Clustering small datasets in high-dimension by random projection

Alden Bradford, Tarun Yellamraju, Mireille Boutin

Datasets in high-dimension do not typically form clusters in their original space; the issue is worse when the number of points in the dataset is small. We propose a low-computatio…