Publications
Selected working papers under revision
Enhanced Bayesian Neural Networks for Macroeconomics and Finance with N. Hauzenberger, K. Klieber and M. Marcellino. (Revise and Resubmit, Journal of Econometrics)
A tale of two tails: 130 years of growth-at-risk with M. Gächter, E. Hasler. (Revise and Resubmit, Macroeconomic Dynamics)
Publications in international refereed journals
2024 & Forthcoming
Fast and Order-invariant Inference in Bayesian VARs with Non-Parametric Shocks with G. Koop, Journal of Applied Econometrics, forthcoming.
Gaussian process vector autoregressions and macroeconomic uncertainty with Niko Hauzenberger, Massimiliano Marcellino and Nico Petz, Journal of Business & Economic Statistics, forthcoming.
Financial markets and legal challenges to unconventional monetary policy with Stefan Griller and Michael Pfarrhofer, European Economic Review, forthcoming.
Investigating Growth at Risk Using a Multi-Country Non-parametric Quantile Factor Model with Todd Clark, Gary Koop, Massimiliano Marcellino and Michael Pfarrhofer, Journal of Business & Economic Statistics, forthcoming.
Forecasting US Inflation using Bayesian Nonparametric Models, with Todd Clark, Gary Koop and Massimiliano Marcellino, Annals of Applied Statistics, forthcoming.
Tail Forecasting with Multivariate Bayesian Additive Regression Trees with Todd Clark, Gary Koop, Massimiliano Marcellino and Michael Pfarrhofer, International Economic Review, forthcoming.
Dynamic Shrinkage Priors for Large Time-varying Parameter Regressions using Scalable Markov Chain Monte Carlo Methods, with Niko Hauzenberger and Gary Koop, Studies in Nonlinear Dynamics & Econometrics, forthcoming.
Forecasting Macroeconomic Tail Risks with Big Data Quantile Regressions with Jan Prüser, Journal of Applied Econometrics, forthcoming.
Bayesian Forecasting in the 21st Century: A Modern Review with Gael Martin, David Frazier, Worapree Maneesoonthorn, Ruben Loaiza-Maya, Gary Koop, John Maheu, Didier Nibbering and Anastasios Panagiotelis. International Journal of Forecasting, forthcoming.
Introducing shrinkage in heavy-tailed state space models to predict equity excess returns with G. Kastner and M. Pfarrhofer, Empirical Economics, forthcoming.
Forecasting euro area inflation using a huge panel of survey expectations with Luca Onorante and Michael Pfarrhofer. International Journal of Forecasting, forthcoming.
Sophisticated and small versus simple and sizeable: When does it pay off to introduce drifting coefficients in Bayesian VARs? with Martin Feldkircher, Luis Gruber and Gregor Kastner. Journal of Forecasting, forthcoming.
2023
Subspace Shrinkage in Conjugate Bayesian Vector Autoregressions with Gary Koop, Journal of Applied Econometrics, 38/4 (2023): 556-576.
A Bayesian panel VAR model to analyze the impact of climate change on high-income economies with Tamas Krisztin and Michael Pfarrhofer, Annals of Applied Statistics, 17/2 (2023): 1543-1573.
General Bayesian time-varying parameter VARs for modeling government bond yields with Manfred M. Fischer, Niko Hauzenberger and Michael Pfarrhofer, Journal of Applied Econometrics, 38/1 (2023): 69-87.
Real-time Inflation Forecasting Using Non-linear Dimension Reduction Techniques, with Niko Hauzenberger and Karin Klieber. International Journal of Forecasting, 39/2 (2023): 901-921.
Nowcasting in a Pandemic using Non-Parametric Mixed Frequency VARs, with Gary Koop, Michael Pfarrhofer, Luca Onorante and Josef Schreiner, Journal of Econometrics, 232/1 (2023): 52-69.
2022
Approximate Bayesian inference and forecasting in huge-dimensional multi-country VARs with Martin Feldkircher, Gary Koop and Michael Pfarrhofer, International Economic Review, 63/4 (2022): 1625-1658.
BGVAR: Bayesian Global Vector Autoregressions with shrinkage priors in R, with Max Böck and Martin Feldkircher, Journal of Statistical Software, 104/9 (2022)
Fast and Flexible Bayesian Inference in Time-varying Parameter Regression Models with Niko Hauzenberger, Gary Koop and Luca Onorante, Journal of Business & Economic Statistics, 40/4 (2022): 1904 - 1918.
Inference in Bayesian Additive Vector Autoregressive Tree Models, with Luca Rossini, Annals of Applied Statistics, 16/1 (2022): 104-123.
2021
Inducing Sparsity and Shrinkage in Time-Varying Parameter Models, with Gary Koop and Luca Onorante, Journal of Business & Economic Statistics, 39/3 (2021): 669 - 683
Combining Shrinkage and Sparsity in Conjugate Vector Autoregressive Models, with Niko Hauzenberger and Luca Onorante, Journal of Applied Econometrics, 36/3 (2021): 304-327.
Dynamic shrinkage in time-varying parameter stochastic volatility in mean models, with Michael Pfarrhofer, Journal of Applied Econometrics, 36/2 (2021): 262-270.
The transmission of uncertainty shocks on regional income inequality in the United States, with Manfred M. Fischer and Michael Pfarrhofer, Journal of Economic Behavior and Organization, 183/3: 887-900.
The impact of macroprudential policies on capital flows in CESEE, with Markus Eller, Niko Hauzenberger, Helene Schuberth and Lukas Vashold. Journal of International Money and Finance, 119 (2021): 102495.
The dynamic impact of monetary policy on regional housing prices in the US: Evidence based on factor-augmented vector autoregressions, with Manfred M.Fischer, Michael Pfarrhofer and Petra Staufer-Steinocher, Real Estate Economics, 49/4 (2021): 1039 - 1068.
Sparse Bayesian vector autoregressions in huge dimensions, with Gregor Kastner, Journal of Forecasting, 39/7 (2021): 1142-1165.
Stochastic model specification in Markov switching vector error correction models, with Niko Hauzenberger, Michael Pfarrhofer and Thomas Zörner, Studies in Nonlinear Dynamics and Econometrics, 25/2 (2021).
Measuring the Effectiveness of US Monetary Policy during the COVID-19 Recession, with Martin Feldkircher and Michael Pfarrhofer,
Scottish Journal of Political Economy, 68/3 (2021): 287-297.
2020
How Important are Global Factors for Understanding the Dynamics of International Capital Flows?, with Michael Eller and Helene Schuberth, Journal of International Money and Finance, 109 (2020).
Fragility and the spillovers of international uncertainty shocks, with Jesus Crespo Cuaresma and Luca Onorante, Journal of International Money and Finance, 108 (2020).
Trend Fundamentals and Exchange Rate Dynamics, with Daniel Kaufmann, Economica, 87/348 (2020): 1016-1036.
International effects of a compression of euro area yield curves, with Martin Feldkircher and Thomas Gruber. Journal of Banking and Finance, 113 (2020): ID 105533.
A multi-country dynamic factor model with stochastic volatility for euro area business cycle analysis, with Michael Pfarrhofer and Philipp Piribauer, Journal of Forecasting, 39/6 (2020): 911-926.
Model instability in predictive exchange rate regressions, with Niko Hauzenberger, Journal of Forecasting, 39/2 (2020): 168 - 186.
International Housing Markets, Unconventional Monetary Policy and the Zero Lower Bound, with Maria Teresa Punzi, Macroeconomic Dynamics, 24/4 (2020): 774-806.
2019
Should I stay or should I go? A latent threshold approach to large-scale mixture innovation models, with Gregor Kastner and Martin Feldkircher, Journal of Applied Econometrics, 34/5 (2019): 621-640.
Adaptive shrinkage in Bayesian vector autoregressive models, with Martin Feldkircher, Journal of Business and Economic Statistics, 37/1 (2019): 27-39.
Spillovers from US monetary policy: Evidence from a time-varying parameter GVAR model, with Jesus Crespo Cuaresma, Gernot Doppelhofer and Martin Feldkircher, Journal of the Royal Statistical Society: A, 182/3 (2019): 831-861.
Threshold cointegration in international exchange rates: A Bayesian approach, with Thomas Zörner, International Journal of Forecasting, 35 (2019): 458-473.
Changes in US Monetary Policy and its Transmission over the last Century, with Sebastian Breitfuß and Martin Feldkircher, German Economic Review, 20/4 (2019): 447-470.
The role of US based FDI flows for global output dynamics, with Manfred M. Fischer & Philipp Piribauer, Macroeconomic Dynamics, 23/3 (2019): 943-973.
2018
Debt regimes and the effectiveness of monetary policy, with Clara De Luigi, Journal of Economic Dynamics and Control, 93 (2018): 218-238.
Predicting crypto-currencies using sparse non-Gaussian state space models, with Christian Hotz-Behofsits and Thomas Zörner, Journal of Forecasting, 37/6 (2018): 627-640.
A Markov switching factor-augmented VAR model to analyze US monetary policy and business cycles, with Manfred M. Fischer, Oxford Bulletin of Economics and Statistics, 80/3 (2018): 575-604.
Human Capital Accumulation and Long-Term Income Growth Projections for European Regions, with Jesus Crespo Cuaresma, Gernot Doppelhofer and Philipp Piribauer, Journal of Regional Science, 58/3 (2018): 81-99.
2017
The shortage of safe assets in the US investment portfolio: Some international evidence, with Maria Teresa Punzi, Journal of International Money and Finance, 74 (2017): 318-336.
Structural breaks in Taylor rule based exchange rate models - Evidence from threshold time varying parameter models, Economics Letters, 150 (2017): 48-52.
Forecasting Equity Indices using Large Bayesian VARs, with Tamas Krisztin and Philipp Piribauer, Bulletin of Economic Research, 69/3 (2017): 288-308.
2016
Forecasting using Global Vector Autoregressions: A Bayesian Approach, with Jesus Crespo Cuaresma and Martin Feldkircher, Journal of Applied Econometrics, 31/7 (2016): 1371-1391.
Does Joint Modeling of the World Economy Pay Off? Evaluating GVAR Forecasts from a Multivariate Perspective, with Jonas Dovern and M. Feldkircher, Journal of Economic Dynamics and Control, 70/9 (2016): 86–100.
Density Forecasting using Bayesian Global Vector Autoregressions with Stochastic Volatility, International Journal of Forecasting, 32/3 (2016): 818-837.
The International Transmission of US Shocks – Evidence from Global Vector Autoregressions, with Martin Feldkircher, European Economic Review, 81 (2016): 167-188.
Forecasting Exchange Rates using Multivariate Threshold Models, B.E. Journal of Macroeconomics, 16/1 (2016): 193-201.
2015
Global Prediction of Recessions, with Jonas Dovern, Economics Letters, 133 (2015): 81-84.
Other refereed/policy publications
A Shot for the US Economy, with Martin Gächter and Martin Meier, Finance Research Letters, forthcoming.
Predicting international equity returns: Evidence from time-varying parameter vector autoregressive models, with Rangan Gupta and Philipp Piribauer, International Review of Financial Analysis, 68 (2020): ID 101456
The transmission of euro area interest rate shocks to Asia - Do effects differ when nominal interest rates are negative?, with Martin Feldkircher, Maria Teresa Punzi and Pornpinum Chantapacdepong, Emerging Markets Finance & Trade, forthcoming.
Unconventional Monetary Policy: New Tools, Same Channels?, with Martin Feldkircher, Journal of Risk and Financial Management, 11/4 (2018): 71-101.
How would a fiscal shock in Germany affect other European countries? Evidence from a Bayesian GVAR model with sign restrictions, with Markus Eller and Martin Feldkircher, Focus on European Economic Integration, 1 (2017): 34-54.
Weathering Global Shocks and Macrofinancial Vulnerabilities in Emerging Europe, with Markus Eller and Helene Schuberth, Focus on European Economic Integration, 1 (2016): 46-65.
Modeling the evolution of monetary policy rules in CESEE, with Martin Feldkircher and Isabella Moder, Focus on European Economic Integration, 1 (2016): 8–27.
Understanding the drivers of capital flows into the CESEE countries, with Markus Eller and Helene Schuberth, Focus on European Economic Integration, 2 (2016): 79–104.
Back to a New Normal: How Different Paths of US Monetary Policy Affect the World Economy, with Martin Feldkircher and Isabella Moder, Economic Notes, 44/3 (2015): 409-418.
Bridging the Information Gap: Early Estimates of Real GDP for Selected CESEE Countries, with Martin Feldkircher, Josef Schreiner, Marcel Tirpak, Peter Toth and Julia Wörz, Focus on European Economic Integration, 2 (2015): 56-75.
Price and Wage Rigidities in the Republic of Macedonia: Survey Evidence from Micro-Level Data, with Magdalena Petrovska, Focus on European Economic Integration, 1 (2015): 49-64.
Contributions to books
Factor Augmented Vector Autoregressions, Panel VARs, and Global VARs, with Martin Feldkircher and Michael Pfarrhofer. Chapter 3 in the Springer book Macroeconomic Forecasting in the Era of Big Data, edited by Peter Fuleky.