Executive Summary This document presents a comprehensive, APA-formatted analysis of 24 ensemble learning studies for Forex forecasting conducted between 2021 and 2025. The analysis standardizes performance metrics across heterogeneous reporting formats and provides method-specific rankings, architecture analysis, and implementation recommendations. Conclusion This comprehensive analysis of 24 Forex ensemble studies from 2021-2025 reveals significant advances in ensemble methods for currency forecasting. Key findings include: Major Trends: Best Practices: Research Gaps: Future Directions:
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