Clustering High-dimensional Data with Ordered Weighted $\ell_1$ Regularization
Clustering complex high-dimensional data is particularly challenging as the signal-to-noise ratio in such data is significantly lower than their classical counterparts. This is mainly because most of the features describing a data point have little to no information about the natural grouping of the…