QxEAI: Quantum-like evolutionary algorithm for automated probabilistic forecasting
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arXiv
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| Main Authors: | , |
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| Format: | Preprint |
| Published: |
2024
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| _version_ | 1866910496702070784 |
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| author | Xin, Kevin Xin, Lizhi |
| author_facet | Xin, Kevin Xin, Lizhi |
| contents | 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. We demonstrate how the application of our quantum-like evolutionary algorithm to forecasting can overcome the challenges faced by classical and other machine learning approaches. By using three real-world datasets (Dow Jones Index, retail sales, gas consumption), we show how our methodology produces accurate forecasts while requiring little to none manual work. |
| format | Preprint |
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arxiv_https___arxiv_org_abs_2405_03701 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | QxEAI: Quantum-like evolutionary algorithm for automated probabilistic forecasting Xin, Kevin Xin, Lizhi Physics and Society Artificial Intelligence Machine Learning Neural and Evolutionary Computing General Economics Economics 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. We demonstrate how the application of our quantum-like evolutionary algorithm to forecasting can overcome the challenges faced by classical and other machine learning approaches. By using three real-world datasets (Dow Jones Index, retail sales, gas consumption), we show how our methodology produces accurate forecasts while requiring little to none manual work. |
| title | QxEAI: Quantum-like evolutionary algorithm for automated probabilistic forecasting |
| topic | Physics and Society Artificial Intelligence Machine Learning Neural and Evolutionary Computing General Economics Economics |
| url | https://arxiv.org/abs/2405.03701 |