Are social equivalences ever regular? Permutation and exact tests

JP Boyd, Kai J. Jonas

Research output: Contribution to journalArticleAcademicpeer-review

Abstract

A regular equivalence on a relation induces matrix blocks that are either 0-blocks or regular-blocks, where a regular-block contains at least one positive entry in each row and column. The authors devise both a permutation test and an exact statistical test that separates these two aspects of regular equivalence, 0-blocks and regular-blocks. To test for the regular-block property, the natural test statistic is the number of rows and columns within each purported regular-block that fail to meet the criteria of having at least one positive entry. This statistic is computed for permutations that fix each regular-block as a whole (alternatively, within each sub-row), except for diagonal blocks, for which the diagonal entries are individually fixed. The exact test is derived by assuming that the number of zeros in each block is fixed and that each permutation of zeros is uniformly distributed. This implies that the probability of finding, say, k zeros in a given set of rows and columns follows the hypergeometric distribution, known in physics as the Fermi-Dirac statistics. These results from the separate blocks are combined by convolution to give the distribution of k zero vectors in the matrix as a whole. These tests were applied to data sets from Sampson's Monastery, Wasserman and Faust's Countries Trade Networks, Krackhardt's High-Tech Managers, and B.J. Cole's Dominance Hierarchies in Leptothorax ants. In all four cases, the 0-blocks were very significant, having only a tiny fraction of permutations with fewer errors than was found in the data. With the regular-blocks, however, there was no significant relation in the Countries data and a significant overall tendency in the other three data sets toward having more departures from regular 1-blocks in the data than in the permuted matrices. (C) 2001 Elsevier Science B.V. All rights reserved.
Original languageEnglish
Pages (from-to)87-123
Number of pages37
JournalSocial Networks
Volume23
Issue number2
DOIs
Publication statusPublished - 1 May 2001
Externally publishedYes

Keywords

  • Fermi-Dirac statistics
  • regular equivalence
  • permutation tests
  • exact tests

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