Seungchul Baek

About

I was born and grew up in South Korea.
After getting bachelor and master degrees in statistics, I worked for 9 years in industry.
After getting my Ph.D. degree in Statistics in the University of South Carolina, I’ve started to work at UMBC since 2018 fall. I was promoted to Associate Professor with tenure in July 2024

Research interests

Machine learning, High-dimensional data analysis, Variable selection, Dimension reduction, Semiparametrics, Functional data analysis

Teaching interests

Statistical Computing, Machine Learning, Linear Models, Elementary Statistics for various disciplines, Survey Sampling, etc.

Education

  • Ph D, Statistics — University of South Carolina (2018)
    Dimension reduction for classification with many covariates and pathway activity level estimation
  • MA, Statistics — Yonsei University (2005)
    A study on modeling holiday effect using X-12-ARIMA
  • BA, Statistics — Yonsei University (2001)

Publications

  • Clinical Evaluation of Non-Contact Infrared Thermometers Nature: Scientific Reports · Revising to Resubmit Stacey Sullivan, Jean Rinaldi, Prasanna Hariharan, Jon Casemento, Seungchul Baek, Nathanael Seay, Oleg Vesnovsky, L D Topoleski

Presentations

  • Clinical Assessment of Non-Contact Infrared Thermometers as a medical countermeasure 2021 US FDA Science Forum · US FDA · Poster Stacey Sullivan (Author & Presenter), Jean Rinaldi (Author), Prasana Hariharan (Author), Jon Casemento (Author), Seungchul Baek (Author), Nathanael Seay (Author), L D Topoleski (Author)