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portfolio_optimization's Introduction

portfolio_optimization

  • download data for stocks in DJIA
  • rank stocks by most predictable volatility using Lagrange multiplier test
  • forecast volatility for top 5 stocks using GARCH models
  • interpret alphas and betas in GARCH models
  • optimize allocation of stocks in a portfolio that minimizes risk with a min return of 0.05% per day
  • use forecasted volatility as variance and historical covariance for optimization (risk calculation)
  • gurobi used for optimization (license required)

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