International Journals
Jungmin Kwon and Hyunggon Park, "Efficient and Resilient Packet Recovery for Federated Learning via Approximation," under review.
Jungmin Kwon, Sujin Ahn, Hyunggon Park, and Minhae Kwon, "Stochastic Approximate Inference of Latent Information in Epidemic Model: A Data-Driven Approach," Signal Processing, vol. 232, pp. 109919, Jul. 2025. [PDF]
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. [PDF] [Video] [Slides] [Lunch Talk Video (in Korean)]
Jungmin Kwon and Hyunggon Park, “Data Dissemination Framework Using Low-Rank Approximation in Edge Networks,” IEEE Access, vol. 12, pp. 1266-1279, Jan. 2024. [PDF] [Slides] [Lunch Talk Video (in Korean)]
International Conferences
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. [PDF] [Video1] [Video2] [Poster]
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. [PDF] [Poster]
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. [PDF] [Slides]
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. [PDF]
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. [PDF] [Video]
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. [PDF]
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. [PDF]
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. [PDF]
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, pp. 744-746. [PDF]
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, pp. 627-629. [PDF]
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, pp.462-464. [PDF]
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. [PDF]
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. [PDF]
Jungmin Kwon, Minhae Kwon, Byungchul Park, and Hyunggon Park, "Implementation of Approximate Decoding Algorithm Over TCP/IP," International Conference on Ubiquitous and Future Networks (ICUFN 2014), Jul. 2014, pp. 477-478. [PDF]
Jungmin Kwon, Hyunggon Park, "Data Driven Reliable Dissemination Strategy Based Systematic Network Coding in V2I Networks," Journal of the Korean Institute of Communications and Information Sciences, vol. 45, no. 2, pp. 327-336, 2020. [PDF]
Jiyeon Hong, Jungmin Kwon, Minhae Kwon and Hyunggon Park, "Compressed Sensing Based Low Power Data Transmission Systems in Mobile Sensor Networks," Journal of the Korean Institute of Communications and Information Sciences, vol 41, no. 11, pp. 1589-1597, 2016. [PDF]
Jungmin Kwon, Hyunggon Park, "Performance Analysis of Federated Learning with Partial Data Loss," KICS Summer Conference, 2024, Jun.
Jungmin Kwon, Hyunggon Park, "Approximate Data Transmission Strategy to Mitigate Performance Degradation of Federated Learning with Partial Model Parameter Loss," KICS Summer Conference, 2024, Jun. (Best Paper Award)
Chaeyeon Cha, Jungmin Kwon, Hyunggon Park, "Vehicle Speed Prediction Algorithm based on Parameter Shared LSTM in V2I Systems," KICS Fall Conference, 2020, Nov. (Undergraduate Best Paper Award)
Jungmin Kwon Daeun Jung, Hyunggon Park, "Study on Machine Learning based Abnormal Behavior Network Node Classification," KICS Winter Conference, 2020, Feb.
Jungmin Kwon, Daeun Jung, Hyunggon Park, "Study on Network Data Feature Importance for Network Node Classification," KICS Winter Conference, 2020, Feb.
Jungmin Kwon, Sunwoo Cho, Hyunggon Park, "Network Topology and Traffic Inference using Directed Graph with Multiple Edges," KICS Fall Conference, 2019, Nov.
Daeun Jung, Jungmin Kwon, Hyunggon Park, "Study on Impact of Class Combinations on Performance of Multiple Class Classification," KICS Fall Conference, 2019, Nov.
Miseon Yu, Minkyong Kim, Serae Kim, Jungmin Kwon, Hyunggon Park, "Study on the Distribution Measurement of Data Deliverable Mobile Nodes based on Transmission Powers," KICS Fall Conference, 2019, Nov. (Undergraduate Best Paper Award)
Jungmin Kwon, Hyunggon Park, "Analysis on Decoding Performance and Channel Efficiency for Systematic Network Coding based V2I Networks," KICS Winter Conference, 2019, Jan.
Jungmin Kwon, Eikyon Mon, Hyunggon Park, "Systematic Network Coding based High Fidelity RLNC Encoding Number in V2I Networks," THE 28th Joint Conference ON Communications and Information, 2018, May.
Soyeon Kim, Nayeon Kum, Jungmin Kwon, Hyunggon Park, "A Study on High Fidelity V2I Data Delivery based on Systematic Network Coding," KICS Fall Conference, 2017, Nov. (Undergraduate Best Paper Award)
Yoonji Park, Yongjin Jeong, Sungyoon Kang, Sunwoo Cho, Jungmin Kwon, Hyunggon Park, "Low Complexity Algorithms for Network Coding and Decoding based on Unitary Hessenberg Matrix," KICS Summer Conference, 2016, Jun. (WISET Best Paper Award)
Jungmin Kwon, Hyunggon Park, "Low Complexity Algorithms for Network Coding and Decoding based on Unitary Matrix," KNOM Conference 2016, 2016, May., pp.40-41.
Jiyeon Hong, Jungmin Kwon, Hyunggon Park, "Implementation of Compressed Sensing Based Low Power Data Transmission Systems in Mobile Sensor Networks using Arduino," THE 26th Joint Conference ON Communications and Information, 2016, Apr.
Yoonji Choi, Arong Kim, Jungmin Kwon, Minhae Kwon, Hyunggon Park, "Ring Structure based Error Correcting Algorithm using Adjacent Bit," KICS Fall Conference, 2015, Nov.(Undergraduate Best Paper Award)
Soyeon Choe, Youyeon Jung, Jungmin Kwon, Minhae Kwon, Hyunggon Park, "Water Marking based Parity Check Algorithm in AWGN Channel," KICS Fall Conference, 2015, Nov.
Hyunji Na, Yoojung Lee, Jungmin Kwon, Minhae Kwon, Hyunggon Park, "Message Weighting Algorithm with Triple Protection for Error Correction," KICS Fall Conference, 2015, Nov.
Sanghee Park, Jungmin Park, Minjoo Kim, Jungmin Kwon, Minhae Kwon, Hyunggon Park, "Correction based Parity Check Algorithm using Neighbor Bit," KICS Fall Conference, 2015, Nov. (Undergraduate Best Paper Award)
Minhae Kwon, Jungmin Kwon, Byungchul Park, Hyunggon Park, "Implementation on Network Coding based High Resolution Live TV system for IPTV Services," KICS Summer Conference, 2015, Jun. (Best Paper Award, Young Female Researcher Award)
Jungmin Kwon, Hyunggon Park, "Dynamic Capacity Analysis of Network Coded Linear Networks based on Markov Chain," KICS Fall Conference, 2014, Nov. (Young Female Researcher Award)
Jungmin Kwon, Soonyong Kim, Minji Lee, Yeseul Jo, Minhae Kwon, Hyunggon Park, "Energy-Efficient IoT Network Management Strategy using Network Coding," KICS Summer Conference, 2014, Jun. (Young Female Researcher Award)
Minhae Kwon, Jungmin Kwon, Hyunggon Park, "Compressed Sensing based Low-power Data Transmission Strategy in Mobile Sensor Networks," THE 24th Joint Conference ON Communications and Information, 2014, Apr.