The classification of centrosaurines and the relationships among the various species is complicated by a wide degree of variation between individuals and
growth stages. Some features that have traditionally been used to classify these dinosaurs, like the number and arrangement of frill ornaments or spikes, have been discovered to be more variable than previously thought. For example, the
cladogram presented below follows a 2016 phylogenetic analysis by Chiba
et al. (2017). These authors treated the species
Rubeosaurus ovatus as distinct from
Styracosaurus albertensis, and recovered several distinct clades within Centrosaurini, which together formed a sister group to the Pachyrhinosaurini: }} However, subsequent studies have cast doubt on the usefulness of minor variations in frill spike arrangement for classifying centrosaurines. In particular, large sample sizes of the species
Centrosaurus apertus and
Styracosaurus albertensis have shown a higher than predicted amount of variation. In 2020, Holmes et al. explored what the effect of recognizing such diversity would have on centrosaur classification. They used the same data as Chiba
et al.'s 2017 study, but treated
Rubeosaurus as a synonym of
Styracosaurus, dropping it from their taxon list. The resulting cladogram (below) found Centrosaurini as a polytomy, a grouping with no discernable sister group relationships within it. The authors concluded that this meant the variation present within these species made it difficult to find any real resolution among them, and may even provide support for the hypothesis that centrosaurines evolved primarily via
anagenesis (a single lineage changing through time) rather than cladogenesis (multiple branching lineages with shared common ancestors). }} Pachyrhinosaurini was defined in 2012 by Fiorillo & Tykoski. It was defined as all centrosaurine ceratopsids more closely related to
Pachyrhinosaurus canadensis than to
Centrosaurus apertus. It was defined during the description of
Pachyrhinosaurus perotorum, a species from Alaska. The substituent clade Pachyrostra, compromising centrosaurs with bossed instead of horned noses, is defined as "the least inclusive clade including both
Pachyrhinosaurus canadensis and
Achelousaurus horneri. ==Biogeography==