Title | ||
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The effect of data pre-processing on understanding the evolution of collaboration networks. |
Abstract | ||
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•Author names were disambiguated by algorithm, all-, and first-initial of given name.•Algorithmic disambiguation approximated the ground-truth better than initial methods.•Initial methods distorted size, degree, distance, and clustering of coauthor network.•Distortion of network properties by initial methods got severe over time.•Initial methods produced degree distributions seemingly following a power law. |
Year | DOI | Venue |
---|---|---|
2015 | 10.1016/j.joi.2015.01.002 | Journal of Informetrics |
Keywords | Field | DocType |
Collaboration network,Network evolution,Name ambiguity,Disambiguation | Data science,Information system,Data mining,Graph,Computer science,Data pre-processing,Social processes,Clustering coefficient,Metrics | Journal |
Volume | Issue | ISSN |
9 | 1 | 1751-1577 |
Citations | PageRank | References |
8 | 0.48 | 19 |
Authors | ||
2 |
Name | Order | Citations | PageRank |
---|---|---|---|
Jinseok Kim | 1 | 51 | 6.74 |
Jana Diesner | 2 | 216 | 24.38 |