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권정민

  • 학위과정

    박사후연구원

  • 연구주제

    네트워크 코딩, 연합학습

학력

  • - Ewha Womans University, Ph.D., Electronics and Electrical Engineering (2017-2024)
- Ewha Womans University, M.S., Electronics Engineering (2015-2017)
- Ewha Womans University, B.S., Electronics Engineering (2011-2015)

연구성과

  • For more information, please visit my website!

    International Journals

    1. Jungmin Kwon, Sujin Ahn, Hyunggon Park and Minhae Kwon, "Stochastic Approximate Inference of Latent Information in Epidemic Model," under review.
    2. Jungmin Kwon and Hyunggon Park, "Parameter transferred Irreducible LSTM for Traffic Data Imputation," IEEE Sensors Journal, vol. 24, no. 14, pp. 22178-22188, Jul. 2024.
    3. Jungmin Kwon and Hyunggon Park, " Data dissemination Framework using Low-rank Approximation in Edge Networks," IEEE Access, vol. 12, pp. 1266-1279, Jan. 2024.

    International Conferences

    1. Jungmin Kwon and Hyunggon Park, "Missing Traffic Data Imputation Using Multi-Trajectory Parameter Transferred LSTM," Conference on Neural Information Processing Systems (NeurIPS 2022) (Machine Learning for Autonomous Driving Workshop), Dec. 2022.
    2. Jungmin Kwon and Hyunggon Park, "Efficient Low-rank Federated Learning based on Singular Value Decomposition," The ACM International Symposium on Mobile Ad Hoc Networking and Computing (Mobihoc 2022) Oct. 2022, pp.285-286.
    3. Jungmin Kwon, Chaeyeon Cha and Hyunggon Park, "Multilayered LSTM with Parameter Transfer for Vehicle Speed Data Imputation," IEEE International Symposium on Circuits and Systems (IEEE ISCAS 2021) , May. 2021.
    4. Jungmin Kwon, Chaeyeon Cha and Hyunggon Park, "Bidirectional Imputation of Spatio-Temporal Data based on LSTM with Parameter Transfer," IEEE Wireless Communications and Networking Conference (IEEE WCNC 2021) , Apr. 2021. 
    5. Jungmin Kwon, Chaeyeon Cha and Hyunggon Park, "Vehicle Speed Data Imputation based on Parameter Transferred LSTM," Conference on Neural Information Processing Systems (NeurIPS 2020) (Machine Learning for Autonomous Driving Workshop), Dec. 2020.
    6. Jungmin Kwon, Jungjin Lee, Miseon Yu, and Hyunggon Park, "Automatic Classification of Network Traffic Data based on Deep Learning in ONOS Platform," International Conference on ICT Convergence (ICTC 2020) , Oct. 2020, pp. 1041-1043.
    7. Jungmin Kwon, Daeun Jung, and Hyunggon Park, "Traffic Data Classification using Machine Learning Algorithms in SDN Networks," International Conference on ICT Convergence (ICTC 2020) , Oct. 2020, pp. 1044-1046.
    8. Jungmin Kwon and Hyunggon Park, "Efficient and Reliable Data Dissemination over Handover Dynamics in V2I Networks," IEEE International Conference on Consumer Electronics (IEEE ICCE 2020) , Jan. 2020.
    9. Jungmin Kwon and Hyunggon Park, "Reliable Data Dissemination Strategy based on Systematic Network Coding in V2I Networks," International Conference on ICT Convergence (ICTC 2019) , Oct. 2019.
    10. Jungmin Kwon, Sunwoo Cho, Sujin Kim, Yoonji Park and Hyunggon Park, "Implementation of Network Coding Algorithm for Single Queue with Single Memory Devices," International Conference on Ubiquitous and Future Networks (ICUFN 2017) , Jul. 2017.
    11. Minhae Kwon, Jungmin Kwon, Byungchul Park and Hyunggon Park, "An Architecture of IPTV Networks Based on Network Coding," International Conference on Ubiquitous and Future Networks (ICUFN 2017) , Jul. 2017.
    12. Jungmin Kwon and Hyunggon Park, "Low Complexity Algorithms for Network Coding Based on Singular Value Decomposition," International Conference on Ubiquitous and Future Networks (ICUFN 2016) , Jul. 2016, pp. 641-643
    13. Jungmin Kwon, Minhae Kwon, and Hyunggon Park, "Energy-Efficient Data Transmission Strategy for Network Coded Bidirectional De Bruijn Networks," International Conference on Ubiquitous and Future Networks (ICUFN 2015) , Jul. 2015, pp. 37-39.
    14. Jungmin Kwon, Minhae Kwon, Bungchul Park, and Hyunggon Park. "Implementation of Approximate Decoding Algorithm Over TCP/IP," International Conference on Ubiquitous and Future Networks (ICUFN 2014) , Jul. 2014. pp, 475-476.

    Domestic Journal Articles

    1. 권정민, 박형곤, "V2I 네트워크 환경에서 Systematic Network Coding을 이용한 데이터 기반 고신뢰 전송 방법," 한국통신학회논문지, 45권 2호, pp. 327-336, 2020년 2월.
    2. 홍지연, 권정민, 권민혜, 박형곤, "모바일 센서네트워크에서 압축센싱기법을 이용한 저전력 데이터 전송 시스템," 한국통신학회논문지, 41권 11호, pp. 1589-1597, 2016년 11월.

    Domestic Conferences

    1. 권정민, 박형곤, "불안정한 네트워크에서 데이터 부분 손실에 따른 연합 학습 성능 분석," 2024년도 한국통신학회 하계종합학술대회, 2024년 6월.
    2. 권정민, 박형곤, "부분적 모델 파라미터 손실에 따른 연합학습 성능 저하를 완화하기 위한 근사 데이터 전송 전략," 2024년도 한국통신학회 하계종합학술대회, 2024년 6월.
    3. 권정민, 정다은, 박형곤, "머신러닝 기반 이상 동작 네트워크 노드 분류 방법에 관한 연구," 2020년도 한국통신학회 동계종합학술대회, 2020년 2월.
    4. 권정민, 정다은, 박형곤, "네트워크 노드 분류를 위한 네트워크 데이터 특성 중요도에 관한 연구," 2020년도 한국통신학회 동계종합학술대회, 2020년 2월.
    5. 권정민, 조선우, 박형곤, "다중 엣지 방향성 그래프를 이용한 네트워크 토폴로지 및 트래픽 추론," 2019년도 한국통신학회 추계종합학술대회, 2019년 11월.
    6. 정다은, 권정민, 박형곤, "클래스 조합에 따른 다중 클래스 분류 성능에 관한 연구," 2019년도 한국통신학회 추계종합학술대회, 2019년 11월.
    7. 유미선, 김민경, 김세래, 권정민, 박형곤, "송신 전력에 따른 데이터 전달 가능 모바일 노드 분포 측정에 관한 연구," 2019년도 한국통신학회 추계종합학술대회, 2019년 11월. (학부 논문 경진대회 장려상 수상)
    8. 권정민, 박형곤, "V2I환경에서 조직 네트워크 코딩의 디코딩 성능 및 채널 효율성 분석," 2019년도 한국통신학회 하계종합학술대회, 2019년 1월.
    9. 권정민, 문이경, 박형곤, "V2I 환경에서 조직 네트워크 코딩 기반 고신뢰도 RLNC Encoding Number," 제28회 통신정보 합동학술대회, 2018년 5월 4일.
    10. 김소연, 금나연, 권정민, 박형곤, "Systematic Network Coding기반 고신뢰성 V2I 데이터 전송에 관한 연구," 2017년도 한국통신학회 추계종합학술대회, 2017년 11월. (학부 논문 경진대회 장려상 수상)
    11. 박윤지, 정용진, 강성윤, 조선우, 권정민, 박형곤, "Unitary Hessenberg Matrix기반 저복잡 네트워크 코딩 및 디코딩 방법," 2016년도 한국통신학회 하계종합학술대회, 2016년 6월. (WISET우수논문상 수상)
    12. 권정민, 박형곤, "Unitary Matrix를 이용한 저복잡 네트워크 코딩 및 디코딩 방법," 2016 통신망 운용관리 학술대회(KNOM Conference 2016), 2016년 5월 13일, pp.40-41.
    13. 홍지연, 권정민, 박형곤, "모바일 센서네트워크에서 아두이노를 이용한 압축센싱기법 기반의 저전력 데이터 전송 시스템 구현," 제26회 통신정보 합동학술대회, 2016년 4월.
    14. 최윤지, 김아롱, 권정민, 권민혜, 박형곤, "링 구조 기반의 인접 비트 연산을 이용한 오류 정정 알고리즘," 2015년도 한국통신학회 추계종합학술대회, 2015 11월. (학부 논문 경진대회 장려상 수상)
    15. 최소연, 정유연, 권정민, 권민혜, 박형곤, "워터마킹 기법에 기반한 AWGN 채널에서의 패리티 검사 알고리즘," 2015년도 한국통신학회 추계종합학술대회, 2015 11월.
    16. 나현지, 이유정, 권정민, 권민혜, 박형곤, "오류정정을 위한 삼중 보호된 가중 부호화 알고리즘," 2015년도 한국통신학회 추계종합학술대회, 2015 11월.
    17. 박상희, 박정민, 김민주, 권정민, 권민혜, 박형곤, "인접한 비트 사이의 상관성을 이용한 패리티 검사 알고리즘," 2015년도 한국통신학회 추계종합학술대회, 2015 11월. (학부 논문 경진대회 장려상 수상)
    18. 권민혜, 권정민, 박병철, 박형곤, "IPTV를 위한 네트워크 코딩기반 고화질 실시간 방송 시스템 구현," 한국통신학회 2015년도 하계종합학술 발표회, 2015년 6월 25일. (학술대회 우수논문 수상)
    19. 권정민, 박형곤, "네트워크 코딩이 적용된 선형 네트워크의 Markov Chain기반 동적 전송량 분석," 한국통신학회 2014년도 추계종합학술발표회, 2014년 11월 22일, pp.262-263. (젊은 여성연구자상 수상)
    20. 권정민, 김순영, 이민지, 조예슬, 권민혜, 박형곤, "네트워크 코딩을 이용한 저전력 IoT 네트워크 망 관리 전략 연구," 한국통신학회 2014년도 하계종합학술 발표회, 2014년 6월 25일. (젊은 여성연구자상 수상)
    21. 권민혜, 권정민, 박형곤, "모바일 센서네트워크에서 압축센싱기법을 이용한 저전력 데이터 전송 방법," 제24회 통신정보 합동학술대회, 2014년 4월.