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Machine Learning

Optimal Profit-Making Strategies with Algorithmic Trading

Wang, H., Xie, D. · 2024

What this means for traders

Classical ML methods like SVMs have proven durable alpha-generators over 17 years of market data.

Abstract

A longitudinal study (2006-2023) on the CSI 300 index showing that Support Vector Machines (SVM) generated an excess return of 60.52%, proving the long-term robustness of classical ML methods.

SVMAlgorithmic TradingLong-term AnalysisRobustness
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