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2025-04-29 13:10
IndustryHow to Use Ensembles in Forex AI
#CurrencyPairPrediction
How to Use Ensembles in Forex AI
1. Diversify Model Types
• Example: Combine a momentum-based model + a volatility-based model + a news sentiment model.
2. Diversify Timeframes
• Example: Combine models predicting 5-minute, 1-hour, and daily returns.
3. Use Different Feature Sets
• Example: One model uses technical indicators; another uses macroeconomic news.
4. Dynamic Weighting
• In stacking or online learning, adaptively change the importance (weight) of each model based on recent performance.
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How to Use Ensembles in Forex AI
#CurrencyPairPrediction
How to Use Ensembles in Forex AI
1. Diversify Model Types
• Example: Combine a momentum-based model + a volatility-based model + a news sentiment model.
2. Diversify Timeframes
• Example: Combine models predicting 5-minute, 1-hour, and daily returns.
3. Use Different Feature Sets
• Example: One model uses technical indicators; another uses macroeconomic news.
4. Dynamic Weighting
• In stacking or online learning, adaptively change the importance (weight) of each model based on recent performance.
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