A novel characterization of structures in smooth regression curves: from a viewpoint of persistent homology

Satish Kumar, Subhra Sankar Dhar

We characterize structures such as monotonicity, convexity, and modality in smooth regression curves using persistent homology. Persistent homology is a key tool in topological dat…