no code implementations • 8 Apr 2024 • Philippe Goulet Coulombe, Karin Klieber, Christophe Barrette, Maximilian Goebel
Timely monetary policy decision-making requires timely core inflation measures.
1 code implementation • 27 Nov 2023 • Philippe Goulet Coulombe, Mikael Frenette, Karin Klieber
We reinvigorate maximum likelihood estimation (MLE) for macroeconomic density forecasting through a novel neural network architecture with dedicated mean and variance hemispheres.
no code implementations • 11 Oct 2023 • Martin Feldkircher, Karin Klieber
This paper examines the degree of integration at euro area financial markets.
no code implementations • 9 Sep 2023 • Karin Klieber
This paper introduces non-linear dimension reduction in factor-augmented vector autoregressions to analyze the effects of different economic shocks.
no code implementations • 9 Nov 2022 • Niko Hauzenberger, Florian Huber, Karin Klieber, Massimiliano Marcellino
Neural networks, by contrast, are designed for datasets with millions of observations and covariates.
no code implementations • 15 Dec 2020 • Niko Hauzenberger, Florian Huber, Karin Klieber
Among the techniques considered, the Autoencoder and squared principal components yield factors that have high predictive power for one-month- and one-quarter-ahead inflation.