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...

Prediction of financial market data with deep learning models has achieved some level of recent success. However, historical financial data suffer from an unknowable state space, limited observations, and the inability to model the impact of your own actions on the market can often be...

This paper studies the uptake of AI-driven automation and its impact on employment, using a dynamic agent-based model (ABM). It simulates the adoption of automation software as well as job destruction and job creation in its wake. There are two types of agents: manufacturing firms and...

Wir nutzen ein neues Modell, um den Verlauf der Covid-19-Pandemie über die Weihnachtstage und den Jahreswechsel vorherzusagen. Während die weitgehende Schließung der Betriebe neben den verlängerten Schulferien die Infektionszahlen drücken, werden Reiseaktivitäten und Weihnachtsfeiern zu...

Prediction of financial market data with deep learning models has achieved some level of recent success. However, historical financial data suffer from an unknowable state space, limited observations, and the inability to model the impact of your own actions on the market can often be...

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...

Wir nutzen ein neues Modell, um den Verlauf der Covid-19-Pandemie über die Weihnachtstage und den Jahreswechsel vorherzusagen. Während die weitgehende Schließung der Betriebe neben den verlängerten Schulferien die Infektionszahlen drücken, werden Reiseaktivitäten und Weihnachtsfeiern zu...