Analysis
Why random cross-validation breaks on financial time series
Shuffled folds leak the future into the past — and the leak is large enough to turn noise into apparent skill.
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Analysis
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Analysis
Walk-forward validation: what it fixes, what it doesn't
Rolling in-sample and out-of-sample windows add realism to a backtest — and import their own parameter choices worth auditing.