TY - JOUR
T1 - ERA: A sas macro for extended redundancy analysis
AU - Lovaglio, Pietro Giorgio
AU - Vacca, Gianmarco
PY - 2016
Y1 - 2016
N2 - A new approach to structural equation modeling based on so-called extended redundancy analysis has been recently proposed in the literature, enhanced with the added characteristic of generalizing redundancy analysis and reduced-rank regression models for more than two blocks. In this approach, the relationships between the observed exogenous variables and the observed endogenous variables are moderated by the presence of unobservable composites that were estimated as linear combinations of exogenous variables, permitting a great flexibility to specify and fit a variety of structural relationships. In this paper, we propose the SAS macro %ERA to specify and fit structural relationships in the extended redundancy analysis (ERA) framework. Two examples (simulation and real data) are provided in order to reproduce results appearing in the original article where ERA was proposed.
AB - A new approach to structural equation modeling based on so-called extended redundancy analysis has been recently proposed in the literature, enhanced with the added characteristic of generalizing redundancy analysis and reduced-rank regression models for more than two blocks. In this approach, the relationships between the observed exogenous variables and the observed endogenous variables are moderated by the presence of unobservable composites that were estimated as linear combinations of exogenous variables, permitting a great flexibility to specify and fit a variety of structural relationships. In this paper, we propose the SAS macro %ERA to specify and fit structural relationships in the extended redundancy analysis (ERA) framework. Two examples (simulation and real data) are provided in order to reproduce results appearing in the original article where ERA was proposed.
KW - Alternating least squares
KW - Extended redundancy analysis
KW - Latent components
KW - SAS macro
KW - Software
KW - Statistics and Probability
KW - Statistics, Probability and Uncertainty
KW - Alternating least squares
KW - Extended redundancy analysis
KW - Latent components
KW - SAS macro
KW - Software
KW - Statistics and Probability
KW - Statistics, Probability and Uncertainty
UR - http://hdl.handle.net/10807/120334
UR - https://www.jstatsoft.org/index.php/jss/article/download/v074c01/v74c01.pdf
U2 - 10.18637/jss.v074.c01
DO - 10.18637/jss.v074.c01
M3 - Article
SN - 1548-7660
VL - 74
SP - 1
EP - 19
JO - Journal of Statistical Software
JF - Journal of Statistical Software
ER -