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This exercise offers an innovative learning mechanism to model economic agent's decision-making process using a deep reinforcement learning algorithm. In particular, this AI agent is born in an economic environment with no information on the underlying economic structure and its own preference....
Persistent link: https://www.econbiz.de/10012603191
Agents have foresight when they receive information about a random process above and beyond the information contained in its current and past history. In this paper, we propose an information-theoretic measure of the quantity of foresight in an information structure, and show how to separate...
Persistent link: https://www.econbiz.de/10012606997
implement – but their forecasting performance is not as inadequate as assumed in the characterization above. In this paper we … forecasting error is frequently close to zero, hence (belief amended) adaptive expectations are close to unbiasedness …
Persistent link: https://www.econbiz.de/10013217385
We provide empirical evidence that the optimism bias increases with the forecasting horizon. We label this empirical …
Persistent link: https://www.econbiz.de/10013234197
We develop a fast, tractable, and robust method for solving the transition path of dynamic rational inattention problems in linear-quadratic-Gaussian settings. As an application of our general framework, we develop an attention-driven theory of dynamic pricing in which the Phillips curve slope...
Persistent link: https://www.econbiz.de/10013250042
Expectations about different macroeconomic aspects correlate with each other. I perform a structural test in the framework of the noisy information model and show that individual forms their expectations on multiple macroeconomic variables jointly rather than independently, thus causing these...
Persistent link: https://www.econbiz.de/10013250554
This paper considers the implications of an important source of model misspecification for the design of monetary policy rules: the assumed manner of expectations formation. Following a considerable literature on learning, it is assumed that private agents seek to maximize their objectives...
Persistent link: https://www.econbiz.de/10013032843
Recent studies suggest that the type of strategic environment or expectation feedback may have a large impact on whether the market learns the rational fundamental price. We present an experiment where the fundamental price experiences large unexpected shocks. Markets with negative expectation...
Persistent link: https://www.econbiz.de/10013038088
We study zero interest-rate policy in response to a large negative demand shock when long-run expectations can fall over time. Because falling expectations make monetary policy less effective by raising real interest rates, the optimal forward guidance policy makes large front-loaded promises to...
Persistent link: https://www.econbiz.de/10013214045
' information advantage over statistical forecasts. We find the information advantage is constant across forecasting horizons, while …
Persistent link: https://www.econbiz.de/10013243297