Research Field(s): Bayesian Methods Business Cycles Financial Economics Macroeconomics Monetary Economics Quantitative Macroeconomics

Staff working papers

Monetary Policy Transmission with Endogenous Central Bank Responses in TANK

Staff Working Paper 2025-21 Lilia Maliar, Chris Naubert
We study how the transmission of monetary policy innovations is affected by the endogenous response of the central bank to macroeconomic aggregates in a two-agent New Keynesian model. We focus on how the stance of monetary policy and the fraction of savers in the economy affect transmission.
Content Type(s): Staff research, Staff working papers Research Topic(s): Economic models, Interest rates, Monetary policy, Monetary policy transmission JEL Code(s): C, C6, C61, C62, C63, E, E3, E31, E5, E52

Differentiable, Filter Free Bayesian Estimation of DSGE Models Using Mixture Density Networks

Staff Working Paper 2025-3 Chris Naubert
I develop a method for Bayesian estimation of globally solved, non-linear macroeconomic models. The method uses a mixture density network to approximate the initial state distribution. The mixture density network results in more reliable posterior inference compared with the case when the initial states are set to their steady-state values.
Content Type(s): Staff research, Staff working papers Research Topic(s): Business fluctuations and cycles, Economic models JEL Code(s): C, C6, C61, C63, E, E3, E37, E4, E47

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