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A representation of exchangeable hierarchies by sampling from random real trees
A hierarchy on a set S , also called a total partition of S , is a collection H of subsets of S such that S ∈ H , each singleton subset of S belongs to H , and if A , B ∈ H then A ∩ B equals either A or B or ∅ . Every exchangeable random hierarchy of positive integers has the same distribution as a...
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Published in: | Probability theory and related fields 2018-10, Vol.172 (1-2), p.1-29 |
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Main Authors: | , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
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Summary: | A
hierarchy
on a set
S
, also called a
total partition of S
, is a collection
H
of subsets of
S
such that
S
∈
H
, each singleton subset of
S
belongs to
H
, and if
A
,
B
∈
H
then
A
∩
B
equals either
A
or
B
or
∅
. Every exchangeable random hierarchy of positive integers has the same distribution as a random hierarchy
H
associated as follows with a random real tree
T
equipped with root element 0 and a random probability distribution
p
on the Borel subsets of
T
: given
(
T
,
p
)
, let
t
1
,
t
2
,
…
be independent and identically distributed according to
p
, and let
H
comprise all singleton subsets of
N
, and every subset of the form
{
j
:
t
j
∈
F
(
x
)
}
as
x
ranges over
T
, where
F
(
x
) is the fringe subtree of
T
rooted at
x
. There is also the alternative characterization: every exchangeable random hierarchy of positive integers has the same distribution as a random hierarchy
H
derived as follows from a random hierarchy
H
on [0, 1] and a family
(
U
j
)
of i.i.d. Uniform [0,1] random variables independent of
H
: let
H
comprise all sets of the form
{
j
:
U
j
∈
B
}
as
B
ranges over the members of
H
. |
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ISSN: | 0178-8051 1432-2064 |
DOI: | 10.1007/s00440-017-0799-4 |