QxEAI -- Automated probabilistic forecasting with Quantum-like evolutionary algorithm

arXiv:2405.03701v1 Announce Type: cross
Abstract: 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 …

abstract algorithm arxiv automated business cs.ai cs.lg cs.ne decision econ.gn events for business forecast forecasting future logic making methodology paper physics.soc-ph q-fin.ec quantum small training tree type value