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Here's an interesting approach to tackle the multi-strategy allocation problem from the paper: All that Glitters Is Not Gold: Comparing Backtest and Out-of-Sample Performance on a Large Cohort of Trading Algorithms The authors use non-linear machine learning classifiers to determine what is important in strategy selection. Although the authors don't focus ...

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