On Exchangeability in Network Models

Research output: Contribution to journalJournal articleResearchpeer-review

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On Exchangeability in Network Models. / Lauritzen, Steffen L.; Rinaldo, Alessandro; Sadeghi, Kayvan.

In: Journal of Algebraic Statistics, Vol. 10, No. 1, 12.04.2019, p. 85-114.

Research output: Contribution to journalJournal articleResearchpeer-review

Harvard

Lauritzen, SL, Rinaldo, A & Sadeghi, K 2019, 'On Exchangeability in Network Models', Journal of Algebraic Statistics, vol. 10, no. 1, pp. 85-114. https://doi.org/10.18409/jas.v10i1.73

APA

Lauritzen, S. L., Rinaldo, A., & Sadeghi, K. (2019). On Exchangeability in Network Models. Journal of Algebraic Statistics, 10(1), 85-114. https://doi.org/10.18409/jas.v10i1.73

Vancouver

Lauritzen SL, Rinaldo A, Sadeghi K. On Exchangeability in Network Models. Journal of Algebraic Statistics. 2019 Apr 12;10(1):85-114. https://doi.org/10.18409/jas.v10i1.73

Author

Lauritzen, Steffen L. ; Rinaldo, Alessandro ; Sadeghi, Kayvan. / On Exchangeability in Network Models. In: Journal of Algebraic Statistics. 2019 ; Vol. 10, No. 1. pp. 85-114.

Bibtex

@article{86159650156b4b8483580a26db5feed5,
title = "On Exchangeability in Network Models",
abstract = "We derive representation theorems for exchangeable distributions on finite and infinite graphs using elementary arguments based on geometric and graph-theoretic concepts. Our results elucidate some of the key differences, and their implications, between statistical network models that are finitely exchangeable and models that define a consistent sequence of probability distributions on graphs of increasing size. ",
author = "Lauritzen, {Steffen L.} and Alessandro Rinaldo and Kayvan Sadeghi",
year = "2019",
month = apr,
day = "12",
doi = "10.18409/jas.v10i1.73",
language = "English",
volume = "10",
pages = "85--114",
journal = "Journal of Algebraic Statistics",
issn = "1309-3452",
publisher = "Journal of Algebraic Statistics",
number = "1",

}

RIS

TY - JOUR

T1 - On Exchangeability in Network Models

AU - Lauritzen, Steffen L.

AU - Rinaldo, Alessandro

AU - Sadeghi, Kayvan

PY - 2019/4/12

Y1 - 2019/4/12

N2 - We derive representation theorems for exchangeable distributions on finite and infinite graphs using elementary arguments based on geometric and graph-theoretic concepts. Our results elucidate some of the key differences, and their implications, between statistical network models that are finitely exchangeable and models that define a consistent sequence of probability distributions on graphs of increasing size.

AB - We derive representation theorems for exchangeable distributions on finite and infinite graphs using elementary arguments based on geometric and graph-theoretic concepts. Our results elucidate some of the key differences, and their implications, between statistical network models that are finitely exchangeable and models that define a consistent sequence of probability distributions on graphs of increasing size.

U2 - 10.18409/jas.v10i1.73

DO - 10.18409/jas.v10i1.73

M3 - Journal article

VL - 10

SP - 85

EP - 114

JO - Journal of Algebraic Statistics

JF - Journal of Algebraic Statistics

SN - 1309-3452

IS - 1

ER -

ID: 216382223