A New Algorithm for Computing Disjoint Orthogonal Components in the Parallel Factor Analysis Model with Simulations and Applications to Real-World Data

A New Algorithm for Computing Disjoint Orthogonal Components in the Parallel Factor Analysis Model with Simulations and Applications to Real-World Data

In this paper, we extend the use of disjoint orthogonal components to three-way table analysis with the parallel factor analysis model. Traditional methods, such as scaling, orthogonality constraints, non-negativity constraints, and sparse techniques, do not guarantee that interpretable loading matr...

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Bibliographic Details
Main Authors: Carlos Martin-Barreiro, John A. Ramirez-Figueroa, Xavier Cabezas, Victor Leiva, Ana Martin-Casado, M. Purificación Galindo-Villardón
Format: Article
Language:English
Published: MDPI AG 2021-08-01
Series:Mathematics
Subjects:
degeneracy
disjoint components
heuristic algorithms
Parafac model
PCA
R software
Online Access:https://www.mdpi.com/2227-7390/9/17/2058

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