Evidence map›Paper›PMID 39705259›Full record

ArticlePloS one2024

Balance correlations, agentic zeros, and networks: The structure of 192 years of war and peace.

David Dekker, David Krackhardt, Patrick Doreian, Pavel N Krivitsky

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In one paragraph

Article in PloS one, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

David DekkerEdinburgh Business School, Heriot-Watt University, Edinburgh, United Kingdom.ORCID 0000-0002-3800-0925
David KrackhardtHeinz College and Tepper Business School, Carnegie Mellon University, Pittsburgh, PA, United States of America.
Patrick DoreianFaculty of Social Sciences, University of Ljubljana, Ljubljana, Slovenia.
Pavel N KrivitskyUniversity of New South Wales, Sydney, Australia.ORCID 0000-0002-9101-3362

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Social network extensions of Heider's balance theory have led to a plethora of adaptations, often inconsistent with Heider and each other. We present a general model that permits the description and testing of specific balance theoretic predictions as Heider had originally proposed them. We formulate balance statements as a comparison of two conditional probabilities of a tie: [Formula: see text], conditioned on 2-path relations [Formula: see text] vs. their counterfactual negation, [Formula: see text]. Here q, r and s, are indices that identify elements in a set of mutually exclusive and exhaustive relations in a multigraph (their sum produces a complete graph). This relaxes the dichotomous assumption of a signed graph. We identify neutral ties distinctive from negative and positive ties and convert the underlying signed graph into a restricted multigraph. The point-biserial correlations of relation q with the count of 2-paths (through relations r and s) describe the difference in conditional probabilities, or the prevalence for any stipulated balance configuration. In total 18 such unique balance correlations are identified for any trichotomous multigraph, although 27 theoretical statements exist. Two major advantages of balance correlations are: direct comparison between any two correlations over time, even if network sizes and densities differ; and the evaluation of specific balanced and unbalanced behaviors and predictions. We apply the model to a large data set consisting of friendly vs hostile relations between countries from 1816 to 2007. We find strong evidence for one of the balance statements, and virtually no evidence for unbalanced predictions. However, there is ample stable evidence that "neutral" ties are important in balancing the relations among nations. Results suggest that prevalence of balance-driven behavior varies over time. Indeed, other behaviors may prevail in certain eras.

Indexed as

Models, TheoreticalHistory, 20th CenturyHumansProbabilitySocial NetworkingWarfare

Identifiers

PMID39705259
PMCPMC11661612

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.