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Linear models with time-varying parameters: a comparison of different approaches

Riccardo Lucchetti, Francesco Valentini

2024Computational Statistics10 citationsDOIOpen Access PDF

Abstract

Abstract Estimation of linear models with time-varying parameters can be accomplished in a variety of ways, each making different assumptions, with varying degrees of accuracy and computational complexity. In this paper, we compare different packages by means of simulated and real data focusing on both statistical and computational aspects. Our findings show that all the estimators provide similar results under ideal conditions, but the practitioner’s choice could be far from obvious.

Topics & Concepts

MathematicsComputer scienceApplied mathematicsControl Systems and IdentificationMonetary Policy and Economic ImpactProbabilistic and Robust Engineering Design