Controls
Persistent homology tracks which topological features (connected components H₀, loops H₁) appear and disappear as ε grows. Features that persist over a long range are "real" signal; short-lived ones are noise. The stability theorem (Cohen-Steiner 2007) guarantees that small perturbations of data produce small changes in barcodes.