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The role of confidence indices in explaining consumption growth in Sweden during the period 1975-94 is analyzed in this … paper. We first analyzed which variables influence the levels of the confidence indices. Two important such factors are … models that are considered, an Euler equation and a solved-out consumption model. In the latter model, the confidence index …
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This paper assesses the probability method for quantifying EU consumer survey data on perceived and expected inflation. Based on household level data from the Swedish consumer survey that asks for both qualitative and quantitative responses, it is found that the theoretical assumptions of the...
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Machine learning and agent-based modeling are two popular tools in energy research. In this article, we propose an innovative methodology that combines these methods. For this purpose, we develop an electricity price forecasting technique using artificial neural networks and integrate the novel...
Persistent link: https://www.econbiz.de/10012285555
reach user-specified statistical confidence, and (v) automatically performs a variety of statistical tests. In particular …
Persistent link: https://www.econbiz.de/10012308914
We propose two novel methods to "bring ABMs to the data". First, we put forward a new Bayesian procedure to estimate the numerical values of ABM parameters that takes into account the time structure of simulated and observed time series. Second, we propose a method to forecast aggregate time...
Persistent link: https://www.econbiz.de/10012119860
We consider the effect of adaptive model selection and regularization by agents on price volatility and market stability in a simple agent-based model of a financial market. The agents base their trading behavior on forecasts of future returns, which they update adaptively and asynchronously...
Persistent link: https://www.econbiz.de/10012849509