Heungsun Hwang
Professor
Contact Information:
Office: 2001 McGill College, 712
Phone: 514.398.8021
Email: heungsun.hwang[at]mcgill.ca
Mailing Address:
Department of Psychology
2001 McGill College, 7th floor
Montreal, QC
H3A 1G1
Research Areas
Research Interests:
Prof. Hwang’s research program is generally devoted to the development and application of quantitative methods to address diverse issues in psychology and various other fields. His recent interests include the development of data integration tools for high-dimensional data collected from multiple sources; the development of a statistical methodology for investigating associations among genetic, brain, and behavioural/cognitive phenotypes; and the development and application of predictive models or machine learning algorithms for predicting behavioural and cognitive outcomes using genetic, physiological, and psychological data.
Selected References
Lee, S., Choi, S., Kim, Y. J., Kim, B.-J., T2D-Genes Consortium, Hwang, H., & Park, T. (2016). Pathway-based approach using hierarchical components of collapsed rare variants. Bioinformatics, 32, i586-i594.
Romdhani, H., Hwang, H., Paradis, G., Roy-Gagnon, M.-H., & Labbe, A. (2015). Pathway-based association study of multiple candidate genes and multiple traits using structural equation models. Genetic Epidemiology, 39, 101-113.
Hwang, H., Suk, H. W., Takane, Y., Lee, J.-H., & Lim, J. (2015). Generalized functional extended redundancy analysis. Psychometrika, 80, 101-125.
Hwang, H., & Takane, Y. (2014). Generalized structured component analysis: A component-based approach to structural equation modeling. Boca Raton, FL: Chapman & Hall/CRC Press.
Hwang, H., Jung, K., Takane, Y., & Woodward, T. Functional multiple-set canonical correlation analysis (2012). Psychometrika, 77, 48-64.