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2 mai 2024
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- 2405.03701
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Physics - Physics and Society Computer Science - Artificial Intelligence Computer Science - Machine Learning Computer Science - Neural and Evolutionary Computing Economics - General EconomicsCiter ce document
Kevin Xin et al., « QxEAI -- Automated probabilistic forecasting with Quantum-like evolutionary algorithm », arXiv - économie
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Forecasting, to estimate future events, is crucial for business and decision-making. This paper proposes QxEAI, a methodology that produces a probabilistic forecast that utilizes a quantum-like evolutionary algorithm based on training a quantum-like logic decision tree and a classical value tree on a small number of related time series. By using different cycles of the Dow Jones Index (yearly, monthly, weekly, daily), we demonstrate how our methodology produces accurate forecasts while requiring little to none manual work.