System Of Equations, Generalized Linear Model, Linear Regression, Covariance Matrix, Kronecker Product.
coefficients β_1, β_2, β_3,…,β_500. Since each equation in (3) is a linear regression model, a naive approach would be to individually fit the 500 regression models on historical stock price data. But this estimation strategy will yield imprecise estimated coefficients, for the following reason: