
Generalized cumulant correlators and hierarchical clustering
Author(s) -
Munshi Dipak,
Melott Adrian L.,
Coles Peter
Publication year - 2000
Publication title -
monthly notices of the royal astronomical society
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 2.058
H-Index - 383
eISSN - 1365-2966
pISSN - 0035-8711
DOI - 10.1046/j.1365-8711.2000.03042.x
Subject(s) - physics , cumulant , ansatz , statistical physics , amplitude , cluster analysis , gaussian , scaling , correlation function (quantum field theory) , hierarchical clustering , perturbation theory (quantum mechanics) , tree (set theory) , mathematical physics , statistics , quantum mechanics , mathematical analysis , mathematics , geometry , dielectric
The cumulant correlators, C pq , are statistical quantities that generalize the better‐known S p parameters; the former are obtained from the two‐point probability distribution function of the density fluctuations while the latter describe only the one‐point distribution. If galaxy clustering develops from Gaussian initial fluctuations and a small‐angle approximation is adopted, standard perturbative methods suggest a particular hierarchical relationship of the C pq for projected clustering data, such as that obtained from the Automatic Plate Measuring (APM) survey. We establish the usefulness of the two‐point cumulants for describing hierarchical clustering by comparing such calculations against available measurements from projected catalogues, finding very good agreement. We extend the idea of cumulant correlators to multipoint generalized cumulant correlators (related to the higher‐order correlation functions). We extend previous studies in the highly non‐linear regime to express the generalized cumulant correlators in terms of the underlying ‘tree amplitudes’ of hierarchical scaling models. Such considerations lead to a technique for determining these hierarchical amplitudes, to arbitrary order, from galaxy catalogues and numerical simulations. Knowledge of these amplitudes yields important clues about the phenomenology of gravitational clustering. For instance, we show that a three‐point cumulant correlator can be used to separate the tree amplitudes up to sixth order. We also combine the particular hierarchical Ansatz of Bernardeau & Schaeffer with extended and hyper‐extended perturbation theory to infer values of the tree amplitudes in the highly non‐linear regime.