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In the euro area, monetary policy is conducted by a single central bank for 20 member countries. However, countries are heterogeneous in their economic development, including their inflation rates. This paper combines a New Keynesian model and a neural network to assess whether the European...
Persistent link: https://www.econbiz.de/10014299409
In the euro area, monetary policy is conducted by a single central bank for 19 member countries. However, countries are heterogeneous in their economic development, including their inflation rates. This paper combines a New Keynesian model and a neural network to assess whether the European...
Persistent link: https://www.econbiz.de/10013350856
Dictionary approaches are at the forefront of current techniques for quantifying central bank communication. This paper proposes embeddings - a language model trained using machine learning techniques - to locate words and documents in a multidimensional vector space. To accomplish this, we...
Persistent link: https://www.econbiz.de/10012608497
Dictionary approaches are at the forefront of current techniques for quantifying central bank communication. This paper proposes embeddings - a language model trained using machine learning techniques - to locate words and documents in a multidimensional vector space. To accomplish this, we...
Persistent link: https://www.econbiz.de/10014443189
This paper examines estimated forward-looking interest rate rules as a tool for measuring and forecasting monetary policy. Estimation and forecasting results are presented referring to the U.S. monetary policy. Provided that an accurate set of imputs is used, such simple rules prove very helpful...
Persistent link: https://www.econbiz.de/10014124581
We show that uncertainty of monetary policy (MPU) commands a risk premium in the US Treasury bond market. Using the news based MPU measure in Baker, Bloom, and Davis (2016) to capture monetary policy uncertainty, we find that MPU forecasts significantly and positively future monthly Treasury...
Persistent link: https://www.econbiz.de/10012968326
Most economic time series indicate non-normality in the form of either occasional big shocks or marked changes in the level of the series. In this paper, a univariate state-space model with infinite variance symmetric stable shocks is used to model the U.S. inflation rate via the...
Persistent link: https://www.econbiz.de/10014208955
Forecasting banking system liquidity is crucial for the effective monetary policy implementation. This study investigates the effectiveness of various econometric and machine learning models in predicting the autonomous factors of banking system liquidity. The research compares widely used...
Persistent link: https://www.econbiz.de/10015198517
Persistent link: https://www.econbiz.de/10009124680
Central banks regularly monitor select financial and macroeconomic variables in order to obtain early indication of the impact of monetary policies. This practice is discussed on the Federal Reserve Bank of New York website, for example, where one particular set of macroeconomic "indicators" is...
Persistent link: https://www.econbiz.de/10009130538