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Power laws in the Roman Empire: a survival analysis

The Roman Empire shaped western civilization, and many Roman principles are embodied in modern institutions. Although its political institutions proved both resilient and adaptable, allowing it to incorporate diverse populations, the Empire suffered from many conflicts. Indeed, most emperors died vi...

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Detalles Bibliográficos
Autores principales: Ramos, P. L., Costa, L. F., Louzada, F., Rodrigues, F. A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8316818/
https://www.ncbi.nlm.nih.gov/pubmed/34350022
http://dx.doi.org/10.1098/rsos.210850
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author Ramos, P. L.
Costa, L. F.
Louzada, F.
Rodrigues, F. A.
author_facet Ramos, P. L.
Costa, L. F.
Louzada, F.
Rodrigues, F. A.
author_sort Ramos, P. L.
collection PubMed
description The Roman Empire shaped western civilization, and many Roman principles are embodied in modern institutions. Although its political institutions proved both resilient and adaptable, allowing it to incorporate diverse populations, the Empire suffered from many conflicts. Indeed, most emperors died violently, from assassination, suicide or in battle. These conflicts produced patterns in the length of time that can be identified by statistical analysis. In this paper, we study the underlying patterns associated with the reign of the Roman emperors by using statistical tools of survival data analysis. We consider all the 175 Roman emperors and propose a new power-law model with change points to predict the time-to-violent-death of the Roman emperors. This model encompasses data in the presence of censoring and long-term survivors, providing more accurate predictions than previous models. Our results show that power-law distributions can also occur in survival data, as verified in other data types from natural and artificial systems, reinforcing the ubiquity of power-law distributions. The generality of our approach paves the way to further related investigations not only in other ancient civilizations but also in applications in engineering and medicine.
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spelling pubmed-83168182021-08-03 Power laws in the Roman Empire: a survival analysis Ramos, P. L. Costa, L. F. Louzada, F. Rodrigues, F. A. R Soc Open Sci Mathematics The Roman Empire shaped western civilization, and many Roman principles are embodied in modern institutions. Although its political institutions proved both resilient and adaptable, allowing it to incorporate diverse populations, the Empire suffered from many conflicts. Indeed, most emperors died violently, from assassination, suicide or in battle. These conflicts produced patterns in the length of time that can be identified by statistical analysis. In this paper, we study the underlying patterns associated with the reign of the Roman emperors by using statistical tools of survival data analysis. We consider all the 175 Roman emperors and propose a new power-law model with change points to predict the time-to-violent-death of the Roman emperors. This model encompasses data in the presence of censoring and long-term survivors, providing more accurate predictions than previous models. Our results show that power-law distributions can also occur in survival data, as verified in other data types from natural and artificial systems, reinforcing the ubiquity of power-law distributions. The generality of our approach paves the way to further related investigations not only in other ancient civilizations but also in applications in engineering and medicine. The Royal Society 2021-07-28 /pmc/articles/PMC8316818/ /pubmed/34350022 http://dx.doi.org/10.1098/rsos.210850 Text en © 2021 The Authors. https://creativecommons.org/licenses/by/4.0/Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, provided the original author and source are credited.
spellingShingle Mathematics
Ramos, P. L.
Costa, L. F.
Louzada, F.
Rodrigues, F. A.
Power laws in the Roman Empire: a survival analysis
title Power laws in the Roman Empire: a survival analysis
title_full Power laws in the Roman Empire: a survival analysis
title_fullStr Power laws in the Roman Empire: a survival analysis
title_full_unstemmed Power laws in the Roman Empire: a survival analysis
title_short Power laws in the Roman Empire: a survival analysis
title_sort power laws in the roman empire: a survival analysis
topic Mathematics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8316818/
https://www.ncbi.nlm.nih.gov/pubmed/34350022
http://dx.doi.org/10.1098/rsos.210850
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