2025-04-28 13:13
IndustryChallenges in RL for Trading
#CurrencyPairPrediction
Challenges in RL for Trading
(a) Noisy Data Markets are influenced by unpredictable events (news, politics).
(b) Non-Stationary Environment Market patterns change over time (e.g., COVID crash vs. bull market).
(c) Risk of Overfitting Training only on historical data might make the model too “optimistic” about the past — may not generalize to future data.
(d) Reward Design Simple profit might not be enough — need to balance risk, transaction costs, slippage.
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Challenges in RL for Trading
Thailand | 2025-04-28 13:13#CurrencyPairPrediction
Challenges in RL for Trading
(a) Noisy Data Markets are influenced by unpredictable events (news, politics).
(b) Non-Stationary Environment Market patterns change over time (e.g., COVID crash vs. bull market).
(c) Risk of Overfitting Training only on historical data might make the model too “optimistic” about the past — may not generalize to future data.
(d) Reward Design Simple profit might not be enough — need to balance risk, transaction costs, slippage.
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