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Ordered and size-biased frequencies in GEM and Gibbs’ models for species sampling. / Pitman, Jim; Yakubovich, Yuri.
в: Annals of Applied Probability, Том 28, № 3, 01.06.2018, стр. 1793-1820.Результаты исследований: Научные публикации в периодических изданиях › статья › Рецензирование
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TY - JOUR
T1 - Ordered and size-biased frequencies in GEM and Gibbs’ models for species sampling
AU - Pitman, Jim
AU - Yakubovich, Yuri
PY - 2018/6/1
Y1 - 2018/6/1
N2 - We describe the distribution of frequencies ordered by sample values in a random sample of size n from the two parameter GEM(a, ?) random discrete distribution on the positive integers. These frequencies are a (size-a)-biased random permutation of the sample frequencies in either ranked order, or in the order of appearance of values in the sampling process. This generalizes a well-known identity in distribution due to Donnelly and Tavaré [Adv. in Appl. Probab. 18 (1986) 1–19] for a = 0 to the case 0 = a < 1. This description extends to sampling from Gibbs(a) frequencies obtained by suitable conditioning of the GEM(a, ?) model, and yields a value-ordered version of the Chinese restaurant construction of GEM(a, ?) and Gibbs(a) frequencies in the more usual size-biased order of their appearance. The proofs are based on a general construction of a finite sample (X1, . . ., Xn) from any random frequencies in size-biased order from the associated exchangeable random partition 8 of N which they generate.
AB - We describe the distribution of frequencies ordered by sample values in a random sample of size n from the two parameter GEM(a, ?) random discrete distribution on the positive integers. These frequencies are a (size-a)-biased random permutation of the sample frequencies in either ranked order, or in the order of appearance of values in the sampling process. This generalizes a well-known identity in distribution due to Donnelly and Tavaré [Adv. in Appl. Probab. 18 (1986) 1–19] for a = 0 to the case 0 = a < 1. This description extends to sampling from Gibbs(a) frequencies obtained by suitable conditioning of the GEM(a, ?) model, and yields a value-ordered version of the Chinese restaurant construction of GEM(a, ?) and Gibbs(a) frequencies in the more usual size-biased order of their appearance. The proofs are based on a general construction of a finite sample (X1, . . ., Xn) from any random frequencies in size-biased order from the associated exchangeable random partition 8 of N which they generate.
KW - Chinese restaurant construction
KW - GEM distribution
KW - Gibbs’ partitions
KW - Random exchangeable partition
KW - Size-biased order
KW - Species sampling
KW - PRIORS
KW - ALLELES
KW - REPRESENTATION
KW - EXCHANGEABLE RANDOM PARTITIONS
KW - DISTRIBUTIONS
KW - Gibbs' partitions
KW - random exchangeable partition
KW - REVERSIBILITY
KW - DIFFUSION
KW - size-biased order
KW - AGE
UR - http://www.scopus.com/inward/record.url?scp=85048042330&partnerID=8YFLogxK
UR - http://www.mendeley.com/research/ordered-sizebiased-frequencies-gem-gibbs-models-species-sampling
U2 - 10.1214/17-AAP1343
DO - 10.1214/17-AAP1343
M3 - Article
AN - SCOPUS:85048042330
VL - 28
SP - 1793
EP - 1820
JO - Annals of Applied Probability
JF - Annals of Applied Probability
SN - 1050-5164
IS - 3
ER -
ID: 32734430