 11, 2020
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