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Stability of centrality measures in valued networks regarding different actor non-response treatments and macro-network structures
by
DOREIAN, PATRICK
, ŽNIDARŠIČ, ANJA
, FERLIGOJ, ANUŠKA
in
Center and periphery
/ Errors
/ Mathematics
/ Missing data
/ Network centrality
/ Popularity
/ Respondents
/ Response rates
/ Responses
/ Social networks
/ Social sciences
/ Sociology
/ Statistics
/ Treatment methods
2018
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Stability of centrality measures in valued networks regarding different actor non-response treatments and macro-network structures
by
DOREIAN, PATRICK
, ŽNIDARŠIČ, ANJA
, FERLIGOJ, ANUŠKA
in
Center and periphery
/ Errors
/ Mathematics
/ Missing data
/ Network centrality
/ Popularity
/ Respondents
/ Response rates
/ Responses
/ Social networks
/ Social sciences
/ Sociology
/ Statistics
/ Treatment methods
2018
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While trying to remove the title from your shelf something went wrong :( Kindly try again later!
Do you wish to request the book?
Stability of centrality measures in valued networks regarding different actor non-response treatments and macro-network structures
by
DOREIAN, PATRICK
, ŽNIDARŠIČ, ANJA
, FERLIGOJ, ANUŠKA
in
Center and periphery
/ Errors
/ Mathematics
/ Missing data
/ Network centrality
/ Popularity
/ Respondents
/ Response rates
/ Responses
/ Social networks
/ Social sciences
/ Sociology
/ Statistics
/ Treatment methods
2018
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Stability of centrality measures in valued networks regarding different actor non-response treatments and macro-network structures
Journal Article
Stability of centrality measures in valued networks regarding different actor non-response treatments and macro-network structures
2018
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Overview
Social network data are prone to errors regardless their source. This paper focuses on missing data due to actor non-response in valued networks. If actors refuse to provide information, all values for outgoing ties are missing. Partially observed incoming ties to non-respondents and all other patterns for ties between members of the network can be used to impute missing outgoing ties. Many centrality measures are used to determine the most prominent actors inside the network. Using treatments for actor non-response enables us to estimate better the centrality scores of all actors regarding their popularity or prominence. Simulations using initial known blockmodel structures based on three most frequently occurring macro-network structures: cohesive subgroups, core-periphery models, and hierarchical structures were used to evaluate the relative merits of the treatments for non-response. The results indicate that the amount of non-respondents, the type of underlying macro-structure, and the employed treatment have an impact on centrality scores. Regardless of the underlying network structure, the median of the 3-nearest neighbors based on incoming ties performs the best. The adequacy (or not) of the other non-response treatments is contingent on the network macro-structure.
Publisher
Cambridge University Press
Subject
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