Friedrich Hayek has been one of the dominating intellectual figures of the 20th century. Hayek, together with Gunnar Myrdal, received the 1974 Nobel Memorial Prize in economics, for "their pioneering work in the theory of money and economic fluctuations and for their penetrating analysis of the...

I develop a methodology for Bayesian estimation of globally solved, non-linear macroeconomic models. A novel feature of my method is the use of a mixture density network to approximate the distribution of initial states. I use the methodology to estimate a medium-scale, two-agent New Keynesian...

Timely updates of business cycle fluctuations-commonly represented by movements in the output gap-help policymakers make informed decisions on the appropriate course of action. Unfortunately, business cycle assessments often suffer from lags in actual gross domestic product data releases. This...