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Systemic Testing on Bradley-Terry Model against Nonlinear Ranking Hierarchy

We take a system point of view toward constructing any power or ranking hierarchy onto a society of human or animal players. The most common hierarchy is the linear ranking, which is habitually used in nearly all real-world problems. A stronger version of linear ranking via increasing and unvarying...

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Detalles Bibliográficos
Autores principales: Shev, Aaron, Fujii, Kevin, Hsieh, Fushing, McCowan, Brenda
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4274013/
https://www.ncbi.nlm.nih.gov/pubmed/25531899
http://dx.doi.org/10.1371/journal.pone.0115367
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author Shev, Aaron
Fujii, Kevin
Hsieh, Fushing
McCowan, Brenda
author_facet Shev, Aaron
Fujii, Kevin
Hsieh, Fushing
McCowan, Brenda
author_sort Shev, Aaron
collection PubMed
description We take a system point of view toward constructing any power or ranking hierarchy onto a society of human or animal players. The most common hierarchy is the linear ranking, which is habitually used in nearly all real-world problems. A stronger version of linear ranking via increasing and unvarying winning potentials, known as Bradley-Terry model, is particularly popular. Only recently non-linear ranking hierarchy is discussed and developed through recognition of dominance information contents beyond direct dyadic win-and-loss. We take this development further by rigorously arguing for the necessity of accommodating system's global pattern information contents, and then introducing a systemic testing on Bradley-Terry model. Our test statistic with an ensemble based empirical distribution favorably compares with the Deviance test equipped with a Chi-squared asymptotic approximation. Several simulated and real data sets are analyzed throughout our development.
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spelling pubmed-42740132014-12-31 Systemic Testing on Bradley-Terry Model against Nonlinear Ranking Hierarchy Shev, Aaron Fujii, Kevin Hsieh, Fushing McCowan, Brenda PLoS One Research Article We take a system point of view toward constructing any power or ranking hierarchy onto a society of human or animal players. The most common hierarchy is the linear ranking, which is habitually used in nearly all real-world problems. A stronger version of linear ranking via increasing and unvarying winning potentials, known as Bradley-Terry model, is particularly popular. Only recently non-linear ranking hierarchy is discussed and developed through recognition of dominance information contents beyond direct dyadic win-and-loss. We take this development further by rigorously arguing for the necessity of accommodating system's global pattern information contents, and then introducing a systemic testing on Bradley-Terry model. Our test statistic with an ensemble based empirical distribution favorably compares with the Deviance test equipped with a Chi-squared asymptotic approximation. Several simulated and real data sets are analyzed throughout our development. Public Library of Science 2014-12-22 /pmc/articles/PMC4274013/ /pubmed/25531899 http://dx.doi.org/10.1371/journal.pone.0115367 Text en © 2014 Shev et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Shev, Aaron
Fujii, Kevin
Hsieh, Fushing
McCowan, Brenda
Systemic Testing on Bradley-Terry Model against Nonlinear Ranking Hierarchy
title Systemic Testing on Bradley-Terry Model against Nonlinear Ranking Hierarchy
title_full Systemic Testing on Bradley-Terry Model against Nonlinear Ranking Hierarchy
title_fullStr Systemic Testing on Bradley-Terry Model against Nonlinear Ranking Hierarchy
title_full_unstemmed Systemic Testing on Bradley-Terry Model against Nonlinear Ranking Hierarchy
title_short Systemic Testing on Bradley-Terry Model against Nonlinear Ranking Hierarchy
title_sort systemic testing on bradley-terry model against nonlinear ranking hierarchy
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4274013/
https://www.ncbi.nlm.nih.gov/pubmed/25531899
http://dx.doi.org/10.1371/journal.pone.0115367
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