- Implemented PCA and DBSCAN clustering to group SP500 stocks based on similar factor loadings
- Identified pairs within clusters to implement dollar neutral Bollinger Band pairs trading strategy
- Constructed portfolio with pairs equally weighted
Result: This portfolio achieved has a 2.5 Sharpe ratio and 25% annual return in 2018.
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