Advanced Pairs Trading: Machine Learning for Pairs Selection
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Learn how machine learning is used to find viable securities to trade in a pairs trading setting.
Classical statistical arbitrage research has grown quite generously in the past few years. Yet attempts to solutions using machine learning have been far and few between; this presentation will cover some of the latest approaches, key takeaways, and tips to avoid common pitfalls.
Go-to-market faster than ever with ArbitrageLab, a python library that provides institutional-grade pairs trading algorithms to traders.
* Presentation slides: https://docs.google.com/presentation/d/1Cb9NizOkvCx6-p6X3AVZyxjviub7kF2sCPy2gBiT9nk/edit?usp=sharing
* Employing Machine Learning for Pairs Selection: https://hudsonthames.org/employing-machine-learning-for-trading-pairs-selection/
* Based on Sarmento, S.M. and Horta, N., 2020. Enhancing a Pairs Trading strategy with the application of Machine Learning. Expert Systems with Applications, p.113490.