statsmodels.tsa.statespace.dynamic_factor_mq.DynamicFactorMQResults.coefficients_of_determination¶
- DynamicFactorMQResults.coefficients_of_determination¶
Individual coefficients of determination (\(R^2\)).
Coefficients of determination (\(R^2\)) from regressions of endogenous variables on individual estimated factors.
- Returns:¶
- coefficients_of_determination
ndarray A k_endog x k_factors array, where coefficients_of_determination[i, j] represents the \(R^2\) value from a regression of factor j and a constant on endogenous variable i.
- coefficients_of_determination
Notes
Although it can be difficult to interpret the estimated factor loadings and factors, it is often helpful to use the coefficients of determination from univariate regressions to assess the importance of each factor in explaining the variation in each endogenous variable.
In models with many variables and factors, this can sometimes lend interpretation to the factors (for example sometimes one factor will load primarily on real variables and another on nominal variables).