Jungmin Kwon

Biograpy

I am a Postdoctoral Associate  in Multiagent Communications and Networking Laboratory (MCNL) at Ewha Womans University, Seoul, South Korea. I have broad interests in the area of machine learning-driven networked systems and future-generation wireless networks. My current research focuses on edge intelligence and federated learning.


Department of Electronic and Electrical Engineering,
Ewha Womans University,
 Seoul, Republic of Korea
+82(02) 3277-3894  

Reserach Interest

Education


Research Projects                                                                                                                   More details >>

Federated Learning


Reliable Data Transmission

Selected Publications                                                                                                                More details >>

News

2024

Nov. "Approximate Data Transmission Strategy to Mitigate Performance Degradation of Federated Learning with Partial Model Parameter Loss" received best paper award in KICS summer conf. !

Jul. Domestic patent "Terminal, server and method for transeciving data for federtaed learning" is filed

Jun. "Approximate Data Transmission in Unreliable Networks" is presented in KICS summer conf. Soongsil-CMU Joint Research Workshop on Cooperative AI by Reverse-engineering The Brain

Jun. "Approximate Data Transmission Strategy to Mitigate Performance Degradation of Federated Learning with Partial Model Parameter Loss" is presented in KICS summer conf. 

Jun. "Performance Analysis of Federated Learning with Partial Data Loss" is presented in KICS summer conf. 

Jun. Finished Ph.D. Thesis defense!

Apr.  "Parameter Transferred Irreducible LSTM for Traffic Data Imputation" is accepted in IEEE Sensors Journal

Mar.  "Data Dissemination Framework Using Low-Rank Approximation in Edge Networks" is presented in Ewha E.E. Lunch talk

Jan.  Presented "Missing Traffic Data Imputation Using Multi-Trajectory Parameter Transferred LSTM" is presented in Ewha E.E. Lunch talk

Jan.  "Efficient Low-rank Federated Learning based on Singular Value Decomposition" is accepted in IEEE Access

2021

Dec. "Missing Traffic Data Imputation Using Multi-Trajectory Parameter Transferred LSTM" is presented in  NeurIPS2022 Workshop

Oct. "Efficient Low-rank Federated Learning based on Singular Value Decomposition" is presented in ACM Mobihoc2022

Jun. US patent "Method and Device for Data Transmission in V2I Network" is registered 

Mar. Domestic Patent "Lost Data Recovery Method and Apparatus using Parameter Transfer LSTM" is filed

May. "Multilayered LSTM with Parameter Transfer for Vehicle Speed Data Imputation" is presented in IEEE ISCAS2021

Apr. "Bidirectional Imputation of Spatio-Temporal Data based on LSTM with Parameter Transfer" is presented in IEEE WCNC2021

Apr. Domestic Patent "Method and Device for Efficiently Transmitting Data in Handover Interval of V2I Network" is registered

Mar. Domestic Patent "method and DEVICE for reliable data transmission according to predicted amount of data in V2I network" is registered

2020

Dec. "Vehicle Speed Data Imputation based on Parameter Transferred LSTM" is presented in NeurIPS2020 Workshop

Oct. "Automatic Classification of Network Traffic Data based on Deep Learning in ONOS Platform" is presented in ICTC2020

Oct. "Traffic Data Classification using Machine Learning Algorithms in SDN Networks" is presented in ICTC2020

Feb. "Data Driven Reliable Dissemination Strategy Based Systematic Network Coding in V2I Networks" is accepted

Jan. "Efficient and Reliable Data Dissemination over Handover Dynamics in V2I Networks" is presented in IEEE ICCE2020

2019

Nov. "Study on the distribution measurement of data deliverable mobile nodes based on transmission powers" is presented in KICS fall conf. and received best paper award

Oct. "Reliable Data Dissemination Strategy based on Systematic Network Coding in V2I Networks" is presented in ICTC2020

2018

Dec. Domestic patent "Apparatus and Method for Network Encoding Based on Low Complexity Algorithms for Network Coding using Matrix Decomposition" is registered

Jun. Domestic patent "Apparatus and Method for Network Encoding Based on Low Complexity Algorithms for Network Coding using Unitary Hessenberg Matrix " is registered

Jun. Domestic patent "Apparatus and Method for Network Encoding Based on Low Complexity Algorithms for Network Coding using Singular Value Decomposition" is registered

Apr. Selected as a Scholar for the 59th 3.1 Foundation Scholarship

2017

Dec. Selected for the 2017 Korea-Switzerland Ph.D. Student Exchange Program

Nov. Domestic patent "Apparatus And Method for Encoding or Decoding A Transmission Packet Including Parity" is registered

Nov. Domestic patent "Apparatus and Method for Encoding or Decoding A Message" is registered

Aug. US patent "Method for Propagating Network Management Data for Energy-Efficient IoT Network Management and Energy-Eff" is registered

Jul. "Implementation of Network Coding Algorithm for Single Queue with Single Memory Devices" is presented in ICUFN2017

Jun. Received best paper awards in Qualcomm Innovation Award 2017

2016

Dec. Finished M.S. Thesis defense!

Oct. "Compressed Sensing Based Low Power Data Transmission Systems in Mobile Sensor Networks" paper is accepted.

Jul. "Low Complexity Algorithms for Network Coding Based on Singular Value Decomposition" is presented in ICUFN2016

Jun. "Low Complexity Algorithms for Network Coding and Decoding based on Unitary Hessenberg Matrix" is presented in summer KICS conf. and received WISET best paper award

Jun. Selected for the 2016 Qualcomm IT Tour

Mar. Selected as the Principal Investigator for the 2016 Advanced Program of the Female Graduate Student Engineering Research Team Support Project, organized by the Center for Women in Science, Engineering, and Technology (WISET)

Jan. Domestic patent "TCP Based Network Routers Supporting Network Coding and TCP Based Data Streaming System Using Network Coding" is registered

2015

Nov. "Message Weighting Algorithm with Triple Protection for Error Correction" is presented in KICS fall conf. and received best paper award

Jun. "Implementation on Network Coding based High Resolution Live TV System for IPTV Services" is presented in KICS summer conf. and received best paper award

2014

Jul. "Implementation of Approximate Decoding Algorithm Over TCP/IP" is presented in ICUFN2016

Jun. "Energy-Efficient IoT Network Management Strategy using Network Coding" is presented in KICS summer conf. and received best paper award