Grouping points by shared subspaces for effective subspace clustering

Ye Zhu, Kai Ming Ting, Mark J. Carman

Abstract: Highlights•Compare properties of different subspace clustering algorithms.•Introduce a new subspace clustering framework CSSub based on shared subspaces.•CSSub decouples the candidate subspace selection process from the clustering process.•CSSub enables different types of cluster definitions to be employed easily.•Provide different subspace generation and scoring methods.