SEO-YI KIM

○ Education

2025.09 ~ 

Ph.d in Convergence Security Engineering, Sungshin University, Seoul, Korea

2023.09 ~ 2025.02

M.S. in Future Convergence Technology Engineering, Sungshin University, Seoul, Korea

2020.03 ~ 2023.08

B.S. in Convergence Security Engineering, Sungshin University, Seoul, Korea 

○ Research Area

Anomaly Detection & Response

• • Endpoint Detection & Response (EDR)

  • Anomaly/Intrusion Detection (based-on Machine learning)

Tiny Machine Learning / Green AI

• IoT Security (considering energy efficiency)

etc.

• Cloud Security (Multi-cloud), FPGA, Fuzzing

○ Professional Activity

• 2024.03 - 2024.08  Teaching Assistant in Dept. of Convergence Security Engineering 

• 2020.09 ~ 2023.08 Undergraduate Internship in  CSE LAB (Sungshin University, Seoul, Korea)

• 2022.5 ~ 2022.10 Undergraduate Research Opportunity Program, Sungshin University, Seoul, Korea

• 2021.03 - 2021.12   I.Sly() Hacking Club member, Sungshin Women's University

• 2020.03 - 2021.12   CSE(融保工) Security Club member, Sungshin Women's University

○ R & D Project

• 2022.07 - 2027.12 Information Protection Specialized University Support Project (MSIT)

• 2022.07 - 2026.12 ICT Innovative Talent 4.0: Next Generation Communication Network and Security (MSIT)

• 2021.03 - 2024.02 Training R&D professionals to protect industrial technology based on the 4th industrial revolution (MOTIE)

• 2023.04 - 2023. 10 A Study on the Accident Investigation Procedure in the Cloud Environment (NSR)

• 2022.04 - 2022.10 A Study on Host Monitoring and Isolation Methods Using Open Source EDR (NSR)

• 2021.04 - 2021.10 Analysis of Open Source EDR and Internetworking Sensors for Next Generation Threat Detection System (NSR)

○ Publication

Journals

• Na-Eun Park, Seo-Yi Kim, Il-Gu Lee, "Selfish Attack Detection and Response Using Cooperative Backoff Adjustment in Wireless Sensor Networks," ICT Express (SCIE, IF 5.4, Q2, JCR Top 27.8%) 

• Yu-Rim Lee, Na-Eun Park, Seo-Yi Kim, Il-Gu Lee, "Malicious Traffic Compression and Classification Technique  for Secure Internet of Things," CMC-Computers, Materials & Continua, Vol.76, No. 3, pp.3465-3482, Oct. 2023 (SCI, IF 3.1, JCR Q3)

• 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, 2023, (SCI, IF 4.15, JCR Q2)

Conference

• Seo-Yi Kim, Il-Gu Lee. "LSTM Autoencoder-Based Insider Abnormal Behavior Detection Using De-Identified Data." 10th International Conference on Information Systems Security and Privacy (ICISSP. 2024), Feb. 2024 

• Seo-Yi Kim, Hye-Jeong Hwang, Il-Gu Lee, "Parallel Structure of RNN and LSTM Autoencoder for Financial Transaction Detection",   The 7th International Conference on Mobile Internet Security (MobiSec 2023), Dec. 2023

• Seo-Yi Kim, Na-Eun Park, Il-Gu Lee, "Reliable and Low-Latency Intrusion Detection System for Lightweight Internet of Things Environment", The 2023 IEEE 98th Vehicular Technology Conference(VTC2023-Fall), Oct.2023

• Na-Eun Park, So-Yeon Kim, Yuran Jeon, Seo-Yi Kim and Il-Gu Lee, "Data Calibration to Enhance Security and Accuracy of Federated Learning", The 24th World Conference on Information Security Applications (WISA 2023), Aug. 2023

• Yu-Rim Lee, Na-Eun Park, Seo-Yi Kim and Il-Gu Lee, "Malicious traffic classification techniques utilizing compressed sensing and learning for secure Internet of Things", The 6th International Symposium on Mobile Internet Security (MobiSec 2022), Dec. 2022

• Seo-Yi Kim, Na-Eun Park, Il-Gu Lee, "Brute Force Attack Detection Technique Using Open Source EDR in Remote Work Environments," Korea Institute of Information Security & Cryptology (KIISC) CISC-W'22 , Nov. 2022

○ Work in Progress

• .