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Author: Seo, Juwon
Resulting in 1 citation.
1. Choi, Ji Yeh
Seo, Juwon
Copula-Based Redundancy Analysis
Multivariate Behavioral Research published online (26 July 2021): DOI: 10.1080/00273171.2021.1941729.
Also: https://www.tandfonline.com/doi/full/10.1080/00273171.2021.1941729
Cohort(s): Children of the NLSY79
Publisher: Taylor & Francis
Keyword(s): Behavior Problems Index (BPI); Children, Academic Development; Home Observation for Measurement of Environment (HOME); Modeling; Peabody Individual Achievement Test (PIAT- Math); Peabody Individual Achievement Test (PIAT- Reading); Statistical Analysis

Extended Redundancy Analysis (ERA) has recently been developed and widely applied to investigate component regression models. In this paper, we propose Copula-based Redundancy Analysis (CRA) to improve the performance of regression-based ERA. Our simulation results indicate that CRA is significantly superior to the regression-based ERA. We also discuss how to modify CRA to accommodate models with discrete, censored, truncated outcome variables, or a combination thereof, where ERA cannot be employed. For applications, we provide two empirical analyses: one on academic achievement and one on drug use and health.
Bibliography Citation
Choi, Ji Yeh and Juwon Seo. "Copula-Based Redundancy Analysis." Multivariate Behavioral Research published online (26 July 2021): DOI: 10.1080/00273171.2021.1941729.