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Features of the Correlation Structure of Price Indices

What are the features of the correlation structure of price indices? To answer this question, 5 types of price indices, including 195 specific price indices from 2003 to 2011, were selected as sample data. To build a weighted network of price indices each price index is represented by a vertex, and...

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Detalles Bibliográficos
Autores principales: Gao, Xiangyun, An, Haizhong, Zhong, Weiqiong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3620382/
https://www.ncbi.nlm.nih.gov/pubmed/23593399
http://dx.doi.org/10.1371/journal.pone.0061091
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author Gao, Xiangyun
An, Haizhong
Zhong, Weiqiong
author_facet Gao, Xiangyun
An, Haizhong
Zhong, Weiqiong
author_sort Gao, Xiangyun
collection PubMed
description What are the features of the correlation structure of price indices? To answer this question, 5 types of price indices, including 195 specific price indices from 2003 to 2011, were selected as sample data. To build a weighted network of price indices each price index is represented by a vertex, and a positive correlation between two price indices is represented by an edge. We studied the features of the weighted network structure by applying economic theory to the analysis of complex network parameters. We found that the frequency of the price indices follows a normal distribution by counting the weighted degrees of the nodes, and we identified the price indices which have an important impact on the network's structure. We found out small groups in the weighted network by the methods of k-core and k-plex. We discovered structure holes in the network by calculating the hierarchy of the nodes. Finally, we found that the price indices weighted network has a small-world effect by calculating the shortest path. These results provide a scientific basis for macroeconomic control policies.
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spelling pubmed-36203822013-04-16 Features of the Correlation Structure of Price Indices Gao, Xiangyun An, Haizhong Zhong, Weiqiong PLoS One Research Article What are the features of the correlation structure of price indices? To answer this question, 5 types of price indices, including 195 specific price indices from 2003 to 2011, were selected as sample data. To build a weighted network of price indices each price index is represented by a vertex, and a positive correlation between two price indices is represented by an edge. We studied the features of the weighted network structure by applying economic theory to the analysis of complex network parameters. We found that the frequency of the price indices follows a normal distribution by counting the weighted degrees of the nodes, and we identified the price indices which have an important impact on the network's structure. We found out small groups in the weighted network by the methods of k-core and k-plex. We discovered structure holes in the network by calculating the hierarchy of the nodes. Finally, we found that the price indices weighted network has a small-world effect by calculating the shortest path. These results provide a scientific basis for macroeconomic control policies. Public Library of Science 2013-04-08 /pmc/articles/PMC3620382/ /pubmed/23593399 http://dx.doi.org/10.1371/journal.pone.0061091 Text en © 2013 Gao 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
Gao, Xiangyun
An, Haizhong
Zhong, Weiqiong
Features of the Correlation Structure of Price Indices
title Features of the Correlation Structure of Price Indices
title_full Features of the Correlation Structure of Price Indices
title_fullStr Features of the Correlation Structure of Price Indices
title_full_unstemmed Features of the Correlation Structure of Price Indices
title_short Features of the Correlation Structure of Price Indices
title_sort features of the correlation structure of price indices
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3620382/
https://www.ncbi.nlm.nih.gov/pubmed/23593399
http://dx.doi.org/10.1371/journal.pone.0061091
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