So-Yeon Kim
Contect Information
Office : Sungshin University, Prime #102
LinkedIn : https://www.linkedin.com/in/soyeon-kim-61233b200/
Education
Ph.D Course in Future Convergence Technology Engineering, Sungshin Women's University, Seoul, South Korea (2023.03 ~ present)
M.S. Course in Future Convergence Technology Engineering, Sungshin University, Seoul, Korea (2021.02 ~ 2023.02)
B.S. in Convergence Security Engineering, Sungshin University, Seoul, Korea (2016.02 ~ 2021.02)
Research Area
Communications, Network, and Security
Wi-Fi, IoT, WSN
Artificial Intelligence
Work Experience
Undergraduate Internship in Sungshin University (2020.03 ~ 2021.02)
Professional Activity
Teaching Assistant (2021.03 ~ 2022.02)
School of AI Convergence (2021.09 ~ 2022.02)
Department of Convergence Security Engineering (2021.03 ~ 2021.08)
ConSeQ Club Activity, Sungshin University (2019.03 ~ 2021.02)
Vice President (2019)
Projects
WISET Engineering Research Team, Development of Multilink-based Federated Learning Technology for Next Generation Networks (2023.04 ~ 2023.10) Principal Investigator
ICT Innovative Talent 4.0: Next Generation Communication Network and Security (MSIT) (2022.07 ~ present)
Development of AI-based Realtime Early Detection Model and Digital Phenotype Biomaker for Mental Disorder and Unsafty Codition, Mental Health R&D project, Korea Health Industry Development Institute (2022.09 ~ 2022.12)
Research on Data Forgery Prevention Technology of Massive Smart IoTs (MSIT) (2022.03 ~ 2023.02)
Training R&D professionals to protect industrial technology based on the 4th industrial revolution (MOTIE), (2021.03.~ Present)
Analysis of Open Source EDR and Internetworking Sensors for Next Generation Threat Detection System(NSR), (2021.04 ~ 2021.10)
Research on Data Forgery Prevention Technology of Massive Smart IoTs (MSIT) (2020.06 ~ 2021.02)
Publication
Conferences
So-Hyun Park, So-Yeon Kim, So-Hui Kim, Il-Gu Lee, "Trigger-Based Automatic Request for Effective Data Recovery of Erasure-Coded Blockchain Storage," The 7th International Conference on Mobile Internet Security (Mobisec), Okinawa, Japan, Dec. 2023
So-Yeon Kim, Yun-Jeong Jeong, Chae-Yeon Park, Seong-Won Yoon, Il-Gu Lee,"FedMLO: A Communication-Efficient Federated Learning with Multi-Link Operation," The 7th International Conference on Mobile Internet Security (Mobisec), Okinawa, Japan, Dec. 2023 (Poster)
Chae-Yeon Park, So-Yeon Kim, Il-Gu Lee,"Adaptive Federated Learning for Optimization of Tradeoff between Fairness and Accuracy," Conference on Information Security and Cryptography-Winter 2023 (CISC-W'23), Seoul, Korea, Dec. 2023.
Seong-Won Yoon, So-Yeon Kim, Il-Gu Lee,"Adaptive Defense Technique against Battery Draining Attack for Wake-up Receiver," Conference on Information Security and Cryptography-Winter 2023 (CISC-W'23), Seoul, Korea, Dec. 2023 (Excellence Paper Award)
Yun-Jeong Jeong, So-Yeon Kim, Il-Gu Lee,"Artificial Noise-based Differential Privacy Techniques for Secure and Efficient Federated Learning," Conference on Information Security and Cryptography-Winter 2023 (CISC-W'23), Seoul, Korea, Dec. 2023.
Yu-Ran Jeon, Jung-Hwa Ryu, So-Yeon Kim, Na-Eun Park, Il-Gu Lee,"CaliProb: Probability-based Calibration Model for Robust Predictions in Environments with Data Biases," 33rd International Telecommunication Networks and Applications Conference (ITNAC) , Melbourne, Australia, Nov. 2023 (Student Travel Grant)
Na-Eun Park, So-Yeon Kim, Yuran Jeon, Seoyi Kim and Il-Gu Lee, "Data Calibration to Enhance Security and Accuracy of Federated Learning," The 24rd World Conference on Information Security Applications, Jeju Island, South Korea, Aug. 2023
Seung-hui Choi, So-Yeon Kim, Il-Gu Lee, "A Study on the Node Selection Techniques for Federated Learning," Korea Institute of Information Security & Cryptology (KIISC) CISC-W'22 , Nov. 2022
So-Yeon Kim, Jin-Min Lee, So-Hui Kim, and Il-Gu Lee,"An Analysis on the Feasibility of Cost-Effective Sandbox Using Open Source Intrusion Detection System," The 23rd World Conference on Information Security Applications, Aug. 2022
Jin-Min Lee, So-Yeon Kim, and Il-Gu Lee, "Analysis of Latency and Computation Cost for AES-based Whitebox Cryptography Technique," The 51st Korea Institute of Information and Communication Engineering (KIICE) Conference, May. 2022.
Soyoung Joo, So-Yeon Kim, So-Hui Kim, and Il-Gu Lee, "Machine Learning-Based APT Detection Techniques for Industrial Internet of Things," The 50th Korea Institute of Information and Communication Engineering (KIICE) Conference, Oct. 28, 2021.
So-Yeon Kim, So-Young Joo, and Il-Gu Lee, "Secure Mobile Communication in Delay Tolerant Network," Korea Convergence Security Association (KCSA) Conference, Aug. 20, 2021.
Journals
Na-Eun Park, Yu-Rim Lee, Soyoung Joo, So-Yeon Kim, So-Hui Kim, Ju-Young Park, Seo-Yi Kim, Il-Gu Lee, "Performance Evaluation of Fast and Efficient Intrusion Detection Framework for Advanced Persistent Threat-based Cyber attacks," Elsevier Computers & Electrical Engineering, Vol. 105, No. 108548, Jan. 2023 (SCI, IF 4.3, JCR Q2, Top 25%)
Jin-Min Lee, So-Yeon Kim, Il-Gu Lee, "Lightweight AES-based Whitebox Cryptography for Secure Internet of Things," Journal of the Korea Institute of Informaiton and Communication Engineering (JKIICE), 2022 (KCI).
Soyoung Joo, So-Yeon Kim, and Il-Gu Lee, "Analysis of Next-Generation Wireless Network Technology Trends and Security Issues," The Korea Institute of Information Security and Cryptography (KIISC), Vol. 31, No. 3, Jun. 2021(KCI).
So-Yeon Kim, Sun-Woo Yun, Eun-Young Lee, So-Hyeon Bae, and Il-Gu Lee, "Fast Packet Inspection for End-to-End Encryption," Electronics, Vol. 9, No. 11, 2020 (SCI, IF 2.397, JCR Q3).
Patents (Granted)
Il-Gu Lee, So-Hyun Park, Sun-Woo Yun, Na-Eun Park, So-Yeon Kim, Eun-Young Lee, So-Hyun Bae, Ye-Sol Oh, Jung-Hyun Moon, "Network information security method and apparatus," Korea Appl. No. 10-2020-0125588, Sep. 28, 2020
Il-Gu Lee, Na-Eun Park, So-Eun Jeon, So-Young Joo, So-Yeon Kim, "Method and systems for transmitting secure data between nodes," Korea Appl. No. 10-2021-0026807, April. 1, 2022(Filed at Feb. 26, 2021).
Articles
Il-Gu Lee, So-Yeon Kim, So-Young Joo, Tae-Rim Park, " Trends in machine learning-based next-generation communication technology; 머신러닝 기반의 차세대 통신기술동향", IITP 주간기술동향, (2022.02)
Young-Ah Shin, So-Yeon Kim, "A Blockchain-based Mobile Coupon Transaction Platform with a Representative of a Purchasing Group; 블록체인 기반 대표자 중심 모바일 상품권 거래 중개 시스템", KISA 2019 블록체인 기술·정책 리포트, (2019)
Honors and Awards
Best Paper Award, 2022, KIICE President, in the 51th Korea Institute of Information and Communication Engineering (KIICE) Conference
Excellent Paper Award in the field of Mobile & Data, 2021, by KCSA (Korea Convergence Security Association) president, in 2021 KCSA Conference
Excellence award, by Convergence Security Engineering of Sungshin University, in 2020 Convergence Security Engineering Creative Contest
2nd prize, by Convergence Security Engineering of Sungshin University, in 2020 Convergence Security Paper Contest
Encouragement Award, 2019, by KISA-KSII, in 2019 Blockchain Academic Paper Contest
2nd prize, by Convergence Security Engineering of Sungshin University, in 2019 Convergence Security Engineering Creative Contest