목원대학교마케팅빅데이터학과

통계청 통계교육원 데이터분석 교육
통계청 정보공개 심의회 위원
농업진흥청 교육원 출강
한국자료분석학회 이사
한국통계학회 회원

-성균관대학교 경영학 석박사 (2020)
-성균관대학교 경영학, 사회복지학 학사 (2013)

[약력/경력]
- 성균관대학교, 숙명여자대학교 강사(22.09-25.02)
- 숙명여대 연구원(2021-2025)
- 칸타코리아 연구원(2021)
- 성균관대학교 연구원(2020)

[수상]
서비스마케팅학회 우수발표연구상 (23.05)

[연구 과제]
2025 신진연구자 「불확실성 시대의 소유 방식」 (한국연구재단, 홍수정)

연세대학교 정보시스템 박사 (2011)

[경력]
한국인터넷정보학회 편집위원 및 이사
한국주관성연구학회 연구이사
한국경영학회, 한국정보처리학회, 한국경영컨설팅학회, 한국커뮤니케이션학회, 한국IT서비스학회 등 정회원 및 심사위원
조달청 기술평가위원
한국생산성본부 국가자격기술 감독위원
필리핀몬탈반지구 NGO 적정기술 ODA사업 자문위원
지방대학활성화사업 「빅데이터 기반 영상문화 콘텐츠 제작·확산 사업단」 책임교수
교내 교육수요자만족도 위원회 위원
前 기획재정부, 공공기관 경영평가단 위원
前 지자체 정보화위원회 자문위원(세종특별자치시, 대전광역시 서구)
前 한국과학기술기획평가원, 한국능률협회컨설팅 공공부문 마케팅분과 사업평가위원


[연구사업]
한국연구재단(NRF) 중견연구사업 수주 2024.06.01~2025.05.31
한국연구재단(NRF) 신진연구사업 수주 2014.06.01~2015.05.31
2024년도 한국연구재단 인문사회분야 중견연구자지원사업 선정


[수상경력]
Best Paper Award(Asia Pacific International Conference on Information Science and Technologym 2013)
Outstanding Paper Award(Internation Conference on Internet, 2013)
최우수논문상(한국정보처리학회/삼성SDS, 2011)
교내산학협력단 신진연구자상
Marquis Who’s Who Albert Nelson Marquis Lifetime Achievement Award(2017)
Marquis Who’s Who 세계인명사전 등재 (33rd eds., 2016-2018)


[주요 논문]
KY Kim(2023). An Exploratory Study on the Typology of Metaverse Users in the Digital Native Generation Cohorts, Journal of Humanities and Social Science 21.
KY Kim(2023). Typologies ofCuration Subscription Service Preference of Digital Z GenerationConsumersApplying Mixed Methodology, Journal of Humanities and Social Science 21.
KY Kim(2023). LDA Topic Modeling on the Trends of the Next Digital Generation on the New Internet Revolution Metaverse, International Journal of Emerging Technology and Advanced Engineering
KY Kim(2022). A Comparative Study on the Social Awareness of Metaverse in Korea and China: Using Big Data Analysis, Journal of Internet Computing and Services.
KY Kim(2022). Big Data Analysis of MZ Generation Consumer Behavior Changes under the Pandemic Era, Korean Journal of Communication Studies.
KY Kim(2022). The Study on Typologies of Generation MZ’s LifestyleChange in the New Normal Era, Journal of Korean Society for the Scientific Study of Subjectivity.
KY Kim and IK Song(2020). Exploring Working Group’s Psychological Subjectivity on Public Smart Work Services in a Cloud-based Social Networking, KSII Transactions on Internet and Information Systems.
KY Kim(2020). Trends Analysis on Research Articles of the Sharing Economy through a Meta Study Based on Big Data Analytics, Journal of Internet Computing and Services.
KY Kim(2018). A Study on US Consumer’s Subjectivity Schemata of Sharing Economy: Q Methodology, Journal of Internet Computing and Services.
JW Kim., YD Yoon, YJ Jeong, KY Kim(2016). Korean Collective Intelligence in Sharing Economy Using R Programming: A Text Mining and Time Series Analysis Approach, Journal of Internet Computing and Services.
DK Cho, KY Kim(2016). A Study on Regulation of Video on Demand Advertisements, Journal of Internet computing Services.
JH Lee, JW Choi, KY Kim(2015). Segmenting Korean Millennial Consumers of Sharing Economy Serviceson Social Networking: A Psychographic-based Approach, Journal of Internet Computing and Services.
HK Kim, YD Yoon, KY Kim(2014). Impacts of Personal, Social and Culture Factors on User Acceptance of ASMD N-screen Cloud Contents and Services, International Journal of Advances in Soft Computing and Its Applications.
KY Kim and BG Lee(2014). Marketing Insights for Mobile Advertising in the Cloud Era: A Q-R Methodology and Practices, Technological Forecasting & Social Change.
JW Choi, JH Lee, KY Kim(2014). Exploring Millennial Generation Behaviorof Gamification Contents Converging with ICTand Sharing Economy: Hierarchical Clustering Analysis, Lecture Notes in Electronics Engineering.
KY Kim, DK Cho and IK Song(2014). A Subjectivity Study on the Promotion of Korean Smart TV Industry through Q Methodology, The KSII Transactions on Internet and Information Systems.
KY Kim(2014). A Study on Typologing the Korean’s Perception Schemataon the Business Value of Sharing Economy, Journal of Korean Society for the Scientific Study of Subjectivity.
KJ Seo, JH Hwang, KY Kim(2014). Market Segmentation of Converging New Media Advertising: The Interpretative Approach Based on Consumer Subjectivity, Journal of Internet Computing and Services.
KY Kim(2013). Business Intelligence and Marketing Insights in an Era of Big Data: The Q-sorting Approach, The KSII Transactions on Internet and Information Systems.
KY Kim and HK Kim(2013). Typoogies of Consumer Preference toward Sharing Economy Service Models Based on Collaborative Consumption: A Strategic Approach to Marketing Communications, Journal of Korean Society for the Scientific Study of Subjectivity.
KY Kim(2013). An Exploratory Study on Consumer’s Perceptions on Digital Signage Advertising Media Using Cluster Analysis, Korean Management Consulting Review.
IJ Hwang, KY Kim and BG Lee(2013). Information Asymmetry, Social Networking Site Word of Mouth, and Mobility Effects on Social Commerce in Korea, Cyberpsychology, Behavior, and Social Networking.
KY Kim and IK Song(2013). Future Strategic Policy for Converging Industry Focused on Construction Project of Communication Network : Mixed Methodology of Q and Case Analysis, Korea Business Review.
KY Kim(2012). A Subjectivity Study Approach to Segmenting Tablet User Experiences, Journal of Korean Society for the Scientific Study of Subjectivity.
KY Kim and YI Yoon(2012). Comparative Positioning of Korean Network Companies Moving to Converging Cloud Services, Advanced Science and Technology Letters.
CH Kim, BG Lee and KY Kim(2012). Market Participants’ Policy Preferences of the Joint Construction of Communications Network, Journal of Korean Society for the Scientific Study of Subjectivity.
KY Kim, DJ Kim and BG Lee(2011). Pre-test Analysis for First Experiences of Korean E-Voting Services, Computer and Information Science.
KS Beon, KY Kim and T Kim(2011). Analysis of the RPS System in KoreaBased on SCP Framework, Computer and Information Science.
BG Lee, JS Song and KY Kim(2011). Analyzing Moderating Effects of WiBro User Experiences, KSII Transactions on Internet and Information Systems.
BG Lee, JH Kwak, KY Kim and SJ Kim(2009). Technical innovation and 3.5 mobile phone generation: Lessons from Korea, Telecommunications Policy.


[주요 연구분야]
Big Data Analtyics, Business Intelligence, Customer Behavior: Next Generation, Marketing Technologies, Social media and contents, IT Services and Platforms.

충남대학교 수학과 이학박사(2008)

국가수리과학 연구소(NIMS) 산업수학 전문위원(2019~)
대한수학회 정회원(2008~ )
충청수학회 정회원(2006~ )
Mathematical Reviewer of the American Mathematical Society (2011~ )
Zentralblatt Math(2012~ )
Editor in Journal of the Chungcheong Mathematical Society(2017~ )
Editor in Journal of Applied Mathematics and Statistical Applications (2016~ )

- 교외연구비 수주 :
2009.05.01.-2010.04.30. (한국연구재단-기본연구)
2011.05.01.-2014.04.30. (한국연구재단-신진연구)
2014.05.01.-2017.04.30. (한국연구재단-신진연구 후속)
2017.03.01.-2020.02.28. (한국연구재단-중견연구)
2020.06.01.-2023.02.28.(한국연구재단-기본연구)

-논문 155편-SCI(79편), Scopus(47편), KCI(한국연구재단 등재)(29편)

Main Publications(주요 논문)

■ M. Lee, The pseudo-orbit tracing property for $C^1$ generic dynamical systems, to appear in Journal of the Korean Mathematical Society.

■ M. Lee and J. Oh, Weak measure expansive symplectic systems, to appear in Reviews in Mathematical Physics.

■ W. Jung, M. Lee and C. A. Morales, Shadowing of the induced map for contracting homeomorphisms, Journal of Mathematical Analysis and Applications, 543(2025), 128983.

■ M. Lee, C. A. Morales and J. Park, An approximate fixed pointproperty, Topology and Its Appl. 344 (2024), 108820.

■ M. Lee, Singular hyperbolicity of C^1 generic three dimensional vector fields, J. Korean Math. Soc. 61 (2024), 495-513

■ M. Lee, Continuum-wise expansiveness for C^1 generic vector fields, J. Korean Math. Soc., 60(2023), 987-998

■ M. Lee, Local topological stability for diffeomorphisms, 22 Article number: 51 (2023). Qual. Th. Dynam. Syst.

■ M. Lee and J. Oh, Asymptotic measure expansive flows, J. Dynam. Cont. Syst., 29 (2023), 293-318.

■ H. Bo and M. Lee, A generalized Lipschitz shadowing property for flows, Acta Math. Sci. 43(2023), 259 – 288.

■ M. Lee, Inverse pseudo orbit tracing property for robust diffeomorphisms, Chaos, Solitons and Fractals. 160 (2022), 112150.

■ M. Lee, J. Oh and J. Park, Kinematic N expansive continuous dynamical systems, Reviews in Math. Physics. 34 (2022), Article No. 2250012.

■ M. Lee and J. Ahn, Partial hyperbolicity and pseudo orbit tracing properties, Topology Its Appl. 314 (2022), 108095.

■ M. Lee, Flows with ergodic pseudo orbit tracing property, Electronic Research Archive, 30 (2022), 2406-2416.

■ M. Lee, Eventual shadowing for chain transitive sets of C^1 generic dyanmical systems, J. Korean Math. Soc. 58 (2021), 1059-1079.

■ M. Lee, Continuum-wise expansiveness for discrete dynamical systems, Rev. Real Acad. Cien. Exact. Fis. Nat. Ser. A. Math. 115 (2021), Article Number 113.

■ M. Lee, Asymptotic measure expansiveness for generic diffeomorphisms, Open Math. 19(2021), 470-476

■ M. Lee and L. H. Tien, Chain components with the stable shadowing property for C^1 vector fields, J. Aust. Math. Soc. 110 (2021), 243 – 259.

■ M. Lee J. Oh and X. Wen, Diffeomorphisms with a generalized Lipschitz shadowing property, Disc. Contin. Dynam. Syst. 41 (2021), 1913-1927.

■ M. Lee, Robustly measure expansiveness for C1 vector fields, Quaestiones Mathematicae, 43(2020), 569-582.

■ M. Lee and J. Park, Vector fields with the asymptotic orbital pseudo orbit tracing property, Qual. Th. Dynam. Syst. 19(2020), paper No.52.16page.

■ M. Lee, Continuum-wise expansiveness for generic diffeomorphisms, Nonlinearity, 31 (2018), 2982-2988.

■ M. Lee and J. Park, Expansive transitive sets for robust and generic diffeomorphisms, Dynam. Syst. 33(2018), 228-238.

■ M. Lee, Zero topological entropy for C1 generic vector fields, Chaos Solitons &Fractals 108(2018), 104-106.

■ M. Lee, Weak measure expansiveness for partially hyperbolic diffeomorphisms, Chaos Solitons & Fractals 103(2017), 381-385.

■ K. Lee and M. Lee, Measure-expansive homoclinic classes, Osaka Journal of Mathematics, 53(2016), 873-887.

■ M. Lee, The barycenter property for robust and generic diffeomorphisms, Acta Math. Sin. Engl. Ser. 32(2016), 975-981.

■ K. Lee, and M. Lee, Shadowable chain recurrence classes for generic diffeomorphisms Taiwan J. Math. 20(2016), 399-409.

■ K. Lee, M. Lee, K. Moriyasu and K. Sakai, On positively measure-expansive differentiable maps, Journal of Math. Anal. Appl.435(2016), 492-507.

■ K. Lee, M. Lee and S. Lee, Hyperbolicity of homoclinic classes of C1 vector fields, J. Aust. Math. Soc. 98(2015), 375-389.

■ M. Bessa, M. Lee, X. Wen, Shadowing, expansivenss and specification for C1-conservative systems, Acta Math. Sci.36(2015), 583-600.

■ M. Lee, Volume-preserving diffeomorphisms with various limit shadowing, International Journal of Bifurcation and Chaos. 25, 1550018 (2015) [8 pages]

■ M. Lee, Generic expansive Hamiltonian systems, Chaos Solitons & Fractals, 61(2014), 24-26.

■ T. Das, K. Lee and M. Lee, C1-persistently continuum-wise expansive homoclinic classes and recurrent sets, Topol. Appl, 160(2013), 350-359.

■ M. Lee, Robustly chain transitive sets with orbital shadowing diffeomorphisms, Dynam. Syst., 27(2012), 507-514.

■ K. Lee and M. Lee, Stably inverse shadowable transitive sets with dominated splittings , Proc. Amer. Math. Soc., 140(2012), 217-226.

■ M. Lee, C2-stably inverse shadowing diffeomorphisms, Dynam. Syst., 26(2011), 161-1168.

■ M. Lee, Stably average shadowable homoclinic classes, Nonliear Anal., 74(2011), 689-694.

■ K. Lee and M. Lee, Hyperbolicity C1-stably expansive homoclinic classes, Discerete Cont.Dynam. Syst., 27(2010), 1133-1145.

-학술대회발표(47회): 국제학술대회 발표(17회), 국내 학술대회 발표(30회)

Main International Conference Presentations(국제 학술 발표)

■ Korea-Vietnam Joint Conference on Differential Equations and Dynamical Systems, Jeju. July 7 - 9, 2025.
Title : On the topological stability of dynamical systems

■ 2024 International Conference on Dynamical Systems and Related Topics, The University of Danang - University of Science (UD-UED) and Education. January 29 to February 2, 2024.
Title : Hyperbolicity and weak shadowing diffeomorphisms

■ 2023 VIASM Workshop on Dynamical Systems and Related Topics, VIASM, Hanoi. January 3 - 6, 2023.
Title : Hyperbolic structure of smooth dynamical systems with various shadowing properties

■ Differential Dynamical Systems, Changchun China 4-10 August 2019.
Title: Weak Measure Expansiveness for Local Diffeomorphisms.

■ The 12th AIMS Conference on Dynamical Systems, Differential Equations and Applications, Taipei, Taiwan. 5-9 July 2018.
Title: Various shadowing properties for partial hyperbolicity.

■ The 2nd Pan-Pacific International Conference on Topology and Applications, Novotel, Busan, Korea. 13-17 November 2017.
Title : Hyperbolicity of the eventual shadowing diffeomorphisms.

■ Vietnam - Korea workshop on selected topics in Mathematics, Da Nang, 20-24 February 2017.
Title: Lyapunov stable homoclinic classes with shadowing for flows.

■ International Conference for the 70th Anniversary of Korean Mathematical Society, Seoul National University, 20-23 October
Title: Hyperbolic structure of closed invariant sets for differentiable dynamical systems.

■ The Asian Mathematical Conference 2013, BEXCO, Busan, Korea. Jun 30-July 4, 2013.
Title : Measure expansive homoclinic classes.

■ The 9th AIMS Conference on Dynamical Systems, Differential Equations and Applications, Orlando, Florida, USA 1-5 July 2012(Special session 23)
Title : Shadowable chain transitive sets of C1-vector fields.

■ ICM2010 Satellite Conference on various aspcets of dynamical systems, University of Baroda, India. August 29-Sept. 01, 2010.
Title : Stably weak inverse shadowing property with dominated splitting.

■ 2015 KMS Annual Meeting, Oct. 23-25, 2015, Yeonsei University.
Title: Dynamical systems and related topics-Organizer of Special section.

■ ICM 2014 Satellite Conference on Dynamical Systems and Related Topics, 8-12 Aug. 2014, Chungnam National University. Organizer.

2002.03~2004.02 충남대학교 통계학 박사수료
1994.03~1996.02 고려대학교 응용통계학 석사
1990.03~1994.02 목원대학교 응용통계학 학사

2013.04~현재 주식회사 인아이티 대표이사
2002.12~2013.03 주식회사 허브넷 부장
1997.05~2002.11 대덕마케팅연구소 선임연구원
2017.08~2024.06 목원대학교 강사
2007.11~2017.12 통계교육원 통계프로그램 강사

삼성전자 전략마케팅팀 과장 (2003~2012)
한국과학창의재단 전략성과팀 연구원 (2012~2016)
홈스토리생활 데이터&마케팅실 실장 (2016~2019)
㈜장량경영기획 대표 (2019~현재)
건국대 글로컬캠퍼스 창업육성지원교수 (2021~2022)
충남/인천/광주/경남 테크노파크 전문위원 (2020~현재)
한국표준협회 전문위원 (2023~현재)
이패스코리아 사회조사분석사 강사 (2023~현재)

서울대학교 계산통계학과 (박사)

- 국가통계위원회 위원(현)

국가통계위원회 정책(정보, 지역통계) 분과 위원(2009-)
국가통계발전 통계의날 국가유공자 근정포장(2012)
통계청 자체평가위원회 위원(2010-2016)
한국통계학회 평의원(2012-2013)
인사혁신처 중앙선발시험위원회위원(2016-)
행정안전부지방자치단체 합동평가단 위원(2017-)
국무조정실 정부업무평가 위원(2017-)
비주얼베이직 저서