Search Results for author: Karin Klieber

Found 6 papers, 1 papers with code

From Reactive to Proactive Volatility Modeling with Hemisphere Neural Networks

1 code implementation27 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.

Integration or fragmentation? A closer look at euro area financial markets

no code implementations11 Oct 2023 Martin Feldkircher, Karin Klieber

This paper examines the degree of integration at euro area financial markets.

Non-linear dimension reduction in factor-augmented vector autoregressions

no code implementations9 Sep 2023 Karin Klieber

This paper introduces non-linear dimension reduction in factor-augmented vector autoregressions to analyze the effects of different economic shocks.

Dimensionality Reduction

Bayesian Neural Networks for Macroeconomic Analysis

no code implementations9 Nov 2022 Niko Hauzenberger, Florian Huber, Karin Klieber, Massimiliano Marcellino

Neural networks, by contrast, are designed for datasets with millions of observations and covariates.

Time Series Time Series Analysis

Real-time Inflation Forecasting Using Non-linear Dimension Reduction Techniques

no code implementations15 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.

Dimensionality Reduction

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