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  • Search: person:"Tänzer, Alina"
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Year of publication
Subject
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Machine Learning 6 Theorie 5 Theory 5 Artificial Intelligence 4 Geldpolitik 4 Monetary policy 4 Neural Networks 4 Artificial intelligence 3 Künstliche Intelligenz 3 Learning 3 Learning process 3 Lernen 3 Lernprozess 3 Neural networks 3 Neuronale Netze 3 Artificial Neural Network 2 Central Banks and Their Policies 2 Crises Forecasting 2 Financial Markets and the Macroeconomy 2 Forecast Comparison/ Competition 2 Forecasting and Simulation: Models and Applications 2 Forecasting model 2 Inflation Forecasting 2 Interest Rate Forecasting 2 Macroeconomic Forecasting 2 Monetary Policy 2 Optimal Monetary Policy 2 Production, Saving, Consumption and Investment Forecasting 2 Prognoseverfahren 2 Reaction Function 2 Reinforcement Learning 2 Central bank 1 Economic forecast 1 Financial market 1 Finanzmarkt 1 Forecast 1 Inflation 1 Interest rate 1 Prognose 1 Simulation 1
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Online availability
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Free 8
Type of publication
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Book / Working Paper 8
Type of publication (narrower categories)
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Working Paper 6 Arbeitspapier 3 Graue Literatur 3 Non-commercial literature 3
Language
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English 8
Author
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Tänzer, Alina 8 Hinterlang, Natascha 4
Published in...
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Deutsche Bundesbank Discussion Paper 2 IMFS Working Paper Series 2 Working paper series / Institute for Monetary and Financial Stability 2 Discussion paper 1
Source
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ECONIS (ZBW) 5 EconStor 3
Showing 1 - 8 of 8
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The effectiveness of central bank purchases of long-term treasury securities : a neural network approach
Tänzer, Alina - 2024
Central bank intervention in the form of quantitative easing (QE) during times of low interest rates is a controversial topic. This paper introduces a novel approach to study the effectiveness of such unconventional measures. Using U.S. data on six key financial and macroeconomic variables...
Persistent link: https://www.econbiz.de/10014532350
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Multivariate macroeconomic forecasting : from DSGE and BVAR to artificial neural networks
Tänzer, Alina - 2024
This paper contributes a multivariate forecasting comparison between structural models and Machine-Learning-based tools. Specifically, a fully connected feed forward nonlinear autoregressive neural network (ANN) is contrasted to a well established dynamic stochastic general equilibrium (DSGE)...
Persistent link: https://www.econbiz.de/10014532351
Saved in:
Cover Image
The effectiveness of central bank purchases of long-term treasury securities: A neural network approach
Tänzer, Alina - 2024
Central bank intervention in the form of quantitative easing (QE) during times of low interest rates is a controversial topic. This paper introduces a novel approach to study the effectiveness of such unconventional measures. Using U.S. data on six key financial and macroeconomic variables...
Persistent link: https://www.econbiz.de/10014533855
Saved in:
Cover Image
Multivariate macroeconomic forecasting: From DSGE and BVAR to artificial neural networks
Tänzer, Alina - 2024
This paper contributes a multivariate forecasting comparison between structural models and Machine-Learning-based tools. Specifically, a fully connected feed forward nonlinear autoregressive neural network (ANN) is contrasted to a well established dynamic stochastic general equilibrium (DSGE)...
Persistent link: https://www.econbiz.de/10014534021
Saved in:
Cover Image
Optimal Monetary Policy Using Reinforcement Learning
Hinterlang, Natascha; Tänzer, Alina - 2022
This paper introduces a reinforcement learning based approach to compute optimal interest rate reaction functions in terms of fulfilling inflation and output gap targets. The method is generally flexible enough to incorporate restrictions like the zero lower bound, nonlinear economy structures...
Persistent link: https://www.econbiz.de/10013306822
Saved in:
Cover Image
Optimal Monetary Policy Using Reinforcement Learning
Hinterlang, Natascha; Tänzer, Alina - 2022
This paper introduces a reinforcement learning based approach to compute optimal interest rate reaction functions in terms of fulfilling inflation and output gap targets. The method is generally flexible enough to incorporate restrictions like the zero lower bound, nonlinear economy structures...
Persistent link: https://www.econbiz.de/10013307940
Saved in:
Cover Image
Optimal monetary policy using reinforcement learning
Hinterlang, Natascha; Tänzer, Alina - 2021
This paper introduces a reinforcement learning based approach to compute optimal interest rate reaction functions in terms of fulfilling inflation and output gap targets. The method is generally flexible enough to incorporate restrictions like the zero lower bound, nonlinear economy structures...
Persistent link: https://www.econbiz.de/10012797210
Saved in:
Cover Image
Optimal monetary policy using reinforcement learning
Hinterlang, Natascha; Tänzer, Alina - 2021
This paper introduces a reinforcement learning based approach to compute optimal interest rate reaction functions in terms of fulfilling inflation and output gap targets. The method is generally flexible enough to incorporate restrictions like the zero lower bound, nonlinear economy structures...
Persistent link: https://www.econbiz.de/10012792732
Saved in:
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