We give an [Formula: see text] algorithm for computing the text]-dimensional persistent homology of a filtration clique complexes cyclic graphs on vertices. This is nearly quadratic in number vertices text], and therefore large improvement upon traditional algorithm, which cubic simplices dimension at most hence running time text]. Our applies, example, to Vietoris–Rips points sampled from curv...