A Simple Analytic Approach to Regression with or without Interaction Terms: Integrating the Covariance Structure Model and the Delta Method

-scores are included. Two numeric examples are used to compare our analytic approach with the existing methods, and simulation studies are conducted to further evaluate the performances of regular regression, our analytic approach, and the nonparametric bootstrap procedure at finite sample sizes. It is found that (1) regular regression performs well only when the variances of predictor variables are small, (2) our analytic approach performs well at the sample size of 200 or larger, and (3) the nonparametric bootstrap procedure performs (almost) perfectly in all conditions.

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Publication Details

Journal
Psychometrika
Published
2026-04-22
DOI
https://doi.org/10.1017/psy.2026.10107
Primary Topic
Advanced Statistical Methods and Models
Type
article
Field-Weighted Citation Impact
0.00
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article

A Simple Analytic Approach to Regression with or without Interaction Terms: Integrating the Covariance Structure Model and the Delta Method

Sunthud Pornprasertmanit, Suppanut Sriutaisuk, Фэй Гу, Mike Cheung et al.
Psychometrika
Advanced Statistical Methods and Models
article

A Simple Analytic Approach to Regression with or without Interaction Terms: Integrating the Covariance Structure Model and the Delta Method

Sunthud Pornprasertmanit, Suppanut Sriutaisuk, Фэй Гу, Mike Cheung, Yao Zheng, Piyawong Punjatewakupt, Mahachai Sattayathamrongthian
article en

Abstract

-scores are included. Two numeric examples are used to compare our analytic approach with the existing methods, and simulation studies are conducted to further evaluate the performances of regular regression, our analytic approach, and the nonparametric bootstrap procedure at finite sample sizes. It is found that (1) regular regression performs well only when the variances of predictor variables are small, (2) our analytic approach performs well at the sample size of 200 or larger, and (3) the nonparametric bootstrap procedure performs (almost) perfectly in all conditions.

Psychometrika
Thammasat University (TH), University of Alberta (CA), Chulalongkorn University (TH), National University of Singapore (SG), Rajamangala University of Technology Rattanakosin (TH)
Openalex Percentile: Top 11%
Advanced Statistical Methods and Models
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A Simple Analytic Approach to Regression with or without Interaction Terms: Integrating the Covariance Structure Model and the Delta Method — Sunthud Pornprasertmanit, Suppanut Sriutaisuk, et al. · Psychometrika (2026) | TGRS Research Map | TGRS