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Hoon Kim

Seoul National University · Medicine

About the Lab

Professor Hoon Kim's research lab specializes in statistical and epidemiological methods for health data analysis, with a focus on Bayesian hierarchical modeling, spatial and temporal modeling of disease incidence and mortality, and health outcomes in aging populations. The lab develops advanced statistical techniques—such as bivariate Poisson models, conditional autoregressive (CAR) models, and quasi-multiplicative spatio-temporal models—to analyze complex health data with extra-Poisson variation, spatial dependence, and temporal trends. Research themes include cancer incidence and mortality, bone metabolism, muscle strength in postmenopausal women, and fertility preservation in cancer survivors, often using nationally representative survey data and longitudinal designs. The lab emphasizes methodological innovation in Bayesian statistics to improve public health inference and clinical decision-making.

Bayesian statisticsspatio-temporal modelingcancer incidencepostmenopausal healthfertility preservation

Research Overview

Papers
193
Total Citations
1,869
Papers (5y)
71
Primary Field
Medicine

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
71total
2021
2022
2023
2024
2025
Citations per year (5y)
376total
20212022202320242025

Selected Papers

15
1
Article|101 citations·2001
A Bivariate Bayes Method for Improving the Estimates of Mortality Rates With a Twofold Conditional Autoregressive Model
Hoon Kim, Dongchu Sun, Robert K. Tsutakawa
SJR Q1Journal of the American Statistical Association

A bivariate Bayes method is proposed for estimating the mortality rates of a single disease for a given population, using additional information from a second disease. The information on the two diseases is assumed to be from the same population groups or areas. The joint frequencies of deaths for the two diseases for given populations are assumed to have a bivariate Poisson distribution with joint means proportional to the population sizes. The relationship between the mortality rates of the tw

Statistics and ProbabilityMathematics
2
Article|39 citations·2002
Lognormal vs. Gamma: Extra Variations
Hoon Kim, Dongchu Sun, Robert K. Tsutakawa
SJR Q1Biometrical Journal

Within a Bayesian framework of hierarchical modeling, the inclusion of extra variation effects becomes popular with Poisson and Binomial sampling processes. For the less populated areas, mortality rates are heterogeneous due to environmental effects or other socio-economic status. Thus, the extra variation in the frequency of deaths will usually exceed that expected from sampling distributions. In this paper, we propose a quasi-multiplicative spatio-temporal model (PGC) with gamma extra variatio

DemographySocial Sciences
3
Article|34 citations·2005
A First Course in Statistical Methods
Hoon Kim
SJR Q1Technometrics
Statistics and ProbabilityMathematics
4
Article|25 citations·2013
The association between bone mineral density and metabolic syndrome: a Korean population-based study
Hoon Kim, Han Jin Oh, Hoon Choi, Woong Hwan Choi, Sung-Kil Lim, Jung Gu Kim
SJR Q2Journal of Bone and Mineral MetabolismOA
Orthopedics and Sports MedicineMedicine
5
Article|21 citations·2012
The Effect of Estrogen Compounds on Human Embryoid Bodies
Hoon Kim, Yoon Young Kim, Seung‐Yup Ku, Seok Hyun Kim, Young Min Choi, Shin Yong Moon
SJR Q1Reproductive SciencesOA
Molecular BiologyBiochemistry, Genetics and Molecular Biology
6
Article|20 citations·2022
Does endometriosis increase the risks of endometrial hyperplasia and endometrial cancer?
Hoon Kim, Hyun Jung Kim, Hyeong Sik Ahn, Hyun Jung Kim, Hyeong Sik Ahn
SJR Q1Gynecologic Oncology
Reproductive MedicineMedicine
7
Article|17 citations·2007
A Bayesian Dynamic Spatio‐Temporal Interaction Model: An Application to Prostate Cancer Incidence
Hoon Kim, Jacob Oleson
SJR Q1Geographical Analysis

During the past three decades, prostate cancer incidence has changed substantially in the United States. A fully Bayesian hierarchical spatio‐temporal interaction model is proposed to estimate prostate cancer incidence rates in the state of Iowa. We introduce random spatial effects to capture the local dependence among regions, random temporal effects to explain the nonlinearity of rates over time, and random spatio‐temporal interactions. In addition, we introduce fixed age effects because most

Economics and EconometricsEconomics, Econometrics and Finance
8
Review|17 citations·2017
Fertility preservation for patients with breast cancer: The Korean Society for Fertility Preservation clinical guidelines
Hoon Kim, Seul Ki Kim, Jung Ryeol Lee, Kyung Joo Hwang, Chang Suk Suh, Seok Hyun Kim
SJR Q3Daehan saengsik uihak hoeji/Clinical and experimental reproductive medicineOA

With advances in the methods of cancer treatment used in modern medicine, the number of breast cancer survivors has been consistently rising. As the number of women who wish to become pregnant after being diagnosed with breast cancer increases, it is necessary to consider fertility preservation in these patients. However, medical doctors may be unaware of the importance of fertility preservation among cancer patients because most patients do not share their concerns about fertility with their do

Public Health, Environmental and Occupational HealthMedicine
9
Article|16 citations·2021
Hand grip strength and health-related quality of life in postmenopausal women: a national population-based study
Yun Soo Hong, Hoon Kim
SJR Q1Menopause The Journal of The North American Menopause Society

OBJECTIVE: Muscle strength progressively decreases after menopause. Hand grip strength (HGS) reflects overall muscle strength and may be associated with health-related quality of life (HRQoL). We aimed to assess the association between HGS and HRQoL in postmenopausal women. METHODS: We used nationally representative data on 6,059 postmenopausal women from the Korea National Health and Nutrition Examination Survey (2014-2018). HGS was determined as the maximum value in kilograms (kg) achieved usi

PhysiologyMedicine
10
Article|16 citations·2008
Changes in the serum levels of osteoprotegerin and soluble receptor activator for nuclear factor κB ligand after estrogen-progestogen therapy and their relationships with changes in bone mass in postmenopausal women
Jung Gu Kim, Jung Hwa Kim, Dong Ock Lee, Hoon Kim, Ja Yeon Kim, Chang Suk Suh, Seok Hyun Kim, Young Min Choi
SJR Q1Menopause The Journal of The North American Menopause Society

After EPT, sRANKL/OPG ratios in the circulation decreased, but changes in this OPG-sRANKL system have no association with changes in any bone marker or BMD. The OPG-sRANKL system in the circulation might be involved in reduced bone resorption after EPT, but does not seem to be clinically useful for predicting BMD or bone turnover status and bone response after hormone therapy.

Molecular BiologyBiochemistry, Genetics and Molecular Biology
11
Article|15 citations·2011
Association between endometriosis and polymorphisms in insulin-like growth factors (IGFs) and IGF-I receptor genes in Korean women
Hoon Kim, Ju Hee Park, Seung‐Yup Ku, Seok Hyun Kim, Young Min Choi, Jung Gu Kim
SJR Q2European Journal of Obstetrics & Gynecology and Reproductive Biology
Reproductive MedicineMedicine
12
Article|14 citations·2016
Feature of amenorrhea in postoperative tamoxifen users with breast cancer
Hoon Kim, Wonshik Han, Seung‐Yup Ku, Chang Suk Suh, Seok Hyun Kim, Young Min Choi
SJR Q1Journal of Gynecologic OncologyOA

OBJECTIVE: Tamoxifen has been used to prevent the recurrence of breast cancer. However, tamoxifen-users frequently experience amenorrhea and it can be confused from that caused by other hormonal abnormalities. In amenorrheic patients without breast cancer, clinicians usually measure the sex hormone levels that are known to be associated with ovarian or menstrual function. This study aimed to investigate the feature of female sex hormones in premenopausal breast cancer patients undergoing tamoxif

GeneticsBiochemistry, Genetics and Molecular Biology
13
Article|13 citations·2012
Association between endometriosis and polymorphisms in tumor necrosis factor-related apoptosis-inducing ligand (TRAIL), TRAIL receptor and osteoprotegerin genes and their serum levels
Hoon Kim, Seung‐Yup Ku, Chang Suk Suh, Seok Hyun Kim, Jong Hak Kim, Jung Gu Kim
SJR Q1Archives of Gynecology and Obstetrics
Reproductive MedicineMedicine
14
Review|13 citations·2021
Recent Advancements in Engineered Biomaterials for the Regeneration of Female Reproductive Organs
Sung Woo Kim, Yoon Young Kim, Hoon Kim, Seung‐Yup Ku
SJR Q1Reproductive Sciences
SurgeryMedicine
15
Article|11 citations·2004
Probability, Statistics, and Random Processes for Engineers
Hoon Kim
SJR Q1Technometrics

(2004). Probability, Statistics, and Random Processes for Engineers. Technometrics: Vol. 46, No. 3, pp. 360-361.

Statistics, Probability and UncertaintyDecision Sciences

Research Areas

Reproductive MedicinePublic Health, Environmental and Occupational HealthEndocrinology, Diabetes and MetabolismSurgeryMolecular BiologyPediatrics, Perinatology and Child Health

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