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.