articleEcosphereAug 1, 2012GOLD OA

Guidelines for a graph‐theoretic implementation of structural equation modeling

United States Geological Survey · University of Wisconsin–Stout · +1 more institution

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Abstract

Structural equation modeling (SEM) is increasingly being chosen by researchers as a framework for gaining scientific insights from the quantitative analyses of data. New ideas and methods emerging from the study of causality, influences from the field of graphical modeling, and advances in statistics are expanding the rigor, capability, and even purpose of SEM. Guidelines for implementing the expanded capabilities of SEM are currently lacking. In this paper we describe new developments in SEM that we believe constitute a third‐generation of the methodology. Most characteristic of this new approach is the generalization of the structural equation model as a causal graph. In this generalization, analyses are…

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Authors

7

Topics & keywords

Keywords
  • Structural equation modeling
  • Computer science
  • Generalization
  • Probabilistic logic
  • Causality (physics)
  • Graph
  • Graphical model
  • Model selection
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