Prognozowanie kursów walut z wykorzystaniem metod uczenia maszynowego: z perspektywy analizy sygnału

Key Points

• The research aims to explore machine learning techniques for predicting currency exchange rates through signal analysis.
• Utilization of various machine learning algorithms for currency rate prediction
• Analysis of signals related to currency fluctuations
• Evaluation of predictive performance through statistical measures
• Machine learning models significantly improved forecasting accuracy compared to traditional methods
• Identification of key technical signals that impact currency fluctuations
• Demonstrated potential for real-world application in financial sectors