Last update: Sep 25, 2023
Conceptual Discussions
- Cho, G., Sarstedt, M., & Hwang, H (2022). A comparative evaluation of factor- and component-based structural equation modeling methods under (in)consistent construct representations. British Journal of Mathematical and Statistical Psychology, 75(2), 220-251.
- Cho, G.*, & Choi, J. Y. (2020). An empirical comparison of generalized structured component analysis and partial least squares path modeling under variance-based structural equation models. Behaviormetrika, 47(1), 243–272.
Methodological Development
- Cho, G., & Hwang, H (2023). Deep learning generalized structured component analysis: An interpretable artificial neural network model with composite indexes, Structural Equation Modeling: A Multidisciplinary Journal Multivariate Behavioral Research. Advance online publication.
- Cho, G.*, & Hwang, H. (2023). Structured factor analysis: A data matrix-based alternative approach to structural equation modeling, Structural Equation Modeling: A Multidisciplinary Journal, 30(3), 364-377.
- Hwang, H., Cho, G., Jung, K., Falk, C., Flake, J., Jin, M., & Lee, S. H. (2021). An approach to structural equation modeling with both factors and components: Integrated generalized structured component analysis. Psychological Methods, 26(3), 273–294.
- Hwang, H., Cho, G., Jin, M. J., Ryoo, J. H., Choi, Y., & Lee, S. H. (2021). A knowledge-based multivariate statistical method for examining gene-brain-behavioral/cognitive relationships: Imaging genetics generalized structured component analysis. PloS One, 16(3), e0247592.
- Hwang, H., & Cho, G. (2020). Global least squares path modeling: A full-information alternative to partial least squares path modeling. Psychometrika, 85, 947-972.
Methodological Tools and Resources
- Cho, G.*, Hwang, H., Sarstedt, M., & Ringle, C. (2020). Cutoff criteria for overall model fit indexes in generalized structured component analysis. Journal of Marketing Analytics, 8, 189–202.
- Cho, G., Schlägel, C., Hwang, H., Choi, Y., Sarstedt, M., & Ringle, C. (2022). Integrated generalized structured component analysis: On the use of model fit criteria in international management research, Management International Review, 62, 569-609.
- Cho, G., Hwang, H., Sarstedt, M, & Ringle, C. (2022). A prediction-oriented model search algorithm for generalized structured component analysis, Structural Equation Modeling: A Multidisciplinary Journal, 29(4), 611-619.
- Cho, G., Jung, K., & Hwang, H. (2019). Out-of-bag prediction error: A cross validation index for generalized structured component analysis. Multivariate Behavioral Research, 54, 505-513.
- Jung, K., Lee, J., Gupta, V., & Cho, G. (2019). Comparison of bootstrap confidence interval methods for GSCA using a Monte Carlo simulation. Frontiers in Psychology, 10, 2215.
Comparative and Evaluative Studies
- Cho, G., Kim, S., Lee J., Sarstedt, M., Ringle, C., & Hwang, H. (2023). A comparative study of the predictive power of component-based approaches to structural equation modeling, European Journal of Marketing, 57(6), 1641-1661.
- Cho, G., Sarstedt, M., & Hwang, H (2022). A comparative evaluation of factor- and component-based structural equation modeling methods under (in)consistent construct representations. British Journal of Mathematical and Statistical Psychology, 75(2), 220-251.
- Cho, G.*, & Choi, J. Y. (2020). An empirical comparison of generalized structured component analysis and partial least squares path modeling under variance-based structural equation models. Behaviormetrika, 47(1), 243–272.
Tutorials
- Hwang, H., Sarstedt, M., Cho, G., Choo, H., & Ringle, C. (2023). A primer on integrated generalized structured component analysis. European Business Review, 35(3), 261-284.
Review Papers
- Cho, G., Yim, J., Choi, Y., Ko, J., & Lee, S.-H. (2019). Review of machine learning algorithms for diagnosing mental illness. Psychiatry Investigation, 16(4), 262–269.
Applications
- Park, J., Lee, E., Cho, G., Hwang, H., Joo, Y., & Cha, J (2023). Gene-environment causal pathway to impoverished cognitive development contributes to psychotic-like experience in children, eLife, 12:RP88117.
- Fakfare, P., Cho, G., Hwang, H., & Manosuthi, N. (2021). Examining the sensory impressions, value perception, and behavioral responses of tourists: The case of floating markets in Thailand. Journal of Travel & Tourism Marketing, 38(7), 666–681.
- Cho, G., Choi, Y., & Kim, J.-H. (2020). Investigating the unintended consequences of the high school equalization policy on the housing market. Sustainability, 12(20).
- Kim, Y., Park, Y., Cho, G., Park, K., Kim, S.-H., Baik, S. Y., … Choi, K.-H. (2018). Screening tool for anxiety disorders: development and validation of the Korean anxiety screening assessment. Psychiatry Investigation, 15(11), 1053–1063.
- Choi, Y., Kim, J., & Cho, G. (2017). A study on the interrelationship among interest rate, housing consumer sentiment and housing market using SVAR model [in Korean]. The Korea Spatial Planning Review, 95, 3-20.
* Corresponding author