Publication | Open Access
Linear Dependencies Represented by Chain Graphs
257
Citations
30
References
1993
Year
Mathematical ProgrammingEngineeringNetwork AnalysisCovariance EstimationEducationMatrix TheoryLinear DependenciesStructural Graph TheoryMultilinear Subspace LearningMatrix MethodDiscrete MathematicsPrincipal Component AnalysisCovariance MatricesAlgebraic Graph TheoryComponent VariablesMatrix AnalysisFunctional Data AnalysisSignal ProcessingNetwork ScienceGraph TheoryGraph AnalysisEmpirical Examples
Various special linear structures connected with covariance matrices are reviewed and graphical methods for their representation introduced, involving in particular two different kinds of edge between the nodes representing the component variables. The distinction between decomposable and nondecomposable structures is emphasized. Empirical examples are described for the main possibilities with four component variables.
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