Regression on manifolds: Estimation of the exterior derivative

Anil Aswani, Peter Bickel, Claire Tomlin

Collinearity and near-collinearity of predictors cause difficulties when doing regression. In these cases, variable selection becomes untenable because of mathematical issues conce…