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Quantitative-trading

    Research
    October 19, 2025

    Statistical Arbitrage Through Pairs Trading: A Practical Demonstration

    A practical demonstration of pairs trading strategies using fractional cointegration and stochastic optimal control. The framework combines Ornstein-Uhlenbeck spread dynamics, Gaussian Process threshold optimization, and a reinforcement learning agent, achieving a Sharpe ratio of 2.86–3.27 on BTC/ETH with 35% higher risk-adjusted returns versus benchmarks.

Frankline Misango Oyolo
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