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Ewha University

경영대학

민대기(閔大基) 교수

경영학부 /빅데이터분석학협동과정 /경영학과 /데이터사이언스학과

민대기 프로필 사진

				
  • 대학원빅데이터분석학협동과정주임교수
  • 이화·신세계관 429호
  • 02-3277-3923
연구실적
  • Adaptive inventory replenishment using structured reinforcement learning by exploiting a policy structure International Journal of Production Economics, 2023, v.266, 109029
    Scopus dColl.
  • 컨조인트 설문조사를 이용한 국내 소비자의 차량선택 요인 분석- 친환경 차량 선택 요인을 중심으로 - 교통연구, 2023, v.30 no.2, 1-13
    KCI dColl.
  • DIP-QL: A Novel Reinforcement Learning Method for Constrained Industrial Systems IEEE Transactions on Industrial Informatics, 2022
    SCIE Scopus dColl.
  • INVESTIGATION OF THE EFFECTS OF KOREAN POLICIES TO PROMOTE A GRID-CONNECTED MICROGRID International Journal of Industrial Engineering : Theory Applications and Practice, 2022, v.29 no.3, 372-388
    Scopus dColl.
  • A feature selection method for classifying highly similar text documents Industrial Engineering and Management Systems, 2021, v.20 no.2, 148-162
    Scopus KCI dColl.
  • A learning-based approach for dynamic freight brokerages with transfer and territory-based assignment COMPUTERS & INDUSTRIAL ENGINEERING, 2021, v.153, 107042
    SCIE Scopus dColl.
  • A sampling-based solution approach for electricity capacity expansion planning with chance constraint Computers and Industrial Engineering, 2021, v.162, 107710
    SCIE Scopus dColl.
  • A two-stage hybrid manufacturing model with controllable make-to-order production rates JOURNAL OF MANUFACTURING SYSTEMS, 2021, v.60, 676-691
    SCIE Scopus dColl.
  • 콘텐츠 선호 모형을 결합한 행렬 분해 기반 영화 추천시스템 대한산업공학회지, 2021, v.47 no.3, 280-288
    KCI dColl.
  • A DEA approach for evaluating the relationship between energy efficiency and financial performance for energy-intensive firms in Korea JOURNAL OF CLEANER PRODUCTION, 2020, v.255, 120283
    SCIE Scopus dColl.
  • Effects of the move towards renewables on the power system reliability and flexibility in South Korea Energy Reports, 2020, v.6, 406-417
    SCIE Scopus dColl.
  • LSTM 기반의 단계적 분해 방법을 이용한단기 전력 사용량 예측 경영과학, 2020, v.37 no.1, 75-88
    KCI dColl.
  • 사회자본이 공유경제 이용의도에 미치는 영향에 관한 실증 연구 신산업경영저널, 2020, v.38 no.2, 83-107
    KCI후보 dColl.
  • 영화 관객 수 예측을 위한 기계학습 기법의 성능 평가 연구 한국전자거래학회지, 2020, v.25 no.2, 49-63
    KCI dColl.
  • 텍스트 문서 분류에서 범주간 유사도와 계층적 분류 방법의 성과 관계 연구 한국전자거래학회지, 2020, v.25 no.3, 77-93
    KCI dColl.
  • A DEA model for using qualitative data to rank options for adapting to climate change Industrial Engineering and Management Systems, 2019, v.18 no.2, 260-273
    Scopus KCI dColl.
  • 속성기준 군집 분석 기법을 이용한 온라인 검색 광고에서의 키워드 선정 방안 대한산업공학회지, 2019, v.45 no.5, 451-464
    KCI dColl.
  • A long-term capacity expansion planning model for an electric power system integrating large-size renewable energy technologies COMPUTERS & OPERATIONS RESEARCH, 2018, v.96, 244-255
    SCIE Scopus dColl.
  • DESIGNING AN OPTIMAL INVENTORY REPLENISHMENT STRATEGY IN A COMBINED MTS-MTO SUPPLY CHAIN INTERNATIONAL JOURNAL OF INDUSTRIAL ENGINEERING-THEORY APPLICATIONS AND PRACTICE, 2018, v.25 no.5, 620-633
    SCIE dColl.
  • Economic Value Assessment and Optimal Sizing of an Energy Storage System in a Grid-Connected Wind Farm ENERGIES, 2018, v.11 no.3
    SCIE Scopus dColl.
  • 탈원전・탈석탄・신재생 에너지 확대 정책에 따른 신규 전원구성의 수급 안정성 평가 에너지경제연구, 2018, v.17 no.1, 1~35
    KCI dColl.
  • A Joint Optimal Decision on Shipment Size and Carbon Reduction under Direct Shipment and Peddling Distribution Strategies SUSTAINABILITY, 2017, v.9 no.11, 2061
    SCIE SSCI Scopus dColl.
  • Assessing energy efficiency and the related policy implications for energy-intensive firms in Korea: DEA approach Energy, 2017, v.133, 23-34
    SCIE Scopus dColl.
  • Efficiency of well-diversified portfolios: Evidence from data envelopment analysis Omega (United Kingdom), 2017, v.73, 104-113
    SCIE SSCI Scopus dColl.
  • Heuristic procedures for a stochastic batch service problem 4OR-A QUARTERLY JOURNAL OF OPERATIONS RESEARCH, 2014, v.12 no.2, 157-174
    SCIE Scopus dColl.
  • Managing a patient waiting list with time-dependent priority and adverse events RAIRO - Operations Research, 2014, v.48 no.1, 53-74
    SCIE Scopus dColl.
  • Staffing a service system with appointment-based customer arrivals JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2014, v.65 no.10, 1533-1543
    SCIE SSCI Scopus dColl.
  • A simulation study of appointment scheduling in outpatient clinics : Open access and overbooking SIMULATION-TRANSACTIONS OF THE SOCIETY FOR MODELING AND SIMULATION INTERNATIONAL, 2013, v.89 no.12, 1459-1473
    SCIE Scopus dColl.
  • Evaluation of the long-term power generation mix : The case study of South Korea's energy policy ENERGY POLICY, 2013, v.62, 1544-1552
    SCIE SSCI Scopus dColl.
  • [학술지논문] Adaptive inventory replenishment using structured reinforcement learning by exploiting a policy structure INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2023, v.266 no.12 , 109029-109029
    SCIE
  • [학술지논문] Intelligent charging and discharging of electric vehicles in a vehicle-to-grid system using a reinforcement learning-based approach SUSTAINABLE ENERGY GRIDS & NETWORKS, 2023, v.36 no.- , 101224-101224
    SCIE
  • [학술지논문] DIP-QL: A Novel Reinforcement Learning Method for Constrained Industrial Systems IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2022, v.18 no.11 , 7494-7503
    SCIE
  • [학술지논문] A learning-based approach for dynamic freight brokerages with transfer and territory-based assignment COMPUTERS & INDUSTRIAL ENGINEERING, 2021, v.153 no.3 , 107042-107042
    SCIE
  • [학술지논문] A sampling-based solution approach for electricity capacity expansion planning with chance constraint COMPUTERS & INDUSTRIAL ENGINEERING, 2021, v.162 no.12 , 107710-107710
    SCIE
  • [학술지논문] A two-stage hybrid manufacturing model with controllable make-to-order production rates JOURNAL OF MANUFACTURING SYSTEMS, 2021, v.60 no.1 , 676-691
    SCIE
  • [학술지논문] A DEA approach for evaluating the relationship between energy efficiency and financial performance for energy-intensive firms in Korea JOURNAL OF CLEANER PRODUCTION, 2020, v.255 no.10 , 120283-120283
    SCIE
  • [학술지논문] Effects of the move towards renewables on the power system reliability and flexibility in South Korea ENERGY REPORTS, 2020, v.6 no.0 , 406-417
    SCIE
  • [학술지논문] LSTM 기반의 단계적 분해 방법을 이용한단기 전력 사용량 예측 경영과학, 2020, v.37 no.1 , 75-88
    KCI
  • [학술지논문] 영화 관객 수 예측을 위한 기계학습 기법의 성능 평가 연구 한국전자거래학회지, 2020, v.25 no.2 , 49-63
    KCI
  • [학술지논문] 텍스트 문서 분류에서 범주간 유사도와 계층적 분류 방법의 성과 관계 연구 한국전자거래학회지, 2020, v.25 no.3 , 77-93
    KCI
  • [학술지논문] A DEA model for using qualitative data to rank options for adapting to climate change Industrial Engineering and Management Systems, 2019, v.18 no.2 , 260-273
    Scopus
  • [학술지논문] A long-term capacity expansion planning model for an electric power system integrating large-size renewable energy technologies COMPUTERS & OPERATIONS RESEARCH, 2018, v.96 no.1 , 244-255
    SCIE
  • [학술지논문] DESIGNING AN OPTIMAL INVENTORY REPLENISHMENT STRATEGY IN A COMBINED MTS-MTO SUPPLY CHAIN INTERNATIONAL JOURNAL OF INDUSTRIAL ENGINEERING-THEORY APPLICATIONS AND PRACTICE, 2018, v.25 no.5 , 620-633
    SCIE
  • [학술지논문] Economic Value Assessment and Optimal Sizing of an Energy Storage System in a Grid-Connected Wind Farm ENERGIES, 2018, v.11 no.3 , 1-23
    SCIE
  • [학술지논문] 상향식-하향식 DEA 모형을 이용한 온실가스 감축량 배분 경영과학, 2018, v.35 no.3 , 53-64
    KCI
  • [학술지논문] 탈원전・탈석탄・신재생 에너지 확대 정책에 따른 신규 전원구성의 수급 안정성 평가 에너지경제연구, 2018, v.17 no.1 , 1-35
    KCI
  • [학술지논문] A Joint Optimal Decision on Shipment Size and Carbon Reduction under Direct Shipment and Peddling Distribution Strategies SUSTAINABILITY, 2017, v.9 no.11 , 2061-2082
    SSCI
  • [학술지논문] Assessing energy efficiency and the related policy implications for energy-intensive firms in Korea: DEA approach ENERGY, 2017, v.133 no.1 , 23-34
    SCI
  • [학술지논문] Efficiency of well-diversified portfolios: Evidence from data envelopment analysis OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2017, v.73 no.0 , 104-113
    SSCI
  • [학술지논문] 순회배송 물류전략에서 탄소배출 비용의 효과 분석 한국경영과학회지, 2015, v.40 no.1 , 21-33
    KCI
  • [학술지논문] MANAGING A PATIENT WAITING LIST WITH TIME-DEPENDENT PRIORITY AND ADVERSE EVENTS RAIRO-OPERATIONS RESEARCH, 2014, v.48 no.1 , 53-74
    SCI
  • [학술지논문] A simulation study of appointment scheduling in outpatient clinics: Open access and overbooking Simulation 89 (12), 2013, v.89 no.12 , 1459-1473
    SCIE
  • [학술지논문] Evaluation of the long-term power generation mix: The case study of south korea's energy policy Energy Policy 62, 2013, v.62 no.0 , 1544-1552
    SSCI
  • [학술지논문] 델파이 활용 신재생 에너지 수요예측과 장기전원 구성의 경제성 평가 대한산업공학회지, 2013, v.39 no.3 , 183-191
    KCI
  • [학술지논문] 탄소 배출권거래 비용을 고려한 직배송 물류전략의 효과성 평가 한국생산관리학회지, 2013, v.24 no.3 , 339-352
    KCI
  • [학술지논문] 확률계획법을 활용한 원자력 대체비용의 분석 경영과학, 2013, v.30 no.1 , 139-148
    KCI
  • [학술지논문] 불확실성을 고려한 장기 전원 포트폴리오의 평가 한국경영과학회지, 2012, v.37 no.3 , 135-150
  • [학술지논문] 예약기반 서비스 시스템에서의 고객 도착 프로세스 분석 한국경영과학회지, 2012, v.37 no.2 , 31-43
강의
  • 2023-1학기

  • 2022-2학기

  • 2022-1학기

  • 2021-2학기

    • 경영과학

      • 학수번호 34610분반 01
      • 2학년 ( 3학점 , 3시간) 월 5~5 , 수 4~4
  • 2021-1학기

    • 경영통계학

      • 학수번호 22233분반 01
      • 1학년 ( 3학점 , 3시간) 월 5~5 , 수 4~4
      • 영어강의
경력

교무처부처장 2021-02-01 ~ 2023-01-31

경영대학부학장 2019-08-01 ~ 2021-01-31

경영학부장 2019-08-01 ~ 2021-01-31

경영학전공주임교수 2019-08-01 ~ 2020-07-31

대학원빅데이터분석학협동과정주임교수 2023-02-01 ~ 2025-01-31