Impact of ML Model Complexity on Pairs Trading Optimization
Explored model complexity impact on pairs trading strategy performance. Sourced diverse data (Refinitiv API, custom web scraper, Bloomberg), forecasted using 280 features with models ranging from simple regressors to LSTMs. Conducted backtesting using Bayesian-adjusted mean reversion strategy, achieving Alpha of 1+.