SSRNTrading, Microstructure & Execution

Backtest overfitting in the machine learning era: A comparison of out-of-sample testing methods in a synthetic controlled environment

The Combinatorial Purged Cross-Validation (CPCV) method is superior in financial analytics for reducing overfitting risks, outperforming traditional methods like K-Fold and Walk-Forward.