Tag: dimensionality
-
Estimating the intrinsic dimensionality of data with the participation ratio
Many datasets are samples of the values of a given set of $N$ features. We can visualise these data as points in an $N$-dimensional space, with each point corresponding to one of the samples. Visualization encourages geometric characterization. A basic geometric property is dimensionality: what is the dimension of the space in which the data…