Permutation and randomization tests for network analysis.
Social Networks（2019）
Abstract
•Permutation tests yield casual interpretations when combined with random assignment.•Permutation tests provide high power against many network generation models.•Test statistics account for edges, clustering, and centrality.•Significant effects found for gene expression consistent with a latent space model.•Female corporate board membership consistent with a scale free network.
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Key words
Randomization,Permutation,Hypothesis testing,Causal inference,Quadratic assignment procedure (QAP),Edge counts,Mahalanobis distance,Coefficient of determination,Clustering,Centrality
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