
A note on residual allocation models
Shui FENG
Front. Math. China ›› 2021, Vol. 16 ›› Issue (2) : 381-394.
A note on residual allocation models
Residual allocation models (RAMs) arise in many subjects including Bayesian statistics, combinatorics, ecology, finance, information theory, machine learning, and population genetics. In this paper, we give a brief review of RAM and presents a few examples where the model arises. An extended discussion will focus a concrete model, the GEM distribution, and its ordered analogue, the Poisson-Dirichlet distribution. The paper concludes with a discussion of the GEM process.
GEM distribution / Poisson-Dirichlet distribution / stick-breaking / GEM process
[1] |
Ewens W J. Mathematical Population Genetics, Vol I. New York: Springer-Verlag, 2004
CrossRef
Google scholar
|
[2] |
Feng S. The Poisson-Dirichlet Distribution and Related Topics. Heidelberg: Springer, 2010
CrossRef
Google scholar
|
[3] |
Feng S, Wang F Y. A class of infinite-dimensional diffusion processes with connection to population genetics. J Appl Probab, 2007, 44: 938–949
CrossRef
Google scholar
|
[4] |
Ferguson T S. A Baysian analysis of some nonparametric problems. Ann Statist, 1973, 1: 209–230
CrossRef
Google scholar
|
[5] |
Fisher R A, Corbet A S, Williams C B. (1943). The relation between the number of species and the number of individuals in a random sample of an animal population. J Animal Ecology, 1943, 12: 42–58
CrossRef
Google scholar
|
[6] |
Griffiths R C. Exact sampling distribution from the infinite neutral alleles models. Adv in Appl Probab, 1979, 11: 326–354
CrossRef
Google scholar
|
[7] |
Halmos P R. Random alms. Ann Math Statist, 1944, 15: 182–189
CrossRef
Google scholar
|
[8] |
Herfindahl O C. Concentration in the U.S. Steel Industry. Doctoral Dissertation. Columbia University, 1950
|
[9] |
Hirschman A O. National Power and the Structure of Foreign Trade. Berkeley: Univ of California Press, 1945
|
[10] |
McCloskey J W. A Model for the Distribution of Individuals by Species in an Environ- ment. Ph D Thesis, Michigan State Univ, 1965
|
[11] |
Pitman J, Yor M. The two-parameter Poisson-Dirichlet distribution derived from a stable subordinator. Ann Probab, 1997, 25(2): 855–900
CrossRef
Google scholar
|
[12] |
Rasmussen C D. The infinite Gaussian mixture model. In: Solla S A, Leen T K, Müller K-R, eds. Advances in Neutral Information Processing Systems, 12. Boston: MIT Press, 2000, 554–560
|
[13] |
Sethuraman J A. A constructive definition of Dirichlet priors. Statist Sinica, 1994, 4: 639–650
|
[14] |
Shepp L A, Lloyd S P. Ordered cycle length in a random permutation. Trans Amer Math Soc, 1966, 121: 340–357
CrossRef
Google scholar
|
[15] |
Simpson E H. Measurement of diversity. Nature, 1949, 163: 688–688
CrossRef
Google scholar
|
[16] |
Teh Y W, Jordon M I, Beal M J, Blei D M. Hierarchical Dirichlet processes. J Amer Statist Assoc, 2006, 101: 1566–1581
CrossRef
Google scholar
|
[17] |
Vershik A M. The asymptotic distribution of factorizations of natural numbers into prime divisors. Soviet Math Dokl, 1986, 34: 57–61
|
/
〈 |
|
〉 |