Consistent inference of a general model using the pseudolikelihood method

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Consistent inference of a general model using the pseudolikelihood method. / Mozeika, Alexander; Dikmen, Onur; Piili, Joonas.

In: Physical Review E, Vol. 90, No. 1, 010101, 2014, p. 1-3.

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Mozeika, Alexander ; Dikmen, Onur ; Piili, Joonas. / Consistent inference of a general model using the pseudolikelihood method. In: Physical Review E. 2014 ; Vol. 90, No. 1. pp. 1-3.

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@article{d2bbf741239f425996260ffdc562e1ba,
title = "Consistent inference of a general model using the pseudolikelihood method",
abstract = "Recently, a maximum pseudolikelihood (MPL) inference method has been successfully applied to statistical physics models with intractable likelihoods. We use information theory to derive a relation between the pseudolikelihood and likelihood functions. Furthermore, we show the consistency of the pseudolikelihood method for a general model.",
author = "Alexander Mozeika and Onur Dikmen and Joonas Piili",
note = "VK: coin",
year = "2014",
doi = "10.1103/PhysRevE.90.010101",
language = "English",
volume = "90",
pages = "1--3",
journal = "Physical Review E",
issn = "2470-0045",
publisher = "American Physical Society",
number = "1",

}

RIS - Download

TY - JOUR

T1 - Consistent inference of a general model using the pseudolikelihood method

AU - Mozeika, Alexander

AU - Dikmen, Onur

AU - Piili, Joonas

N1 - VK: coin

PY - 2014

Y1 - 2014

N2 - Recently, a maximum pseudolikelihood (MPL) inference method has been successfully applied to statistical physics models with intractable likelihoods. We use information theory to derive a relation between the pseudolikelihood and likelihood functions. Furthermore, we show the consistency of the pseudolikelihood method for a general model.

AB - Recently, a maximum pseudolikelihood (MPL) inference method has been successfully applied to statistical physics models with intractable likelihoods. We use information theory to derive a relation between the pseudolikelihood and likelihood functions. Furthermore, we show the consistency of the pseudolikelihood method for a general model.

UR - http://link.aps.org/doi/10.1103/PhysRevE.90.010101

U2 - 10.1103/PhysRevE.90.010101

DO - 10.1103/PhysRevE.90.010101

M3 - Article

VL - 90

SP - 1

EP - 3

JO - Physical Review E

JF - Physical Review E

SN - 2470-0045

IS - 1

M1 - 010101

ER -

ID: 949601