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Improving hierarchical models of individual differences: An extension of Goldberg’s bass-ackward method.

2023/02/13 by Miriam K. Forbes · 1 voice · 2 citations
Mathematics · Psychology · Agricultural and Biological Sciences · #Statistical Methods and Applications #Cognitive and psychological constructs research #Sensory Analysis and Statistical Methods

paper · doi:10.1037/met0000546

Abstract

levels of the hierarchy: (a) identify and remove redundant elements that perpetuate through multiple levels of the hierarchy; (b) (optionally) identify and remove artefactual elements; and (c) plot the strongest correlations among the remaining elements to identify their hierarchical associations. Together these steps can offer a simpler and more complete picture of the underlying hierarchical structure among a set of observed variables. The rationale for each step is described, illustrated in a hypothetical example and three basic simulations, and then applied in real data. The results are compared with the traditional bass-ackward approach together with agglomerative hierarchical cluster analysis, and a basic tutorial with code is provided to apply the extended bass-ackward approach in other data. (PsycInfo Database Record (c) 2024 APA, all rights reserved).

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