Research


1. Publications



Journal

: Corresponding Author


- Publications (Since 09/2013)


46) Kim, J.H., Choi, J., Kim, C., Pak, G.D., Parajulee, P., Haselbeck, A., Park, S.E., Mogasale, V., Jeon, H.J., Browne, A.J., Owusu-Dabo, E., Rakotozandrindrainy, R., Bassiahi, A.S., Teferi, M., Lunguya-Metila, O., Dolecek, C., Pitzer, V.E., Crump, J.A., Hay, S.I., Marks, F. (2024). Mapping the incidence rate of typhoid fever in sub-Saharan Africa. PLOS Neglected Tropical Diseases, 18(2), e0011902. 


45) Choi, Y., Choi B.Y., Kim D.I., Choi, J., Kim, J., Park B.Y., Kim S.M., Choi, J.Y., Song, J.Y., Kim, Y.J., Kim, H.Y., Lee, J.S., Kim, J.H., Jun, Y.H., Lee, M., Seong, J. (2023). Effect of characteristics on the clinical course at the initiation of treatment for human immunodeficiency virus infection using dimensionality reduction. Scientific Reports, 13, 5547.


44) Jeong, J., Kim, M., Choi, J. (2023). Investigating the spatio-temporal variation of Hepatitis A in Korea using a Bayesian model. Frontiers in Public Health, Frontiers in Public Health, 10, 1085077.


43) Kang, D., Choi, J., Kim, Y., Kwon, D. (2022). An analysis of the dynamic spatial spread of COVID‑19 across South Korea. Scientific Reports, 12, 1-13.


42) Lee, E.Y., Choi, J., Lee, S., Choi, B.Y. (2021). Objectively Measured Built Environments and Cardiovascular Diseases in Middle-Aged and Older Korean Adults. International Journal of Environmental Research and Public Health, 18, 1861.


41) Moon, S.G., Kim, Y.K., Son, W.S., Kim, J.H., Choi, J., Na, B.J., Park, B., Choi, B.Y. (2020). Time-variant reproductive number of COVID-19 in Seoul, Korea. Epidemiology and Health, 42, e2020047.


40) Park, M.S., Eom, J.K., Choi, J. , Heo, T.Y. (2020). Analysis of the Railway Accident-Related Damages in South Korea. Applied Sciences, 10, 8769.


39) Kang, D., Choi, H., Kim, J.H., Choi, J. (2020). Spatial epidemic dynamics of the COVID-19 outbreak in China. International Journal of Infectious Diseases, 94, 96-102.


38) Choi, J.S., Trinh, T.X., Ha, J., Yang, M.S., Lee, Y., Kim, Y.E., Choi, J., Byun, H.G., Song, J., Yoon, T.H. (2020). Implementation of Complementary Model using Optimal Combination of Hematological Parameters for Sepsis Screening in Patients with Fever. Scientific Reports, 10, 1-10.


37) Park, M.S., Eom, J.K., Choi, J., Heo, T.Y. (2019). A Study on the Railway Accident Modeling for Casualty and Fatality. The Korean Society for Urban Railway, 7, 487-495.


36) Eom, J.K., Choi, J., Park, M.S., Heo, T.Y. (2019). Exploring the catchment area of an urban railway station by using transit card data: Case study in Seoul. Cities, 95, 102364.


35) Lee, E.Y., Lee, S., Choi, B.Y., Choi, J. (2019). Influence of neighborhood environment on Korean adult obesity using a Bayesian spatial multilevel model. International Journal of Environmental Research and Public Health, 16, 3991.


34) Choi, J., Lawson, A.B. (2019). A Bayesian two-stage spatially dependent variable selection model for space–time health data. Statistical Methods in Medical Research, 28, 2570-2582.


33) Kang, D., Jang, U., Choi, H., Hwang, S, Koo, Y., Choi, J. (2019). Space-Time Relationship between Short-Term Exposure to Fine and Coarse Particles and Mortality in a Nationwide Analysis of Korea: A Bayesian Hierarchical Spatio-Temporal Model. International Journal of Environmental Research and Public Health, 16, 2111.


32) Kang, D., Choi, J. (2018). Bayesian zero-inflated spatio-temporal modelling of scrub typhus data in Korea, 2010-2014. Geospatial Health, 13, 215-223.


31) Kim, K., Shim, D., Lee, J.S., Zaitsev, K., Williams, J.W., Kim, K.W., Jang, M.Y., Jang, H.S., Yun, T.J., Lee, S.H., Yoon, W.K., Prat, A., Seidah, N.G., Choi, J., Lee, S.P., Yoon, S.H., Nam, J.W., Seong, J.K., Oh, G.T., Randolph, G.J., Artyomov, M.N., Cheong, C., Choi, J.H. (2018). Transcriptome Analysis Reveals Nonfoamy Rather Than Foamy Plaque Macrophages Are Proinflammatory in Atherosclerotic Murine Models. Circulation Research, 123, 1127-1142.


30) Hwang, Y., Shim, J.L., Kang, D., Choi, J. (2018). Poor Oral Health Predicts Higher 10-Year Cardiovascular Risk: A Propensity Score Matching Analysis. Journal of Cardiovascular Nursing, 33, 429-436.


29) Hong, S., Kang, D., Choi, J. (2018). Analysis of domestic diabetes prevalence data using Bayesian spatially-dependent clustering models in regression coefficients. Journal of the Korean Data & Information Science Society, 29, 633-644. (in Korean)


28) Choi, J., Lawson, A.B. (2018). Bayesian spatially dependent variable selection for small area health modeling.  Statistical Methods in Medical Research, 27, 234-249.


27) Choi, J. . (2016). Bayesian spatial analysis of obesity proportion data. Journal of the Korean Data & Information Science Society, 27, 1203-1214. (in Korean)


26) Oh, M.S., Choi, J., Park, E.S. (2016). Bayesian variable selection in quantile regression using the Savage-Dickey density ratio. Journal of the Korean Statistical Society, 45, 466-476.


25) Cho, K.R., Seo, B.K., Woo, O.H., Song, S.E., Choi, J., Whang, S.Y., Park, E.K., Park, A.Y., Shin, H., Chung, H.H. (2016). Breast Cancer Detection in a Screening Population: Comparison of Digital Mammography, Computer-Aided Detection Applied to Digital Mammography and Breast Ultrasound. Journal of Breast Cancer, 19, 316-323.


24) Jung, J.M., Cha, J., Choi, J., Eun, M.Y., Seo, W.K., Oh, K., Cho, K.H., Yu, S.W. (2016). Prestroke antiplatelet agents in first-time lschemic stroke are related to subtypes. European Neurology, 75, 89-95.


23) Lawson, A.B., Rotejanaprasert, C., Moraga, P., Choi, J. (2015). A shared neighbor conditional autoregressive model for small area spatial data. Environmetrics, 26, 383-392.


22) Jung, J.M., Choi, J., Eun, M.Y., Seo, W.K., Cho, K.H., Yu, S.W., Oh, K., Hong, S.W., Park, K.Y. (2015). Pre-Stroke Antiplatelet Agents in First-Ever Ischemic Stroke: Clinical Effect. Neurology, 84, 1080-1089.


21) Choi, J. (2014). Bayesian Spatiotemporal Modeling in Epidemiology: Hepatitis A Incidence Data in Korea. The Korean Journal of Applied Statistics, 27, 933-945. (in Korean)


20) Suh, K.H., Koo, J.S., Hyun, J.J., Choi, J., Han, J.S., Kim, S.Y., Jung, S.W., Jeen, Y.T., Lee, S.W., Choi, J.H. (2014). Risk of adenomas with high-risk characteristics based on two previous colonoscopy. Journal of Gastroenterology and Hepatology, 29, 1985-1990.


19) Kim, Y.H, Choi, J., Kim, S.H, Kim, D.H., Ahn, J.C., Song, W.H. (2014). Patterns of Decrease in Multidirectional Myocardial Deformations in Patients With Fluctuating Left Ventricular Ejection Fraction. International Heart Journal, 55, 319-325.


18) Lawson, A.B., Choi, J., Zhang, J. (2014). Prior choice in Discrete latent modeling of spatially-referenced cancer survival. Statistical Methods in Medical Research, 23, 183-200.    

     

17) Hossain, M.M., Lawson, A.B., Cai, B., Choi, J., Kirby, R.S., Liu, J. (2014). Space-Time Areal Mixture Model: Relabeling Algorithm and Model Selection Issues. Environmetrics, 25, 84-96.   


16) Heo, T.Y., Choi, J., Park, M.S. (2013). Measurement Error Model with Skewed Normal Distribution. The Korean Journal of Applied Statistics, 26, 953-958. (in Korean)       

     

15) Cai, B., Lawson, A.B., Hossain, M.M., Choi, J., Kirby, R.S., Liu, J. (2013). Bayesian semiparametric model with spatially-temporally varying coefficients selection. Statistics in Medicine, 32, 3670-3685.



 

- Publications (2009-08/2013)

14) Hossain, M.M., Lawson, A.B., Cai, B., Choi, J., Kirby, R.S., Liu, J. (2013). Space-Time stick-breaking processes for small Area Disease Cluster Estimation. Environmental and Ecological Statistics, 20, 91-107.


13) Choi, J., Lawson, A.B., Cai, B., Hossain, M.M, Kirby, R.S., Liu, J.  (2012). A Bayesian latent model with spatio-temporally varying coefficients in low birth weight incidence data. Statistical Methods in Medical Research, 21, 445-456. 


12) Lawson, A.B., Choi, J., Cai, B., Hossain, M.M., Kirby, R.S., Liu, J. (2012). Bayesian 2-Stage space-time mixture modeling with spatial misalignment of the exposure in small area health data. Journal of Agricultural, Biological, and Environmental Statistics, 17, 417-441.   


11) Cai, B., Lawson, A., Hossain, M.M., Choi, J. (2012). Bayesian Latent Structure Models with Space-Time Dependent Covariates. Statistical Modelling, 12, 145-164.


10) Choi, J., Lawson, A.B., Cai, B., Hossain, M.M. (2011). Evaluation of Bayesian spatiotemporal latent models in small area health data. Environmetrics, 22, 1008-1022.


9) Kirby, R.S., Liu, J., Lawson A.B., Choi, J., Cai, B., Hossain M.M. (2011). Spatio-temporal Patterning of Small Area Low Birth Weight Incidence and Its Correlates: A Latent Spatial Structure Approach. Journal of Spatial and Spatio-temporal Epidemiology, 2, 265-271.


8) Ryu, K.J., Jung, S.R., Choi, J., Jang, Y.J., Kim, J.H., Park, S.S., Park, B.J., Park, S.H., Kim, S.J., Mok, Y.J., Kim, C.S. (2011). Laparoscopic resection of small gastric submucosal tumors. Surgical Endoscopy, 25, 271-277.


7) Lee, D.H., Padhy, D., Lee, S.H., Kim, T.K., Choi, J., Han, S.B. (2011). Shed blood re-transfusion provides no benefit in computer-assisted primary total knee arthroplasty. Knee Surgery, Sports Traumatology, Arthroscopy, 19, 926-931.


6) Lee, D.H., Choi, J., Nha, K.W., Kim, H.J., Han, S.B. (2011). No difference in early functional outcomes for mini-midvastus and limited medial parapatellar approaches in navigation-assisted total knee arthroplasty: a prospective randomized clinical trial. Knee Surgery, Sports Traumatology, Arthroscopy, 19, 66-73.


5) Choi, J., Park, M.S., Won, Y.B., Kim, H.Y., Heo, T.Y. (2010). Analysis of Violent Crime Count Data based on Bivariate Conditional Auto-Regressive Model. Communications of the Korean Statistical Society, 17, 413-421. (in Korean)


4) Choi, J., Park, M.S., Won, Y.B., Kim, H.Y., Heo, T.Y. (2010). Analysis of Total Crime Count Data based on Spatial Association Structure. The Korean Journal of Applied Statistics, 23, 335-344. (in Korean)


3) Choi, J., Park, M.S. (2009). Spatial Prediction Based on the Bayesian Kriging with Box-Cox Transformation. Communications of the Korean Statistical Society, 16, 851-858.


2) Choi, J., Fuentes, M., Reich, B.J. (2009). Spatial-temporal association between fine particulate matter and daily mortality. Journal of Computational Statistics and Data Analysis, 53, 2989-3000.


1) Choi, J., Reich, B.J., Fuentes, M., Davis, J.M. (2009). Multivariate spatial-temporal modeling and prediction of speciated fine particles. Journal of Statistical Theory and Practice, 3, 407-418.

Books


2) Lawson, A.B., Choi, J. (2016). Spatiotemporal Disease Mapping. Handbook of Spatial Epidemiology, 335-348. Chapman and Hall/CRC. ISBN 9780367570385.


1) Cha, K.J., Dong, K.H., Choi, J., Park, Y.S. (2016). (Using EXCEL) Statistics. Free Academy Inc. ISBN 9791158080884. (in Korean)


2. Grants



2021-2024 Mid-Career Researcher Program, The National Research Foundation of Korea

Development of Bayesian spatio-temporal modeling for infectious disease data, PI.

 

2021-2022 International Vaccine Institute

Vaccine Impact Modelling Consortium, PI. 

 

 2018-2021  General Researcher Program, The National Research Foundation of Korea

Development of Bayesian spatial clustering models in regression coefficients for space-time data, PI.


2018-2022 Government-wide R&D Fund project for infectious disease research

Integrated Surveillance System Development for Early Warning of Infectious Diseases, co-Investigator.

 

2017-2019 NRF Bio & Medical Technology Development Program, The National Research Foundation of Korea

Research on the Development of Novel Cytometry based Multi-level Disease Diagnostics Models, co-PI.

 

2017-2019 NRF National Strategic Project-Fine Particle, The National Research Foundation of Korea

Study on the health impact mapping development of particulate matter in Korea, co-Investigator.

 

2015-2018 Young Investigator Program, The National Research Foundation of Korea

Bayesian variable selection in spatial data, PI.

 

2013-2014 Research fund for New faculty, Hanyang University

Development of Bayesian spatial variable selection approaches, PI.