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20192026
most citedIdentification of Noncausal Models by Quantile Autoregressions

2 citations · 3 across the 7 of their papers we have counts for

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9 papers · 1 filter

econ.EM2026

Nonfundamentalness or missing information ? Evidence from causal-noncausal VARs in macro-finance

Lison Christiaens, Julien Hambuckers, Alain Hecq

This paper studies the presence of noncausal dynamics in standard macro-finance VAR models and asks whether they reflect genuine nonfundamentalness or omitted information available…

econ.EM2026

Seasonality in Mixed Causal-Noncausal Processes

Tomás del Barrio Castro, Alain Hecq, Sean Telg

This paper investigates the role of complex and negative roots in mixed causal-noncausal autoregressive (MAR) models. Using partial fraction decompositions, we show that seasonal r…

econ.EM2025

Bubble Detection with Application to Green Bubbles: A Noncausal Approach

Francesco Giancaterini, Alain Hecq, Joann Jasiak +1

This paper introduces a new approach for bubble detection based on mixed causal and noncausal autoregressive processes and their tail process representation during an explosive epi…

econ.EM2025

Regularized Generalized Covariance (RGCov) Estimator

Francesco Giancaterini, Alain Hecq, Joann Jasiak +1

We introduce a regularized Generalized Covariance (RGCov) estimator as an extension of the GCov estimator to high dimensional setting that results either from high-dimensional data…

econ.EM2023

Spectral identification and estimation of mixed causal-noncausal invertible-noninvertible models

Alain Hecq, Daniel Velasquez-Gaviria

This paper introduces new techniques for estimating, identifying and simulating mixed causal-noncausal invertible-noninvertible models. We propose a framework that integrates high-…

econ.EM2023

Optimization of the Generalized Covariance Estimator in Noncausal Processes

Gianluca Cubadda, Francesco Giancaterini, Alain Hecq +1

This paper investigates the performance of the Generalized Covariance estimator (GCov) in estimating and identifying mixed causal and noncausal models. The GCov estimator is a semi…