강기훈 교수님
- 직위(직급)
- 교수
- 학위
- 서울대학교 통계학과 이학박사
- 연구분야
- 비모수적 함수추정
- 전화번호
- 031-330-4486
- 이메일
- khkang@hufs.ac.kr
- 연구실
- 자연과학대학 407호
세부내용
학력
- 서울대학교 계산통계학과 B.S. (1990)
- 서울대학교 계산통계학과 M.S. (1992)
- 서울대학교 통계학과 Ph.D. (1998)
주요경력
- (현) 한국외국어대학교 통계학과 교수 (2001~)
- (현) 한국외국어대학교 제13대총장 (2026~)
- (현) 한국통계학회 회장 (2025~)
- (현) 기획재정부 국가통계위원회 위원 (2024~)
- (현) 과학기술정보통신부 기초연구사업 추진위원회 위원 (2023~)
- (현) 용인시정자문위원회 자치행정분과위원장 (2022~)
- (현) 통계청 국가통계위원회 통계정책분과위원회 위원 (2022~)
- 한국외국어대학교 산학연계부총장 (2022~2023)
- 한국외국어대학교 캠퍼스타운사업추진단장 (2023)
- 한국외국어대학교 사업본부장 (2023)
- 한국통계학회 부회장 (2021~2024)
- 한국연구재단 수학분야 자문위원 (2021)
- 한국과학창의재단 연구위원 (2020~2023)
- 한국외국어대학교 생활협동조합 이사장 (2019~2023)
- 통계청 사회통계발전협의회 위원 (2019~2020)
- 한국은행 통계품질관리위원회 위원 (2018~2020)
- 한국통계학회 총무이사 (2018~2020)
- Co-Editor of Communications for Statistical Application and Methods (2017)
- 한국외국어대학교 행정지원처장 (2012~2015)
- (사)한국창업보육협회 이사 (2011~2012)
- 한국외국어대학교 연구산학협력단 부단장 (2010~2011)
- 한국외국어대학교 창업보육센터장 (2010~2011)
- 한국외국어대학교 기술이전센터장 (2010~2011)
- 한국통계학회 소식지 편집위원장 (2009~2010)
- 한국통계학회 응용통계연구 편집위원 (2008~2011)
- 조지아대학교(UGA) 통계학과 방문교수 (2007, 2015)
- 한국통계학회논문집 편집주간 (2005~2006)
- 호주국립대학교(ANU) 수리과학연구소(MSI) 방문교수 (2002, 2003)
- 호주국립대학교(ANU) 수리과학연구소(MSI) 연구위원 (1999~2001)
연구분야
- 비모수적 함수추정 (Nonparametric Function Estimation)
- 함수적 데이터분석 (Functional Data Analysis)
- 통계적 기계학습 (Statistical Machine Learning)
- 다중척도 분석 (Multiscale Analysis)
- 통계그래픽스 (Statistical Graphics)
주요수상
- 2010. 04. 연구업적우수상 (한국외국어대학교)
- 2020. 04. 과학기술정보통신부 장관상 (과학기술정보통신부)
- 2021. 09. 옥조근정훈장 (대한민국)
주요논문 및 저서
논문
- A study on the aspect-based sentiment analysis of multilingual customer reviews, The Korean Journal of Applied Statistics, 2023. (with Ji, S. et al.)
- Local linear regression analysis for interval-valued data, Communications for Statistical Applications and Methods, 2021. (with Jang, J.)
- On principal component analysis for interval-valued data, The Korean Journal of Applied Statistics, 2020. (with Choi, S.)
- Comparison of estimation methods for expectile regression, The Korean Journal of Applied Statistics, 2018. (with Kim, J. M.)
- On Comparison of Estimation Methods in Quantile Regression, Advances and Applications in Statistics, 2018. (with Wu, S. J.)
- On Regression Analysis of Interval-Valued Data, Journal of the Korean Data & Information Science Society. 2018. (with Im, S.)
- Discussion on Statistical Scale Space Methods, International Statistical Review, 2017. (with Park, C. and Jeon, Y.)
- Autocovariance Function Estimation via Penalized Regression, Journal of Computational and Graphical Statistics, 2016. (with Park, C. et al.)
- An exploratory data analysis in scale-space for interval-valued data, Journal of Applied Statistics, 2016. (with Park, C. and Jeon, Y.)
- An approach for bias reduction in density estimation, Advances and Applications in Statistics, 2015.
- Nonparametric Comparison of Multiple Regression Curves in Scale-Space, Journal of Computational and Graphical Statistics, 2014. (with Park, C. and Hannig, J.)
- Portfolio Selection for Socially Responsible Investment via Nonparametric Frontier Models, Communications for Statistical Applications and Methods, 2013. (with Jeong, S. et al.)
- Asymptotics for a class of generalized multicast autoregressive processes, Journal of the Korean Statistical Society, 2012. (with Hwang, S.Y.)
- A study on relationship between the performance of professional baseball players and annual salary, Journal of the Korean Datat & Information Science Society, 2012. (with Seung, H.)
- Factor Analysis of Customer Loyalty in Car Insurance Using Generalized Additive Partial Linear Model, The Korean Journal of Applied Statistics, 2012. (with Ki, S.)
- Analysis of the elasticity of loss amount by accident types using linear mixed effect model, Journal of the Korea Insurance Research Institute, 2011. (with Ki, S.)
- A study on applying shrinkage method in generalized additive model, The Korean Journal of Applied Statistics, 2010. (with Ki, S.)
- Comparison of stepwise and exact maximum likelihood estimations on cell probabilities of contingency table, Communications of the Korean Statistical Society, 2010. (with Lee, S. E. et al.)
- Using generalized additive partial linear model for constructing underwriting system, The Korean Journal of Applied Statistics, 2009. (with Ki, S.)
- SiZer analysis for the comparison of time series, Journal of Statistical Planning and Inferences, 2009. (with Park, C. et. al.)
- Nonparametric estimation of value-at-risk, Journal of Applied Statistics, 2009. (with Jeong, S. O.)
- Improved SiZer for time series, Statistica Sinica, 2009. (with Park, C. and Hannig, J.)
- A study on the efficiency of multidimensional scaling using bootstrap method, Journal of the Korean Data & Information Science Society, 2009. (with Kim, W.)
- On statistical methods used in medical research, Journal of the Korean Data & Information Science Society, 2009. (with Choi, Y.)
- SiZer anaysis for the comparison of regression curves, Computational Statistics & Data Analysis, 2008. (with Park, C.)
- On practical choice of smoothing parameter in nonparametric classification, Communications of the Korean Statistical Society, 2008. (with Kim, R. S.)
- Numerical comparison of nonparametric method and parametric method for the variogram estimation, Journal of Korean Data & Information Science, 2008. (with Han, Y. S.)
- Comparison of bootstrap methods for LAD estimator in AR(1) model, The Korean Communications in Statistics, 2006. (with Shin, K. I.)
- Minimax designs for the stability of slope estimation on second-order response surfaces, Journal of Applied Statistics, 2006. (with Kang, H. S.)
- Functional data analysis of temperature and precipitation data, The Korean Journal of Applied Statistics, 2006. (with Ahn, H. S.)
- Nonparametric estimation of the variance function with a change point, Journal of the Korean Statistical Society, 2006. (with Huh, J.)
- Unimodal kernel density estimation by data sharpening, Statistica Sinica, 2005. (with Hall, P.)
- Bandwidth choice for nonparametric classification, The Annals of Statistics, 2005. (with Hall, P.)
- On practical efficiency of locally parametric nonparametric density estimation based on local likelihood function, The Korean Communications in Statistics, 2003. (with Han, J.)
- Adaptive variable location kernel density estimators with good performance at boundaries, Journal of Nonparametric Statistics, 2003. (with Park, B. U. et al.)
- Measures for stability of slope estimation on the second order response surface and equally-stable slope rotatability, Journal of the Korean Statistical Society, 2003. (with Park, S. H., and Kang, H. S.)
- Bootstrapping nonparametric density estimators with empirically-chosen bandwidths, The Annals of Statistics, 2001. (with Hall, P.)
- On adaptive estimation of regression coefficients with symmetric errors, Advances and Applications in Statistics, 2001.
- Kernel estimation of discontinuous regression functions, Statistics and Probability Letters, 2000. (with Park, C and Koo J.Y.)
- Higher order kernels in adaptive location estimation, Journal of Nonparametric Statistics, 2000. (with Park, B. U. and Kim, W. C.)
- The variance of an MLE of the intensity function of a repairable system, The Korean Journal of Applied Statistics, 1999. (with Lee, H. W. and Kim, J. J.)
- Bootstrap simulation for performance evaluation of optical multifiber connectors, Journal of the Korean Society for Quality Management, 1998. (with Chun, O. G.)
- On bias reduction methods in nonparametric regression estimation, Advances in Statistical Decision Theory and Applications, 1997. (with Kim, W. C. and Park, B. U.)
- Smoothing parameter selection in nonparametric spectral density estimation, The Korean Communications in Statistics, 1995. (with Park, B. U. et al.)
- An automatic spectral density estimate, Journal of the Korean Statistical Society, 1994. (with Park, B. U. and Cho, S.)
저서/편저
- 통계학개론 -엑셀을 이용한 실습- 3판, 2016, 자유아카데미
- 수리통계학 -R을 이용한 실습-, 2015. 자유아카데미 (박진호 공저)
- 생명정보학, 2007. 월드사이언스 (조재창 외 공역)
- 베이지안통계학, 2005. 자유아카데미 (박흥선 외 공저)
주요 국제학술대회 발표
- Local linear regression methods for interval-valued data, DSSV, Doshisa, 2019.
- Nonlinear and kernel regression methods for interval-valued data. COMPSTAT, Iasi, 2018. (with Jang, J.)
- Linear Regression for Interval-Valued Data Using Resampling, Annual TIES Conference joint with GRASPA, Bergamo, 2017. (with Im, S.)
- Improved scale-space analysis for interval-valued data, COMPSTAT, Oviedo, 2016. (with Park, C. and Jeon, Y.)
- Autocovariance Function Estimation via Penalized Regression, Joint Statistical Meetings, Boston, 2014. (with Park, C. and Hannig, J.)
- Variance function estimation in nonparametric regression models with multiple covariates, 6th International Conference of the ERCIM, London, 2013. (with Jeong, S.)
- Nonparametric Tests for Distribution Specification in Multiparameter Local Likelihood Models, Joint Statistical Meetings, San Diego, 2012. (with Cheng, M. Y. and Peng, L.)
- Graphical device for the comparison of several regression curves, Young Statisticians Meeting Satellite Event of ISI, Dublin, 2011. (with Park, C.)
- Variance function estimator in the multiple regression model, Joint Statistical Mettings, Vancouver, 2010. (with Jeong, S. O.)
- Improved SiZer for time series, Joint Statistical Meetings, Washington D.C., 2009. (with Park, C. and Hannig, J.)
- Nonparametric test for changepoint in variance function, Joint Statistical Meetings, Washington D.C., 2009. (with Huh, J.)
- Graphical device for testing the equality of the mean of two time series, 1st IMS-APRM, Seoul, 2009. (with Park, C. et. al.)
- SiZer for time series using estimated autocovariance function, Spring Research Conference on Statistics in Industry and Technology, Atlanta, 2008. (with Park, C. and Hannig, J.)
- SiZer analysis for the comparison of regression curves, Nonparametric Statistics Conference on Current and Future Trends in Nonparametrics, South Carolina, 2007. (with Park, C.)
- A graphical method for testing the equality of regression curves, Joint Statistical Meetings, Denver, 2006. (with Park, C.)
- Nonparametric estimation of risk measures, Joint Statistical Meetings, Minneapolis, 2005. (with Jeong, S. O.)
- Data sharpening under unimodal constraint in kernel density estimation, Joint Statistical Meetings, Toronto, 2004. (with Hall, P.)
- Numerical performance of local likelihood density estimator with data-driven bandwidths, International Statistical Institute Session 54, Berlin, 2003.
- Effect of bandwidth choice on Bayes risk in nonparametric classification, International Conference on Current Advances and Trends in Nonparametric Statistics, Crete, 2002. (with Hall, P.)
- Data sharpening by estimating the derivative of log density, International Statistical Institute Session 53, Seoul, 2001. (with Park, B. U. and Jeong, S. O.)
- Bootstrapping nonparametric density estimators with local and global plug-in bandwidths, 15th Australian Statistical Conference, Adelaide, 2000. (with Hall, P.)
- On behavior of higher order kernel estimator in adaptive location estimation, 51th ISI World Statistics Congress, Istanbul, 1997. (with Park, B. U.)
- Smoothing parameter selection in nonparametric spectral density estimation, 50th ISI World Statistics Congress, Beijing, 1995. (with Park, B. U.)
프로젝트
- 수학분야 분야별 지원체계 고도화 기획연구 (21.11~22.06, 한국연구재단)
- 기계학습 신용평가모형 검증방법론 연구 (21.08~22.04, 한국신용정보원)
- AI 공기질 예측 모델 개발 (21.07~21.10, 애자일소다)
- 인공지능기술을 활용한 고병원성 조류인플루엔자 국내 유입, 발생 조기 감지 및 확산 대응 시스템 개발 (19.01~20.12, 과학기술정보통신부)
- 야생조류 HPAI 검출에 따른 가금사육 농장단위 HPAI 바이러스 전파 역학조사 연구 (18.07~20.12, 농림축산식품부)
- 함수추정의 성능 개선을 위한 교차확인법의 활용 (17.05~20.04, 한국연구재단)
- 서울시 통계혁신 컨설팅 (19.08~19.12, 서울특별시)
- 수시통계품질진단 「농업법인조사」 (19.04~19.07, 통계청)
- 빅데이터분석 활용센터 교육인프라 기반 빅데이터 교육 콘텐츠개발 (15.07~16.01, 한국정보화진흥원)
- 비모수적 함수 추론 기법의 성능 향상에 관한 연구 (11.05~14.04, 한국연구재단)
- 소상공인 업종분류체계 표준화 마련을 위한 타당성 검토 연구 (12.11~13.01, 소상공인진흥원)
- 정기통계품질진단 「사업체노동력조사」, 「기업체노동비용조사」, 「중소제조업임금실태조사」, 「건설업임금실태조사」 (11.07~11.11, 통계청)
- 다중 함수 비교를 위한 비모수적 다척도분석 (09.05~11.04, 한국연구재단)
- 국가브랜드 해외 자문단 및 확산단 운영 정량조사 (10.10~10.12, 대한무역진흥공사)
- 기술창업아카데미 (10.07~10.09, 중소기업청)
- 입학사정관제 전형의 객관적 평가를 위한 통계모형 개발 (10.03~10.05, 한국외국어대학교)
- 회귀함수의 추정 및 비교 검정에 관한 비모수적 방법 (08.07~09.06, 학술진흥재단)
- 다차원 상관자료의 회귀모형에 관한 비모수적 추론 (07.02~08.01, 학술진흥재단)
- DNA microarray 기법과 비모수 통계분석을 이용한 토양 미생물의 전 지구적 분포 (06.03~09.02, 한국과학재단)
- 비모수적 함수추정 방법에 기초한 통계적 추론 (05.09~06.08, 학술진흥재단)
- 보편적역무 제공사업자의 무형의 편익 및 손실 산정 방안에 관한 연구 (05.03~05.10, KT)
- 복잡계통계연구 (03.03~08.02, 한국과학재단)
- 불연속함수의 비모수적 추론에 관한 연구 (02.04~04.03, 한국과학재단)
- 국소가능도 함수를 이용한 모수적 비모수적 추론 (01.10~02.09, 학술진흥재단)