Before revision:  The same selection procedure is then used to design adaptive estimators for tangent spaces and homology groups of the manifold M .
After revision:  This selection procedure actually allows to recover the sample rate of the set of observations, and can therefore be used as an hyperparameter in other settings, such as tangent space estimation .