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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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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. |
format | Online Article Text |
id | pubmed-4274013 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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