Researcher
Research Professor
Hye-seon Lee
Interest: Statistical Analysis
E-mail: hyelee (at) postech.ac.kr
EDUCATION
1985 서울대학교 소비자학 학사 (부전공:경제학)
1987 서울대학교 소비자학 석사
1993 Cornell University 통계학 석사
2008 경북대학교 통계학 박사
CAREER
1990.8-1992.6 : 코넬대학교 통계학 강의조교
1993.3-1993.7 : 시카고대학교 공공정책학과 연구원
Assisting researcher on statistical problems. Logistic Regression on Labor market
1993.10-1994.8 : 시카고대학교 경제연구소 연구원
Transferring to machine-readable data/ Cleaning data/ Analyzing data on epidemiological data
Survival Analysis / Proportional Hazard Function using STATA
1994.9-1996.1 : 미국립조사연구소(National Opinion Research Center) 프로그래머 I, 프로그래머 II
o 통계분석 수행 프로젝트
Epidemiology data analysis using Survival Analysis and Proportional Hazard Function
Regression on National Treatment Improvement Evaluation Study (Model selection)
o 데이타베이스 구성 프로젝트:
National Education Longitudinal Study of 1988 (/94), Third Follow-up
(Conducted for the U.S. Department of Education)
Baccalaureate and Beyond Longitudinal Study (Federal Financial Aid Policy)
National Treatment Improvement Evaluation Study (NTIES : sponsored by the Center for Substance Abuse Treatment )
1997.3-1998.8 : 경일대학교 산업공학과 겸임교수 기초통계학, 수리통계학, 실험계획법 강의
1999.9-1999.10 : 동국대학교 정보통계학과 주관 사회조사분석사 특강
2000.3-2002.7 : 한동대학교 기초학부 강사 (데이타통계처리) / 경영경제학부 강사 (경영경제통계)
2003.5-2003.11 : 삼성전자 CRM과제 연구책임자 (구매예측모델링 구축)
2002.8-2004.3 : 캘리포니아 주립대학교(샌디에고) 의과대학, Division of Biostatistics, Statistician
Alzheimer's Disease Cooperative Study(Mild Cognitive Impairment)
2004.8-2008.8 : 동국대학교 정보통계학과 강사 (범주형자료분석, 의학통계분석, 정보컨설팅, 통계조사방법론)
2004.8-2006.8 : 기획예산처 고객만족조사 자문위원
1996.5-2008.8 : 포항공대 산업경영공학과 책임연구원
2008.9-2009.2 : Cornell University, Department of Biological Statistics and Computational Biology, Research fellow,
Quantitative analysis of genetic pathway research (Prof. Jason Mezey Lab)
2009.3-2009.8 : 한양대학교 의과대학 류마티스임상연구센터 연구교수
2009.9~현재 : 포항공과대학교 산업경영공학과 연구교수
2011.12~ : 통계청 국가통계발전 자문위원
International Paper
Inwook Hwang, Hyeseon Lee, and Seungmoon Choi, "Real-time Dual-band Haptic Music Player for Mobile Devices", IEEE TRANSACTIONS ON HAPTICS, Accepted (2013)
Sanguk Lee, Kyoungok Kim, Hyeseon Lee, Chi-Hyuck Jun, Hoeil Chung and Jong-Jae Park, Improving the classification accuracy for IR spectroscopic diagnosis of stomach and colon malignancy using non-linear spectral feature extraction, Analyst Vol 138(14), pp4076-4082 (2013)
Sanguk Lee, Hyeseon Lee, Hoeil Chung, "New discrimination method combining hit quality index based spectral matching and voting", Analytica Chimica Acta, Vol 758, No 3, pp58-65 (2013)
Yong Seog Kim, Hyeseon Lee and John D. Johnson, "Churn management optimization with controllable marketing variables and associated management costs", Expert Systems with Applications, Vol. 40 (6), pp2198-2207 (2013)
So-Yeon Park, Hyeseon Lee, Soo-Kyung Cho, Chan-Bum Choi, Yoon-Kyoung Sung and Sang-Cheol Bae, "Evaluation of disease activity indices in Korean patients with rheumatoid arthritis", Rheumatology International, 32, pp545–549 (2012)
Hyeseon Lee, Yeonhee Lee, Hyunbo Cho, Kwanyoung Im, and Yong Seog Kim, "Mining Churning Behaviors and Developing Retention Strategies Based on A Partial Least Square (PLS) Model", Decision Support Systems, Vol 22, pp207-216 (2011)
Muhammad Aslam, Chi-Hyuck Jun, Hyeseon Lee, Munir Ahmad and Mujahid Rasool, " Improved group sampling plans based on time-truncated life tests", Chilean Journal of Statistics Vol. 2, No. 1, pp. 85–97 (2011)
Chi-Hyuck Jun, Hyeseon Lee, Sang-Ho and S. Balamurali, "A Variable repetitive group sampling plan under failure-censored reliability tests for Weibull distribution", Journal of Applied Statistics, Vol. 37, No 3, pp.453-460 (2010)
Jung-ah Kwon, Hyeseon Lee, Kap No Lee, Kwangchun Chae, Seram Lee, Dong-ki Lee, Soyoun Kim, “High diagnostic accuracy of antigen microarray for sensitive detection of hepatitis C virus infection”, Clinical Chemistry, Vol. 54, No 2, pp.424-428 (2008)
Daewon Lee, Hyeseon Lee, and Chi-Hyuck Jun, Chang Hwan Chang, “A Variable Selection Procedure for X-ray Diffraction Phase Analysis”, Applied Spectroscopy, Vol.61, No 12 , pp. 1398-1403 (2007)
Hyeseon Lee, Chi-Hyuck Jun, Jaekee Song, Jae-Wha Hong, “The Estimation of Phase Fractions in a Galvannealed Steel Sheet Using Independent Component Analysis”, Chemometrics and Intelligent Laboratory Systems, Vol. 87, 81-87 (2007)
Hyeon Suk Shin, Hyeseon Lee, Chi-Hyuck Jun, Young Mee Jung and Seung Bin Kim, “Transition temperatures and molecular structures of poly(methyl methacrylate) thin films by principal component analysis: comparison of isotactic and syndiotactic poly(methyl methacrylate), Vibrational Spectroscopy, vol.37, 69-76(2005),
Hoeil Chung, Hyeseon Lee, Chi-Hyuck Jun, " Determination of Research Octane Number using NIR Spectral Data and Ridge Regression", Bulletin of the Korean Chemical Society, vol.22, No1, 37-42 (2001)
Kwang-Su Park, Young-Hyun Ko, Hyeseon Lee, Chi-Hyuck Jun, Hoeil Chung, Min-Sik Ku, "Near-infrared spectral data transfer using independent standardization samples: a case study on the trans-alkylation process," Chemometrics and IntelligentLaboratory Systems, vol 55, 53-65 (2001)
Kwang-Su Park, Hyeseon Lee, Chi-Hyuck Jun, Kwang-Hyun Park, Jae-Won Jung, Seung-Bin Kim, "Rapid Determinationof FeO Content in Sinter Ores using DRIFT Spectra and Multivariate Calibrations," Chemometrics and Intelligent Laboratory Systems, vol 51, 163-173 (2000)
Ali S. Hadi, Hyeseon Joo, Mun S.Son, "A Comparison of Methods for the Detection of Outliers in Multivariate Data," The Korean Communications in Statistics, Vol3 ,53-67(1996)
K.P. Goldstein, T. Philipson, H. Joo, R.S. Daum, "The Effect of Epidemic Measles on Immunization Rates," Journal of the American Medical Association(JAMA) Vol276, Iss 1,56-58(1996)
Philipson, T. "Private Vaccination and Public Health: An Empirical Examination for U.S. Measles. "Journal of Human Resources ,Vol31.3, 1611-1630(1996) (worked for it as a data analyst)
Domestic Paper (학진등재지)
김윤대, 전치혁, 이혜선, "벌점 부분최소자승법을 이용한 분류방법', 한국데이터정보학회지, 22(5), 931-940 (2011)
이상호, 이혜선, 김윤대, 전치혁, “브랜드 선택확률 분석을 위한 구조방정식 모형”, 대한산업공학회지, 36권 2호, 87-93 (2010)
이혜선, 이영록, 전치혁, 홍재화, “부분최소자승법과 변수선택을 이용한 코팅두께 예측모델 개발”, 응용통계연구, 23권 2호, 295-304 (2010)
유한민, 전치혁, 이혜선, 홍재화, “XRD 스텍트럼의 비음독립성분분석을 통한 혼합물 구성비 결정”, 분석과학, 20권 6호, 502-507 (2007, 12)
이혜선, 송재기, 박해상, 전치혁, “독립성분분석을 이용한 혼합물의 미지 성분비율 예측”, 응용통계연구 19권 1호 (2006, 3)
Conference Papers (International / Domestic)
Yunju Cho, Hyeseon Lee, Chi-Hyuck Jun, Classification Based on Decision Tree and Adaptive Particle Swarm Optimization, 12th, Asia Pacific Industrial Engineering and Management Systems Conference, October 14-16, 2011, Friendship Hotel, Beijing, China
H. Lee, Y. Kim, Y. Lee, H. Cho. “Toward optimal churn management: A partial least square (PLS) model,” Proceedings of the 16th Americas Conference on Information System, AIS Digital Library Proceedings, Paper 78, 2010.
Lee, Hyeseon, Han-Min You and Chi-Hyuck Jun, “Determination of Mixing Ratios in a Mixture using Non-negative Independent Component Analysis” , The 9th Islamic Countries Conference on Statistical Science, 2007, Malaysia
Hong, Jae-Wha, Hyeseon Lee and Chi-Hyuck Jun, “Quantitative Determination of Phase Fractions in a Galvannealed Coating Using XRD Spectrum, The Association for Iron & Steel Technology Conference, AIST Proceedings, CD, May 7-10, 2007, Indianapolis, USA.
Lee, Sang-Ho, Hyeseon Lee and Chi-Hyuck Jun, “Classification of Correlated Binary Data Using Discriminant Analysis”, Proceeding of the 36th CIE Conference on Computers & Industrial Engineering, Howard Plaza Hotel, Taipei, Taiwan, June 20-23, 2006, 2211-2220.
Choi, Daewoo, Hyeseon Lee and Chi-Hyuck Jun, “On combining clustering methods for microarray data analysis”, The 53rd Session of International Statistical Institute, Aug.22-29, 2001, Seoul, Invited Papers Book 3, 229-230.
Ko, Young-Hyun, Hyeseon Lee, Si-Young Park, Chi-Hyuck Jun, "A clustering algorithm for similar pattern", The 53rd Session of International Statistical Institute, Aug.22-29, 2001, Seoul, Contributed Papers Book 1, 191-192.
Ko, Young-Hyun, K.-S. Park, H.-S. Lee, C.-H. Jun, M.-S. Ku and H. Chung, "A Comparison of Standardization Methods in Near-infrared Analysis", Near Infrared Analysis, 1(1), 9-17, 2000
이혜선, 김경옥, 이상욱, 정회일, "비선형특징추출법(nonlinear feature extraction) 적용한 암 진단분류", 2013 춘계한국통계학회, 인천 송도SUNY
이혜선, 이정혜, 전치혁, " Kernel partial least for prediction of Naphtha composition", 2013 춘계 한국데이터정보학회, 영남대학교
전치혁, 박장호, 이혜선, " A multivariate process control scheme using multiple hypothesis testing", 2012 춘계 한국통계학회, 계명대학교
이혜선, 조윤주, 김소연, 한병돈, " Diagnostic of Hepatitis C Virus(HCV) Using Adaptive Particle Swarm Optimization", 2011 춘계통계학회, KAIST
조윤주, 이혜선, 전치혁, "의사결정나무 최적화를 통한 분류", 2011한국경영과학회/대한산업공학회 춘계 공동학술대회, 인천 송도컨벤시아
김윤대, 이혜선, 전치혁, "벌점함수와 부분최소자승법을 이용한 분류 방법", 2011한국경영과학회/대한산업공학회 춘계 공동학술대회, 인천 송도컨벤시아
이혜선, 조윤주, 전치혁, 한병돈, 조민정, " Diagnostic Method for Human Immunodeficiency Virus(HIV) Using Particle Swarm Optimization", 2010 추계통계학회, 경기대학교
이혜선, 이영록, 전치혁, 홍재화, "A PLS Based Prediction System for Coating Thickness", 2009 춘계통계학회, 단국대학교
유시원, 유한민, 이혜선, 전치혁, “ Gaussian 혼합모델에 대한 EM알고리즘을 이용한 신호와 잡음의 분리”, 2007 추계경영과학회, 한양대학교
이혜선, 이대원,전치혁, “A Variable Selection Procedure in PLS Modeling : Case of Spectroscopy Application”, 2007 춘계통계학회, 부산대학교
김재동, 민광기, 이혜선, “ 제조업에서의 ECMiner™ 활용사례”, 2006 추계 데이터마이닝학회, 동국대학교
김응구, 이혜선, 전치혁, 조현보, “주성분분석을 이용한 다단계 생산공정의 불량패턴 진단”, 2006 추계 대한산업공학회, 고려대학교
이혜선, 이종석, 전치혁, 유주연, “A New Clustering Validation Measurement for Time Course Microarray Data”, 2006 춘계통계학회, 경북대학교
전치혁, 이혜선, 이대원, 장창환, “X-선 회절데이타를 이용한 철광석의 환원율 예측”, 2006 춘계통계학회, 경북대학교
장창환, 서종현, 이혜선, 이대원, 전치혁, “Quantitative XRD Analysis of Iron Ore by Using Partial Least Squares” 2006.5.18-19, 한국분석과학회, 목포대학교
전치혁, 이혜선, 박해상, 홍재화, “독립성분분석을 이용한 혼합물내의 순수물질 구성비 추정” (Estimation of Pure Component Fractions in a Mixture Using Independent Component Analysis), 대한산업공학회/한국경영과학회 2006 춘계공동학술대회 논문집, CD, 2006.5.19.-20., 카이스트, 대전.
이혜선, 박해상, 전치혁, “Predicting unknown composition of a mixture using independent component analysis”, 한국데이터정보과학회 2005년 춘계학술발표회 논문집, 2005. 4.29.-30. 경북대학교, 127-134.
Park, Kwang-Su, Young-Hyun Ko, Hyeseon Lee and Chi-Hyuck Jun, “Transfer of near-infrared spectral data between two instruments for predicting constituent contents”, 한국통계학회 2001추계학술발표회논문집, Pusan, May 25 – 26, 2001, 157-162.
고영현, 이혜선, 전치혁, "유전자 알고리듬을 이용한 다중이상치 탐색", 한국통계학회 2000년 추계 학술대회 논문집, 173-180, 덕성여자대학교, 서울, 2000.11.03
정회일, 이혜선, 전치혁, "Improvement of the Calibration Robustness Using Ridge Regression", 한국통계학회 ’99추계학술발표회논문집, 1999.11.5.-6., 성균관대학교, 서울, 31-36.
박광수, 고영현, 이혜선, 전치혁, "NIR 분광자료를 이용한 원유 수율에 대한 예측모델 개발", 한국경영과학회/대한산업공학회 '99 춘계공동학술대회, 1999.4.23.-24, 계명대학교, 대구, 366-367.