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이재용 - 통계학과
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현직교수

이재용 교수

Jaeyong Lee

전공베이지안통계
주소25-314
연락처880-1321
이메일leej@stats.snu.ac.kr
RESEARCH AREAS
베이지안 통계(Bayesian Statistics)
고차원 자료 분석(High dimensional modeling)
대용량 자료분석(Scalable inference)
공간통계(Spatial Statistics)
DEGREES
퍼듀대학교 통계학과 박사
네브라스카 주립대학 수학통계학과 통계학전공 석사
서울대학교 계산통계학과 통계학전공 석사
서울대학교 계산통계학과 학사
BIOGRAPHY
2010. 10 – 현재.
서울대학교 통계학과 교수
2005. 10 – 2010.09.
서울대학교 통계학과 부교수
2003. 07 – 2005. 09.
서울대학교 통계학과 조교수
2000. 08 – 2003. 07.
펜실베니아 주립대학 통계학과 (Pennsylvania State University, Department of Statistics) 조교수
1999. 08 – 2000. 08
듀크 대학교 통계학과 (Duke University, ISDS) 방문 조교수
1998. 08 – 1999. 08.
듀크 대학교 통계학과 연구원 (Research Associate)

1998. 08 – 2000. 08.

미국 국립 통계연구소 (National Institute of Statistical Sciences) 박사후 연구원
LATEST ACHIEVEMENTS
David K. Wright, Scott MacEachern and Jaeyong Lee. (2014). Analysis of Feature Intervisibility and Cumulative Visibility Using GIS, Bayesian and Spatial Statistics: A Study from the Mandara Mountains, Northern Cameroon. PLoS ONE. DOI:10.1371/journal.pone.0112191.
A. Armagan, D. B. Dunson, Jaeyong Lee, W. U. Bajwa and N. Strawn. (2013). Posterior consistency in linear models under shrinkage priors. Biometrika. 100(4), 1011-1018.
Jaeyong Lee, Fernando A. Quintana, Peter Muller & Lorenzo Trippa. (2013). Defining predictive probability functions for species sampling models. Statistical Science. 28(2), 209-222.
Jaeyong Lee & Hee-Seok Oh. (2013). Bayesian Regression Based on Principal Components for High-Dimensional Data. Journal of Multivariate Analysis. 117, 175-192.
Gun Ho Jang, Jaeyong Lee & Sangyeol Lee. (2010). “Posterior consistency of species sampling priors”. Statistica Sinica. 20, 581-593. Supplementary note.
SELECTED PUBLICATIONS
[ 2017 ]
Seongil Jo, Jaeyong Lee, Peter Muller, Fernando A. Quintana & Lorenzo Trippa. (2017+). Dependent Species Sampling Models for Spatial Density Estimation. Bayesian Analysis.
Sarat C. Dass, Jaeyong Lee, Kyoungjae Lee & Jonghun Park. (2017). Laplace based approximate posterior inference for differential equation models. Statistics and Computing, 27(3), 679-698.
Jongtaik Choi and Youngseon Lee and Jaeyong Lee and Jangsuk Kim. (2017). Radiocarbon Dating and the Historical Archaeology of Korea: An Alternative Interpretation of Hongryeonbong Fortress II in the Three Kingdoms Period, Central Korea. Journal of Field Archaeology, 42(1), 1-12.

[ 2016 ]

Seongil Jo and Jaeyong Lee. (2016). Density Estimation of Summer Extreme Temperature over South Korea using Mixtures of Conditional Autoregressive Species Sampling Model. (in Korean). Journal of the Korean Data & Information Science Society, 27(5), 1155-1168.
Junseok Lim, Moon-Jung Chae, Yongseok Yang, In-Beom Park, Jaeyong Lee, and Jonghun Park, (2016). Fast Scheduling of Semiconductor Manufacturing Facilities Using Case Based Reasoning, IEEE Transactions on Semiconductor Manufacturing, Vol. 29, No. 1, Feb. 2016, pp.22-32.
Jangsuk Kim, David K Wright, Youngseon Lee, Jaeyong Lee, Seonho Choi, Junkyu Kim, Sung-Mo Ahn, Jongtaik Choi, Chuntaek Seong, Chang Ho Hyun, Jaehoon Hwang, Hyemin Yang and Jiwomn Yang. (2016). AMS Dates from Two Archaeological Sites of Korea: Blind Tests. Radiocarbon, 58(1), 115-130.

[ 2015 ]

Jo, S., Lee, J., Page, G., Quintana, F., Trippa, L., & Müller, P. (2015). Spatial Species Sampling and Product Partition Models. In Nonparametric Bayesian Inference in Biostatistics (pp. 359-375). Springer International Publishing.
Yaeji Lim, Jaeyong Lee, Hee-seok Oh & Hyun-Suk Kang. (2015). Independent component regression for seasonal climate prediction: an efficient way to improve multimodel ensembles. Theoretical and Applied Climatology. 119(3-4), 433-441.
Minkyu Han & Jaeyong Lee. (2015). Bayesian Typhoon Track Prediction using Wind Vector Data. Communications for Statistical Applications and Methods. 22(3), 241-253.
Youngseon Lee, Jaeyong Lee & Jangsuk Kim. (2015). Bayesian analysis for Uncertainty of Radiocarbon dating. The Korean Journal of Applied Statistics, 28(3), 371-383.
Youngseon Lee, Kyoungjae Lee, Kwangmin Lee, Jaeyong Lee & Jinwook Seo. (2015). Introduction to the Indian buffet process: Theory and Applications. The Korean Journal of Applied Statistics. 28(2), 251-268.

[ 2014 ]

David K. Wright, Scott MacEachern and Jaeyong Lee. (2014). Analysis of Feature Intervisibility and Cumulative Visibility Using GIS, Bayesian and Spatial Statistics: A Study from the Mandara Mountains, Northern Cameroon. PLoS ONE. DOI:10.1371/journal.pone.0112191.
Namyee Kim, Geummun Nam, Yuna Kim, Dongkye Lee, Sehyoun Park, Kyoungjae Lee and Jaeyong Lee. (2014).Identification and classification of fresh lubricants and used engine oils by GC/MS and bayesian model. Analytical Science and Technology. DOI : 10.5806/AST.2014.27.1.41.
Yaeji Lim, Seongil Jo, Jaeyong Lee, Hee-seok Oh, Sang-Goo Lee, Yongtae Park and Hyun-Suk Kang. (2014). Multimodel ensemble forecasting of rainfall over East Asia : regularized regression approach. International Journal of Climatology. DOI : 10.1002/joc.3938.

[ 2013 ]

A. Armagan, D. B. Dunson, Jaeyong Lee, W. U. Bajwa and N. Strawn. (2013). Posterior consistency in linear models under shrinkage priors. Biometrika. 100(4), 1011-1018.
Ji-Won Kim, Kwang-Yul Kim, Maeng-Ki Kim, Chun-Ho Cho, Youngjo Lee, and Jaeyong Lee. (2013). Statistical Multisite Simulations of Summertime Precipitation over South Korea and Its Future Change Based on Observational data. Asia-Pacific Journal of Atmospheric Sciences. 49(5), 687-702.
Jaeyong Lee, Fernando A. Quintana, Peter Muller &Lorenzo Trippa. (2013). Defining predictive probability functions for species sampling models. Statistical Science. 28(2), 209-222.
Jaeyong Lee & Hee-Seok Oh. (2013). Bayesian Regression Based on Principal Components for High-Dimensional Data.Journal of Multivariate Analysis. 117, 175-192.
Artin Armagan, David B. Dunson & Jaeyong Lee. (2013). Generalized double Pareto shrinkage. Statistica Sinica. 23(1), 119-144.

[ 2012 ]

Youngin Jo, Youn-Hee Lim , Ho Kim & Jaeyong Lee. (2012). Bayesian analysis for heat effects on mortality. (in Korean) (평균 기온 변화가 사망률에 미치는 효과에 대한 베이지안 분석.) Communications of the Korean Statistical Society. 19(5), 705-720.
Seongil Jo, Yaeji Lim, Jaeyong Lee, Hee-Seok Oh &Hyun-Suk Kang. (2012). Bayesian Regression Model for Seasonal Forecast of Precipitation over Korea. Asia-Pacific Journal of Atmospheric Sciences. 48(3), 205-212.
Yaeji Lim, Seongil Jo, Jaeyong Lee, Hee-Seok Oh &Hyun-Suk Kang. (2012). An improvement of seasonal climate prediction by regularized canonical correlation analysis. International Journal of Climatology. 32, 1503-1512.
Yaeji Lim, Seongil Jo, Jaeyong Lee, Hee-Seok Oh &Hyun-Suk Kang. (2012). Prediction of East Asian Summer Precipitation via Independent Component Analysis. Asia-Pacific Journal of Atmospheric Sciences. 48(2), 125-134.

[ 2011 ]

Jaeyong Lee. (2011). “Bayesian nonparametric statistics”. International Encyclopedia of Statistical Science. Part 2, 99-101. 확률에 대한 철학적 이론들. 한국통계학회 소식지.

[ 2010 ]

Gun Ho Jang, Jaeyong Lee & Sangyeol Lee. (2010). “Posterior consistency of species sampling priors”. Statistica Sinica. 20, 581-593. Supplementary note.
Species Sampling Model and its Application to Bayesian Statistics. Chapter 6 in Frontiers of Statistical Decision Making and Bayesian Analysis: In Honor of James O. Berger, M.-H. Chen, D. Dey, P. Mueller, D. Sun, and K. Ye (eds.), Springer (New York), 194-207.
Donghwan Lee, Hyungmi An, Youngjo Lee, Jaeyong Lee, Hyo-Shin Lee &Hee-Seok Oh. (2010). “Improved Multisite Stochastic Weather Generation with Applications to Historical Data in South Korea”. The Asia-Pacific Journal of Atmospheric Sciences. 46(4), 497-504.

[ 2009 ]

Taeryon Choi, Jaeyong Lee & Anindya Roy. (2009). “A note on the Bayes factor in a semiparametric regression model”.Journal of Multivariate Analysis. 100, 1316-1327.
Paul L. Speckman, Jaeyong Lee & Dongchu Sun. (2009). “Existence of the MLE and propriety of posteriors for a general multinomial choice model”. Statistica Sinica, 19, 731-748. Supplementary note.
Yaeji Lim, Seongil Jo, Jaeyong Lee, Hee-Seok Oh &Hyun-Suk Kang. (2009). “Climate Prediction by a Hybrid Method with Emphasizing future precipitation change of East Asia”. The Korean Journal of Applied Statistics. 22(6), 1143-1152.

[ 2008 ]

Jaeyong Lee. (2008). “Nonparametric Bayesian Analysis of Clustered Survival Data”. Statistics. 42, Issue 6, 515 – 526.
Eunyeon Hwang, Yongchan Kwon, Dongik Jang, Jaeyong Lee & Hee-seok Oh. (2008). “Modeling the trend of apartment market price in Seoul”. Communications of The Korean Statistical Society. 15, 173-192.
Hee-Seok Oh, Jaeyong Lee & Donghoh Kim. (2008). “A Recipe for Robust Estimation using Pseudo Data”. JKSS. 37, 63-72.

[ 2007 ]

Jaeyong Lee & Yongchan Kwon. (2007). “Posterior computation of survival model with discrete approximation”. JKSS, 26, 321-333.
Jaeyong Lee. (2007). “Sampling Methods for Neutral to the right processes”. Journal of Computational and Graphical Statistics. 16, 3, 656-671.
Jaeyong Lee, Jinseog Kim &Sin-Ho Jung. (2007). “Bayesian Analysis of Paired Survival Data using a Bivariate Exponential Distribution”. Lifetime Data Analysis. 13, 119-137.

[ 2005 ]

Jaeyong Lee. (2005). “A Simulation Study of Bayesian Proportional Hazard Model with Beta Process Prior”. JKSS. 34, 235-244.
Yongdai Kim, Jaeyong Lee & Jinseog Kim. (2005). “Bayesian Bootstrap Analysis of Doubly Censored Data using Gibbs Sampler”. Statistica Sinica. 15, 969-980.
Jaeyong Lee. (2005). Discussion on “On Model Expansion, Model Contraction, Identifiability and Prior Information: Two Illustrative Scenarios Involving Mismeasured Variables”. Statistical Science. 20, 136-137.
Jaeyong Lee. (2005). Sampling methods of nondecreasing independent increment processes. Proceeding of Fifth Asia Conference on Statistics.

[ 2004 ]

Yongdai Kim & Jaeyong Lee. (2004). “A Bernstein-von Mises Theorem in the Right Censoring Model”. Annals of Statistics. 32, 1492-1512.
Jaeyong Lee & Yongdai Kim. (2004). “A New Algorithm to Generate Beta Processes”. Computational Statistics &Data Analysis. 47, 441-453.
Sarat C. Dass & Jaeyong Lee. (2004). “A note on the Consistency of Bayes Factors for Testing Point Null versus Nonparametric Alternatives”. Journal of Statistical Planning and Inference. 119, 143-151.

[ 2003 ]

Yongdai Kim & Jaeyong Lee. (2003). “Bayesian Bootstrap for Proportional Hazards Models”. Annals of Statistics. 31, 1905-1922.
Statistical Analysis of Survival Models with Bayesian Bootstrap (with Yongdai Kim). Chapter 10 in Recent Advances and Trends in Nonparametric Statistics, M. G. Akritas and D. N. Politis (eds.), Elsevier (North Holland), 411-420.
Jaeyong Lee & James O. Berger. (2003). “Space-Time Modeling of Vertical Ozone Profiles”. Environmetrics. 14, 617-639.
Yongdai Kim & Jaeyong Lee. (2003). “Bayesian Analysis of Proportional Hazard Models”. Annals of Statistics. 29, 493-511.

[ 2002 ]

Web-Based Systems that Disseminate Information from Databases But Protect Confidentiality (with Alan F. Karr, Ashish Sanil, Joel Hernandez, Sousan Karimi, Karen Litwin). Chapter 11 (pp180-196) in Advances in Digital Government: Technology, Human Factors and Policy, W. J. McIver, Jr. and A. K. Elmagarmid (eds.), Kluwer Academic Publishers, Boston.

[ 2001 ]

aeyong Lee, Christopher Holloman, Alan F. Karr &Ashish P. Sanil. (2001). “Analysis of Aggregated Data in Survey Sampling with Application to Fertilizer/Pesticide Usage Survey”. Research in Official Statistics. 4, 101-115.
Jaeyong Lee & James O. Berger. (2001). “Semiparametric Bayesian Analysis of Selection Models”. Journal of The American Statistical Association. 96, 1397-1409.
Yongdai Kim & Jaeyong Lee. (2001). “On Posterior Consistency of Survival Models”. Annals of Statistics. 29, 666-686.
Jaeyong Lee. (2001). “On Posterior Consistency in Selection Models”. Statistica Sinica. 11, 827-842.
Alan F. Karr, Jaeyong Lee, Ashish Sanil, Joel Hernandez, Sousan Karimi &Karen Litwin. (2001). “Disseminating Information but Protecting Confidentiality”. IEEE Computer. 34(2), 36-37.
AWARDS
2005. 5.19
제 15회 과학기술우수논문상. 한국과학기술단체 총연합회.
(Science and Technology Excellent Paper Award, The Korea Federation of Science and Technology Societies)
1999
Honarable mention in Leonard J. Savage Thesis Award, Joint Statistical Meeting