“…Approaches used in these techniques include repeatedly calculating the persistent homology on subsamples (Solomon et al, 2022;Chazal et al, 2015a,b) as well as using witness complexes (de Silva and Carlsson, 2004;Guibas and Oudot, 2008;Arafat et al, 2019), scaled grids (Choudhary et al, 2021;Kerber and Sharathkumar, 2013), or net-trees (Sheehy, 2013). Our approach falls into this category.…”