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We propose a regularized factor-augmented vector autoregressive (FAVAR) model that allows for sparsity in the factor loadings. In this framework, factors may only load on a subset of variables which simplifies the factor identification and…

计量经济学 · 经济学 2019-12-13 Maurizio Daniele , Julie Schnaitmann

I introduce a high-dimensional Bayesian vector autoregressive (BVAR) framework designed to estimate the effects of conventional monetary policy shocks. The model captures structural shocks as latent factors, enabling computationally…

计量经济学 · 经济学 2025-05-13 Dimitris Korobilis

This article discusses the use of dynamic factor models in macroeconomic forecasting, with a focus on the Factor-Augmented Error Correction Model (FECM). The FECM combines the advantages of cointegration and dynamic factor models, providing…

计量经济学 · 经济学 2023-05-03 Daoui Marouane

We propose a large structural VAR which is identified by higher moments without the need to impose economically motivated restrictions. The model scales well to higher dimensions, allowing the inclusion of a larger number of variables. We…

计量经济学 · 经济学 2024-12-24 Jan Prüser

We study the effects of financial shocks on the United States economy by using a Bayesian structural vector autoregressive (SVAR) model that exploits the non-normalities in the data. We use this method to uniquely identify the model and…

计量经济学 · 经济学 2020-06-08 Olli Palmén

We propose a multicountry quantile factor augmeneted vector autoregression (QFAVAR) to model heterogeneities both across countries and across characteristics of the distributions of macroeconomic time series. The presence of quantile…

计量经济学 · 经济学 2023-05-17 Dimitris Korobilis , Maximilian Schröder

A structural Gaussian mixture vector autoregressive model is introduced. The shocks are identified by combining simultaneous diagonalization of the reduced form error covariance matrices with constraints on the time-varying impact matrix.…

计量经济学 · 经济学 2026-02-10 Savi Virolainen

This article proposes a novel framework that integrates Bayesian Additive Regression Trees (BART) into a Factor-Augmented Vector Autoregressive (FAVAR) model to forecast macro-financial variables and examine asymmetries in the transmission…

计量经济学 · 经济学 2025-06-16 Sofia Velasco

In this study interest centers on regional differences in the response of housing prices to monetary policy shocks in the US. We address this issue by analyzing monthly home price data for metropolitan regions using a factor-augmented…

计量经济学 · 经济学 2018-02-19 Manfred M. Fischer , Florian Huber , Michael Pfarrhofer , Petra Staufer-Steinnocher

We use a FAVAR model with proxy variables and sign restrictions to investigate the role of the euro area's common output and inflation cycles in the transmission of monetary policy shocks. Our findings indicate that common cycles explain…

计量经济学 · 经济学 2024-12-02 Lukas Berend , Jan Prüser

A factor-augmented vector autoregressive (FAVAR) model is defined by a VAR equation that captures lead-lag correlations amongst a set of observed variables $X$ and latent factors $F$, and a calibration equation that relates another set of…

统计方法学 · 统计学 2020-06-02 Jiahe Lin , George Michailidis

This paper introduces a Bayesian vector autoregression (BVAR) with stochastic volatility-in-mean and time-varying skewness. Unlike previous approaches, the proposed model allows both volatility and skewness to directly affect macroeconomic…

计量经济学 · 经济学 2025-10-10 Leonardo N. Ferreira , Haroon Mumtaz , Ana Skoblar

In this paper, we investigate the effectiveness of conventional and unconventional monetary policy measures by the European Central Bank (ECB) conditional on the prevailing level of uncertainty. To obtain exogenous variation in central bank…

综合经济学 · 经济学 2020-12-01 Niko Hauzenberger , Michael Pfarrhofer , Anna Stelzer

In an environment of increasingly volatile financial markets, the accurate estimation of risk remains a major challenge. Traditional econometric models, such as GARCH and its variants, are based on assumptions that are often too rigid to…

人工智能 · 计算机科学 2025-08-19 Fredy Pokou , Jules Sadefo Kamdem , François Benhmad

Recent economic events, including the global financial crisis and COVID-19 pandemic, have exposed limitations in linear Factor Augmented Vector Autoregressive (FAVAR) models for forecasting and structural analysis. Nonlinear dimension…

机器学习 · 统计学 2025-03-07 Yiyong Luo , Brooks Paige , Jim Griffin

The Great Recession highlighted the role of financial and uncertainty shocks as drivers of business cycle fluctuations. However, the fact that uncertainty shocks may affect economic activity by tightening financial conditions makes…

综合经济学 · 经济学 2022-02-23 Olli Palmén

Modelling how a shock propagates in a temporal network and how the system relaxes back to equilibrium is challenging but important in many applications, such as financial systemic risk. Most studies so far have focused on shocks hitting a…

综合经济学 · 经济学 2024-07-15 Fabrizio Lillo , Giorgio Rizzini

Vector autoregressive (VAR) models are widely used in practical studies, e.g., forecasting, modelling policy transmission mechanism, and measuring connection of economic agents. To better capture the dynamics, this paper introduces a new…

计量经济学 · 经济学 2021-11-02 Yayi Yan , Jiti Gao , Bin Peng

Model misspecification in multivariate econometric models can strongly influence estimates of quantities of interest such as structural parameters, forecast distributions or responses to structural shocks, even more so if higher-order…

计量经济学 · 经济学 2025-09-09 Florian Huber , Massimiliano Marcellino , Tobias Scheckel

We develop a Functional Augmented Vector Autoregression (FunVAR) model to explicitly incorporate firm-level heterogeneity observed in more than one dimension and study its interaction with aggregate macroeconomic fluctuations. Our…

计量经济学 · 经济学 2024-11-11 Massimiliano Marcellino , Andrea Renzetti , Tommaso Tornese
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