@article{conditional-mediation-gsca,
  title = {A Practical Guide to Conditional Mediation Analysis with GSCA: Method, Simulation, and Software},
  author = {In-Hyun Baek and Gyeongcheol Cho and Heungsun Hwang},
  year = {2026},
  journal = {Structural Equation Modeling: A Multidisciplinary Journal},
  doi = {10.1080/10705511.2026.2674637},
  url = {https://psychematrica.org/publications/conditional-mediation-gsca/}
}

@misc{data-matrix-goodness-of-fit,
  title = {Data-Matrix-Based Overall Goodness-of-Fit Testing for Confirmatory Factor Analysis: In-Sample Prediction Error for Observed Variables},
  author = {Young Ze Kim and Gyeongcheol Cho and Hanjoe Kim},
  year = {2026},
  doi = {10.31234/osf.io/wav2b_v1},
  url = {https://psychematrica.org/publications/data-matrix-goodness-of-fit/}
}

@article{recidivism-bayesian-networks,
  title = {Modeling conditional dependencies between recidivism and cognitive emotion regulation strategies among prisoners using a Bayesian network with interpretable summary indexes},
  author = {Choi, Y. and Cho, G.},
  year = {2026},
  journal = {PLOS One},
  volume = {21},
  pages = {e0352880},
  doi = {10.1371/journal.pone.0352880},
  url = {https://psychematrica.org/publications/recidivism-bayesian-networks/}
}

@article{power-analysis-gsca,
  title = {Power Analysis in Generalized Structured Component Analysis: Implementation in GSCA Pro},
  author = {Shen, Z. and Baek, I.-H. and Cho, G. and Hwang, H.},
  year = {2026},
  journal = {Structural Equation Modeling: A Multidisciplinary Journal},
  volume = {33},
  pages = {638--647},
  doi = {10.1080/10705511.2026.2622404},
  url = {https://psychematrica.org/publications/power-analysis-gsca/}
}

@misc{psychological-resources-depression,
  title = {Psychological resources confer greatest protection against late-life depression in genetically vulnerable adults},
  author = {Yoonjung Joo and Chaeyoon Shin and Junghoon Park and Jiook Cha and Gyeongcheol Cho and Jong Hyun Jung},
  year = {2026},
  doi = {10.21203/rs.3.rs-9990161/v1},
  url = {https://psychematrica.org/publications/psychological-resources-depression/}
}

@misc{bayesian-treatment-recommendations,
  title = {Bayesian Networks with Interpretable Summary Indexes for Modeling Clinicians’ Decision-Making in Treatment Recommendation for Mental Disorders},
  author = {Gyeongcheol Cho and Younyoung Choi and Sooyeon Suh},
  year = {2025},
  doi = {10.31234/osf.io/wfn5b_v1},
  url = {https://psychematrica.org/publications/bayesian-treatment-recommendations/}
}

@article{component-interaction-effects,
  title = {Comparison of Component-Based Structural Equation Modeling Methods in Testing Component Interaction Effects},
  author = {Shen, Z. and Cho, G. and Hwang, H.},
  year = {2025},
  journal = {Structural Equation Modeling: A Multidisciplinary Journal},
  volume = {32},
  pages = {753--765},
  doi = {10.1080/10705511.2025.2497088},
  url = {https://psychematrica.org/publications/component-interaction-effects/}
}

@article{imaging-genetics-trauma-ptsd,
  title = {Influence of genetic polymorphism and trauma on cortical structures and PTSD severity: imaging genetics generalized structured component analysis},
  author = {Jin, M. J. and Cho, G. and Jeon, H. and Choi, Y. and Hwang, H. and Lee, S.-H.},
  year = {2025},
  journal = {Frontiers in Psychiatry},
  volume = {16},
  pages = {1613322},
  doi = {10.3389/fpsyt.2025.1613322},
  url = {https://psychematrica.org/publications/imaging-genetics-trauma-ptsd/}
}

@article{regularized-factors-components,
  title = {Regularized Structural Equation Modeling with Both Factors and Components},
  author = {Cho, G. and Choi, J. Y. and Sarstedt, M. and Hwang, H.},
  year = {2025},
  journal = {Structural Equation Modeling: A Multidisciplinary Journal},
  volume = {32},
  pages = {1057--1068},
  doi = {10.1080/10705511.2025.2537946},
  url = {https://psychematrica.org/publications/regularized-factors-components/}
}

@article{deep-learning-gsca,
  title = {Deep Learning Generalized Structured Component Analysis: An Interpretable Artificial Neural Network Model with Composite Indexes},
  author = {Cho, G. and Hwang, H.},
  year = {2024},
  journal = {Structural Equation Modeling: A Multidisciplinary Journal},
  volume = {31},
  pages = {265--279},
  doi = {10.1080/10705511.2023.2234086},
  url = {https://psychematrica.org/publications/deep-learning-gsca/}
}

@article{gene-environment-cognition,
  title = {Gene–environment pathways to cognitive intelligence and psychotic-like experiences in children},
  author = {Junghoon Park and Eunji Lee and Gyeongcheol Cho and Heungsun Hwang and Bo-Gyeom Kim and Gakyung Kim and Yoonjung Yoonie Joo and Jiook Cha},
  year = {2024},
  journal = {eLife},
  volume = {12},
  pages = {RP88117},
  doi = {10.7554/eLife.88117},
  url = {https://psychematrica.org/publications/gene-environment-cognition/}
}

@article{convex-components,
  title = {Generalized Structured Component Analysis Accommodating Convex Components: A Knowledge-Based Multivariate Method with Interpretable Composite Indexes},
  author = {Cho, G. and Hwang, H.},
  year = {2024},
  journal = {Psychometrika},
  volume = {89},
  pages = {241--266},
  doi = {10.1007/s11336-023-09944-3},
  url = {https://psychematrica.org/publications/convex-components/}
}

@article{gsca-pro-software-paper,
  title = {GSCA Pro—Free Stand-Alone Software for Structural Equation Modeling},
  author = {Hwang, H. and Cho, G. and Choo, H.},
  year = {2024},
  journal = {Structural Equation Modeling: A Multidisciplinary Journal},
  volume = {31},
  pages = {696--711},
  doi = {10.1080/10705511.2023.2272294},
  url = {https://psychematrica.org/publications/gsca-pro-software-paper/}
}

@article{method-choices-sem,
  title = {Same model, same data, but different outcomes: Evaluating the impact of method choices in structural equation modeling},
  author = {Sarstedt, M. and Adler, S. and Ringle, C. M. and Cho, G. and Diamantopoulos, A. and Hwang, H. and Liengaard, B.},
  year = {2024},
  journal = {Journal of Product Innovation Management},
  volume = {41},
  pages = {1100--1117},
  doi = {10.1111/jpim.12738},
  url = {https://psychematrica.org/publications/method-choices-sem/}
}

@article{predictive-power-component-models,
  title = {A comparative study of the predictive power of component-based approaches to structural equation modeling},
  author = {Cho, G. and Kim, S. and Lee, J. and Hwang, H. and Sarstedt, M. and Ringle, C. M.},
  year = {2023},
  journal = {European Journal of Marketing},
  volume = {57},
  pages = {1641--1661},
  doi = {10.1108/EJM-07-2020-0542},
  url = {https://psychematrica.org/publications/predictive-power-component-models/}
}

@article{primer-integrated-gsca,
  title = {A primer on integrated generalized structured component analysis},
  author = {Hwang, H. and Sarstedt, M. and Cho, G. and Choo, H. and Ringle, C. M.},
  year = {2023},
  journal = {European Business Review},
  volume = {35},
  pages = {261--284},
  doi = {10.1108/EBR-11-2022-0224},
  url = {https://psychematrica.org/publications/primer-integrated-gsca/}
}

@article{structured-factor-analysis,
  title = {Structured Factor Analysis: A Data Matrix-Based Alternative Approach to Structural Equation Modeling},
  author = {Gyeongcheol Cho and Heungsun Hwang},
  year = {2023},
  journal = {Structural Equation Modeling: A Multidisciplinary Journal},
  volume = {30},
  pages = {364--377},
  doi = {10.1080/10705511.2022.2126360},
  url = {https://psychematrica.org/publications/structured-factor-analysis/}
}

@article{construct-representations,
  title = {A comparative evaluation of factor- and component-based structural equation modelling approaches under (in)correct construct representations},
  author = {Cho, G. and Sarstedt, M. and Hwang, H.},
  year = {2022},
  journal = {British Journal of Mathematical and Statistical Psychology},
  volume = {75},
  pages = {220--251},
  doi = {10.1111/bmsp.12255},
  url = {https://psychematrica.org/publications/construct-representations/}
}

@article{prediction-oriented-model-search,
  title = {A Prediction-Oriented Specification Search Algorithm for Generalized Structured Component Analysis},
  author = {Gyeongcheol Cho and Heungsun Hwang and Marko Sarstedt and Christian M. Ringle},
  year = {2022},
  journal = {Structural Equation Modeling: A Multidisciplinary Journal},
  volume = {29},
  pages = {611--619},
  doi = {10.1080/10705511.2022.2057315},
  url = {https://psychematrica.org/publications/prediction-oriented-model-search/}
}

@article{integrated-gsca-model-fit,
  title = {Integrated generalized structured component analysis: On the use of model fit criteria in international management research},
  author = {Cho, G. and Schlägel, C. and Hwang, H. and Choi, Y. and Sarstedt, M. and Ringle, C. M.},
  year = {2022},
  journal = {Management International Review},
  volume = {62},
  pages = {569--609},
  doi = {10.1007/s11575-022-00479-w},
  url = {https://psychematrica.org/publications/integrated-gsca-model-fit/}
}

@article{imaging-genetics-gsca,
  title = {A knowledge-based multivariate statistical method for examining gene-brain-behavioral/cognitive relationships: Imaging genetics generalized structured component analysis},
  author = {Hwang, H. and Cho, G. and Jin, M. J. and Ryoo, J. H. and Choi, Y. and Lee, S.-H.},
  year = {2021},
  journal = {PLOS One},
  volume = {16},
  pages = {e0247592},
  doi = {10.1371/journal.pone.0247592},
  url = {https://psychematrica.org/publications/imaging-genetics-gsca/}
}

@article{integrated-gsca,
  title = {An approach to structural equation modeling with both factors and components: Integrated generalized structured component analysis},
  author = {Hwang, H. and Cho, G. and Jung, K. and Falk, C. and Flake, J. and Jin, M. and Lee, S.-H.},
  year = {2021},
  journal = {Psychological Methods},
  volume = {26},
  pages = {273--294},
  doi = {10.1037/met0000336},
  url = {https://psychematrica.org/publications/integrated-gsca/}
}

@article{sensory-impressions-tourism,
  title = {Examining the sensory impressions, value perception, and behavioral responses of tourists: The case of floating markets in Thailand},
  author = {Fakfare, P. and Cho, G. and Hwang, H. and Manosuthi, N.},
  year = {2021},
  journal = {Journal of Travel & Tourism Marketing},
  volume = {38},
  pages = {666--681},
  doi = {10.1080/10548408.2021.1985042},
  url = {https://psychematrica.org/publications/sensory-impressions-tourism/}
}

@article{gsca-pls-empirical-comparison,
  title = {An empirical comparison of generalized structured component analysis and partial least squares path modeling under variance-based structural equation models},
  author = {Cho, G. and Choi, J. Y.},
  year = {2020},
  journal = {Behaviormetrika},
  volume = {47},
  pages = {243--272},
  doi = {10.1007/s41237-019-00098-0},
  url = {https://psychematrica.org/publications/gsca-pls-empirical-comparison/}
}

@article{gsca-fit-cutoffs,
  title = {Cutoff criteria for overall model fit indexes in generalized structured component analysis},
  author = {Cho, G. and Hwang, H. and Sarstedt, M. and Ringle, C. M.},
  year = {2020},
  journal = {Journal of Marketing Analytics},
  volume = {8},
  pages = {189--202},
  doi = {10.1057/s41270-020-00089-1},
  url = {https://psychematrica.org/publications/gsca-fit-cutoffs/}
}

@article{global-least-squares,
  title = {Global least squares path modeling: A full-information alternative to partial least squares path modeling},
  author = {Hwang, H. and Cho, G.},
  year = {2020},
  journal = {Psychometrika},
  volume = {85},
  pages = {947--972},
  doi = {10.1007/s11336-020-09733-2},
  url = {https://psychematrica.org/publications/global-least-squares/}
}

@article{school-equalization-housing,
  title = {Investigating the unintended consequences of the high school equalization policy on the housing market},
  author = {Cho, G. and Choi, Y. and Kim, J.-H.},
  year = {2020},
  journal = {Sustainability},
  volume = {12},
  pages = {8496},
  doi = {10.3390/su12208496},
  url = {https://psychematrica.org/publications/school-equalization-housing/}
}

@article{bootstrap-confidence-gsca,
  title = {Comparison of bootstrap confidence interval methods for GSCA using a Monte Carlo simulation},
  author = {Jung, K. and Lee, J. and Gupta, V. and Cho, G.},
  year = {2019},
  journal = {Frontiers in Psychology},
  volume = {10},
  pages = {2215},
  doi = {10.3389/fpsyg.2019.02215},
  url = {https://psychematrica.org/publications/bootstrap-confidence-gsca/}
}

@article{out-of-bag-prediction,
  title = {Out-of-bag prediction error: A cross validation index for generalized structured component analysis},
  author = {Gyeongcheol Cho and Kwanghee Jung and Heungsun Hwang},
  year = {2019},
  journal = {Multivariate Behavioral Research},
  volume = {54},
  pages = {505--513},
  doi = {10.1080/00273171.2018.1540340},
  url = {https://psychematrica.org/publications/out-of-bag-prediction/}
}

@article{machine-learning-mental-illness,
  title = {Review of machine learning algorithms for diagnosing mental illness},
  author = {Cho, G. and Yim, J. and Choi, Y. and Ko, J. and Lee, S.-H.},
  year = {2019},
  journal = {Psychiatry Investigation},
  volume = {16},
  pages = {262--269},
  doi = {10.30773/pi.2018.12.21.2},
  url = {https://psychematrica.org/publications/machine-learning-mental-illness/}
}

@article{korean-anxiety-assessment,
  title = {Screening tool for anxiety disorders: Development and validation of the Korean anxiety screening assessment},
  author = {Yeseul Kim and Yeonsoo Park and Gyeongcheol Cho and Kiho Park and Shin-Hyang Kim and Seung Yeon Baik and Cho Long Kim and Sooyun Jung and Won-Hye Lee and Younyoung Choi and Seung-Hwan Lee and Kee-Hong Choi},
  year = {2018},
  journal = {Psychiatry Investigation},
  volume = {15},
  pages = {1053--1063},
  doi = {10.30773/pi.2018.09.27.2},
  url = {https://psychematrica.org/publications/korean-anxiety-assessment/}
}

@article{housing-sentiment-svar,
  title = {A study on the interrelationship among interest rate, housing consumer sentiment and housing market using SVAR model [in Korean]},
  author = {Choi, Y. and Kim, J. and Cho, G.},
  year = {2017},
  journal = {The Korea Spatial Planning Review},
  volume = {95},
  pages = {3--20},
  doi = {10.15793/kspr.2017.95..001},
  url = {https://psychematrica.org/publications/housing-sentiment-svar/}
}