(2023.03 ~ )  Ph.d. Course in Future Convergence Technology Engineering, Sungshin University, Seoul, Korea

(2021.09 ~ 2023.02)  M.S. Course in Future Convergence Technology Engineering, Sungshin University, Seoul, Korea

(2018.03. ~ 2021.08. ) B.S. Course in Convergence Security Engineering, Sungshin University, Seoul, Korea

• Communications, Network, and Security   

• Intelligence/Security IoT systems   

• AI convergence technologies

  • AI + secure IoT/wireless network

  • AI + malware/anomaly detection

  • AI security

• ETRI, Daejeon, Korea (2021.1.4~2021.2.28)

  • Internship at Smart Data Lab of Artificial Intelligence Research Center, Intelligent Digital Transformation Research Division

• Sungshin University, Seoul, Korea (2019~2020) 

  • Undergraduate Internship at CSE Lab

• Teaching Assistant(TA) in the Representative of Professors of Sungshin Women's University (2024.03~2025.02)

• Research Assistant(RA) in the Department of Convergence Security Engineering (2023.09~2024.02)

• CSE Lab leader, Department of Future Convergence Technology Engineering, Sungshin University (2023.03~2024.02)

• Member of IEEE 802.11 Forum (2023.03.~)

• Participants in the 2023 3rd Digital National Task Field Meeting (2023.03.09)

  • 2023년도 제 3차 디지털 국정과제 연속 현장 간담회 학생 대표 토론자  [Link1] [Link2] [Link3]

• Digital Forensics Summer Vacation Short-term Education, MIN ENI Inc (2022.07.06~2022.07.08)

• Research Assistant(RA) in the Department of Convergence Security Engineering (2022.03~2022.08)

• Student Member of The Society of Digital Policy & Management (2022.01.25~Present)

• Teaching Assistant(TA) in the Department of Convergence Security Engineering (2021.09~2022.02)

• YIPL(Group of Young Intellectual Property Leaders), Manager of Network (2023.01~Present)  # 네트워크부 차장

• YIPL(Group of Young Intellectual Property Leaders), Manager of Education affairs (2020.11~2022.12)  # 학술교류부 차장

  • "환경변화, 공학기술로 답하다" 제 36회 오픈세미나 주최 (한국해양과학기술원 강도형 박사님) [Link]

  • "메타버스와 함께하는 미래시대와 공학" 정기세미나 주최 (중앙대학교 컴퓨터공학과 김상윤 교수님) [Link]

  • “코로나 이전과 이후의 경제변화, MZ 세대들이 준비해야 할 방향” 제 37회 오픈세미나 주최(한양대학교 하준경 교수님, 경제 연구소 김인만 대표님) [Link]

• Student Member of The Korea Institute of Communications and Information Sciences (2020.10.30~2020.12.31)

• I.Sly() Hacking Club (2020.03~2020.12) 

• Alyac Supporters, AlyacCrew, ESTsecurity  (2019.09~2019.12)

• CSE(融保工) Club, Manager of Public Relations (2019.03~2019.12)  # 홍보부

  • KUCIS(Korea University Clubs Information Security, KISA)

• Vice-class Representative, Convergence Security Engineering in Sungshin University (2019.03~2019.12)

• Prime Supporters, publicize Department of Convergence Security Engineering in Sungshin University (2018.03~2019.02)

PAPER

Journals

• [SCI, IF 2.4, JCR Q2] So-Eun Jeon, Ye-Sol Oh, Yeon-Ji Lee, Il-Gu Lee,"Suboptimal Feature Selection Techniques for Effective Malicious Traffic Detection on Lightweight Devices," Computer Modeling in Engineering & Sciences , pp.1-19, Apr. 2024, https://doi.org/10.32604/cmes.2024.047239 . 

• [SCI, IF 4.1, JCR Q2] Sun-Jin Lee, So-Eun Jeon, Il-Gu Lee ,"Machine Learning-based Fast and Proactive Endpoint Detection and Response Framework Against Intelligent Cyber Attacks," Soft Computing, February, 2024.

• [SCI, IF 3.401, JCR Q2] So-Eun Jeon, Sun-Jin Lee, Il-Gu Lee, "Machine Learning-based Efficient Discovery of Software Vulnerability for Internet of Things,"  Intelligent Automation & Soft Computing,  Vol. 37, No. 2, pp.2407-2419, June. 2023, https://doi.org/10.32604/iasc.2023.039937 .

• [SCI, IF 5.493, JCR Q1, Top 15.74%] So-Eun Jeon, Sun-Jin Lee, Il-Gu Lee, "Hybrid In-Network Computing for Large-Scale Data Processing," Elsevier Computer Networks, Vol. 226, 2023, https://doi.org/10.1016/j.comnet.2023.109686 .

• [SCI, IF 5.105, JCR Q1, Top 18.63%] Sun-Jin Lee, Yu-Rim Lee, So-Eun Jeon, Il-Gu Lee, "Machine Learning-based Jamming Attack Classification and Effective Defense Techniques," Elsevier Computers & Security, 2023, https://doi.org/10.1016/j.cose.2023.103169 .

• [SCI, IF 3.860, JCR Q2] So-Eun Jeon, Sun-Jin Lee, Eun-Young Lee, Yeon-Ji Lee, Jung-Hwa Ryu, Jung-Hyun Moon, Sun-Min Yi, Il-Gu Lee, "An Effective Threat Detection Framework for Advanced Persistent Cyber Attacks," CMC-Computers, Materials & Continua, Vol.75, No. 2, pp.4231-4253, Mar. 2023, https://doi.org/10.32604/cmc.2023.034287 .

• [SCI, IF 3.367, JCR Q2] So-Hyun Park, Sun-Woo Yun, So-Eun Jeon, Na-Eun Park, Hye-Yeon Shim, Yu-Rim Lee, Sun-Jin Lee, Tae-Rim Park, Na-Yeon Shin, Min-Jin Kang, and Il-Gu Lee, " Performance Evaluation of Open Source Endpoint Detection and Response combining Google Rapid Response and osquery for Threat Detection", IEEE Access, Vol.10, pp.20259-20269, 2022. 02.

• [KCI] So-Eun Jeon, Ji-Won Ock, Min-Jeong Kim, Sa-Ra Hong, Sae-Rom Park, Il-Gu Lee, " Efficient Poisoning Attack Defense Techniques Based on Data Augmentation," Journal of convergence security, 2022. 09.

• [KCI] So-Eun Jeon,  Ye-Sol Oh, and Il-Gu Lee, "A study on the policy measures for the prevention of industrial secret leakage in the metaverse," Journal of Digital Convergence, Vol. 20, No. 4, pp. 377-388, 2022. 04.

• [KCI] Sun-Woo Yun, Il-Gu Lee, So-Hyun Park, Na-Eun Park, So-Eun Jeon, Ye-Sol Oh, and Ji-Eun Lee, "Industrial Security Technologies and Policies for Smart Logistics," Korean Journal of Industrial Security, Vol.11, No.1, pp. 221-243, 2021.

Conferences

• So-Eun Jeon, Il-Gu Lee, "Simplified Channel Management Mechanism for Multi-AP Cooperation in Dense Networks," Annual Symposium of KIPS 2024, Pyeongchang, Korea, May. 2024 

전소은, 이일구, "밀집 네트워크의 다중 엑세스 포인트 협력을 위한 단순화된 채널 관리 방법," Annual Symposium of KIPS 2024, Pyeongchang, Korea, May. 2024

• Seung-Ha Ji, So-Eun Jeon, Il-Gu Lee, "Highly Reliable Differential Privacy Technique Utilizing Error Correction Encoding," Annual Symposium of KIPS 2024, Pyeongchang, Korea, May. 2024.

지승하, 전소은, 이일구, "오류 정정 부호를 활용한 고신뢰 차등 프라이버시 기법," Annual Symposium of KIPS 2024, Pyeongchang, Korea, May. 2024

• [International Conference] So-Eun Jeon, Ye-Sol Oh, Yeon-Ji Lee, Il-Gu Lee,"Suboptimal Feature Selection Parameter Optimization Scheme for Efficient Malicious Traffic Detection ,"  The 7th International Conference on Mobile Internet Security (Mobisec), Okinawa, Japan, Dec. 2023.

• [International Conference] So-Eun Jeon, Ye-Sol Oh, Ye-Seul Kil, Yeon-Ji Lee, Il-Gu Lee, "Suboptimal Feature Selection Technique for Efficient Machine Learning-based Malicious Traffic Detection," The 24rd World Conference on Information Security Applications, Jeju Island, South Korea, Aug. 2023.

• [International Conference] So-Eun Jeon, Ye-Sol Oh, Ye-Seul Kil, Yeon-Ji Lee, Il-Gu Lee, "Two-Step Feature Selection Technique for Secure and Lightweight Internet of Things," IoTSPT (The 13th International Workshop on Security, Privacy and Trust for IoT) in ICCCN (The 32nd International Conference on Computer Communication and Networks), Hawaii, USA, July. 2023.

• Eui-Jin Kim, So-Eun Jeon, Il-Gu Lee, "Machine learning-based efficient decoy file placement technique for ransomware detection," Korea Institute of Information Security & Cryptology (KIISC) CISC-W'22 , Nov. 2022

• [International Conference] So-Eun Jeon, Sun-Jin Lee, Il-Gu Lee, "Practical Machine Learning-based Software Vulnerability Discovery for Internet of Things," 6th International Symposium on Mobile Internet Security (MobiSec'22), Dec. 2022.

• [International Conference] Sun-Jin Lee, So-Eun Jeon, Il-Gu Lee, "Machine Learning-based Endpoint Detection and Response Framework against Intelligent Cyber Attacks," 6th International Symposium on Mobile Internet Security (MobiSec'22), Dec. 2022 (Best Paper Award)

• [International Conference] Yu-Rim Lee, So-Eun Jeon, Sun-Jin Lee, Il-Gu Lee, "Performance evaluation of open source-based intrusion detection for advanced cyberattacks jointly utilizing ransomware and trojans," The 23rd World Conference on Information Security Applications, Aug. 2022.

• So-Eun Jeon, Ji-Won Ock, Min-Jeong Kim, Sa-Ra Hong, Sae-Rom Park, Il-Gu Lee, "Data augmentation-based defense technique for one-shot kill poison attack," Korea Convergence Security Association (KCSA) Conference, July. 5, 2022 (accepted).

• So-Eun Jeon, "Multi-Omni View Capsule Endoscope for Efficient Lesion Diagnosis and Safe Medical Data Management," Winter Conference of The Korean Assoication for Industrial Security (KAIS), Dec. 27, 2021.

• So-Eun Jeon, Na-Eun Park, and Il-Gu Lee, "Comparative Analysis of Open Source Forensic Tools and Internetworking Techniques for Expanding Response Coverage," KAIS/KAF Joint Conference, Aug. 19, 2021.

• So-Eun Jeon, Na-Eun Park, and Il-Gu Lee, "A Study on Distributed Encryption Method for Lightweight Internet of Things," The 31st Joint Conference on Communications and Information (JCCI), Apr. 2021. 

• Na-Eun Park, So-Eun Jeon, and Il-Gu Lee, "Efficient Remote Memory Attestation Technique for Massive Internet of Things," The 31st Joint Conference on Communications and Information (JCCI), Apr. 2021. 

• So-Eun Jeon, and Il-Gu Lee, "A study on traffic information loss estimation techniques for smart card," Proceedings of Symposium of the Korean Institute of Communications and Information Sciences (KICS), 2020. 

Articles

• Il-Gu Lee, Sun-Jin Lee, So-Eun Jeon, "IEEE Wireless LAN Standardization Trends for Industrial IoT Technology", SEP inside 37 (2023.4)

Under Review

• Machine learning-based cooperative clustering for jamming attacks detection and avoidance (2024/02/28: submitted to Information Systems Frontiers (SCI, IF 5.9, Q1 )) : first author

• Adaptive Feature Selection Method for Encrypted Malicious Traffic Classification in Big Data Environment (submitted to IEEE Access (SCI, IF 3.367, Q2)) : co-first author

• Adaptive Feature Selection Based Parallel Binary Classification Mechanism for Lightweight Internet of Things (submitted to Elsevier Computers & Security (SCI, IF 5.6, Q2)) : co-author

Work in progress

• A ruleset-based digital ID sequence generation technique for high reliable and high efficiency authentication in IoT environment (to be submitted EAI SecureComm 2024) : first author

PATENTS

Granted

• Il-Gu Lee, So-Eun Jeon, Ye-Sol Oh, Ji-Eun Lee, "A capsule endoscope apparatus and supporting method for diagnosing the lesions," Korea, Patent, No. 10-2625668, Jan. 11, 2024 (Filed at Jul. 7, 2021)

캡슐 내시경 장치 및 병변 진단 지원 방법 (이일구, 전소은, 오예솔, 이지은), 대한민국, 등록 특허, 20-2625668, 2024.01.11 (출원일 2021.07.07)

• 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. 10-2384949, April. 5, 2022 (Filed at Feb. 26, 2021).

노드 간 보안 데이터를 전송하는 방법 및 시스템 (이일구, 박나은, 전소은, 주소영, 김소연), 대한민국, 등록 특허, 10-2384949, 2022.04.05 (출원일 2021.02.26)

• Il-Gu Lee, Jeong-Hwa Ryu, Hee-Sun Yun, Yu-Rim Lee, Eun-Young Lee, So-Eun Jeon, "Recognition method and recognition device of vicious text data," Korea, Patent. No. 10-2366369, Feb. 18, 2022 (Filed at Jun. 9, 2020).

악성 텍스트 데이터 인식 방법 및 악성 텍스트 데이터 인식 장치 (이일구, 류정화, 윤희선, 이유림, 이은영, 전소은), 대한민국, 등록 특허, 10-2366369, 2022.02.18 (출원일 2020.06.09)

• Il-Gu Lee, Na-Eun Park, So-Eun Jeon, Ye-Sol Oh, Ji-Eun Lee, "Operation method of drone system," Korea, Patent. No. 10-2313117, Oct. 8, 2021 (Filed at May. 15, 2020).

드론 시스템의 동작 방법 (이일구, 박나은, 전소은, 오예솔, 이지은), 대한민국, 등록 특허, 10-2313117, 2021.10.08 (출원일 2020.05.15) 

• Na-Eun Park, So-Eun Jeon, Se-Young Lee, Jung-Hyun Moon, Kyung-Jin Son, "Authentication system and method for network environment", Korea, Appl. No. 10-2020-0125872, May. 26, 2021. (Filed at Sep. 28, 2020).

• Il-Gu Lee, Na-Eun Park, So-Eun Jeon, Se-Young Lee, "Method of learning sensing data based on sensor and method of providing service," Korea, Patent. No. 10-2255076, May. 17, 2021 (Filed at Aug. 30, 2019).

센서기반 센싱 데이터 학습방법 및 서비스 제공 방법 (이일구, 박나은, 전소은, 이세영), 대한민국, 등록 특허, 10-2255076, 2021.06.17 (출원일 2019.08.30)

Pending

• Il-Gu Lee, So-Eun Jeon, Sun-Jin Lee, "네트워크 트래픽 모니터링을 통한 효율적인 재난 통신 방법," 대한민국, 특허 출원

• Il-Gu Lee, Sun-Jin Lee, So-Eun Jeon, Na-Eun Park, Ha-Eun Lee, "멀티링크 기반 다중 무선 커넥티비티 서비스를 제공하는 스마트 컨트롤러," 대한민국, 특허 출원

• Il-Gu Lee, Sun-Jin Lee, So-Eun Jeon, "머신러닝 기반 재밍 공격 분류와 효과적인 방어 기법", Korea Appl.10-2023-0142149, 2023.10.23.

• Il-Gu Lee, Ye-Seul Kil, Yeon-Ji Lee, So-Eun Jeon, Ye-Sol Oh, "안전한 데이터 전송을 위한 최적의 특징 선택 방법 및 그를 이용한 시스템과 스마트 통신 인프라," Korea Appl. 10-2023-0135723, Oct. 12. 2023.

• Il-Gu Lee, So-Eun Jeon, Yeon-Ji Lee, Kyung-Jin Kim, "Authentication apparatus and user apparatus based on ruleset, authentication method and authenction request method based on ruleset," Korea Appl. 10-2024-0018282, Feb. 6. 2024.

규칙 세트 기반의 인증 장치 및 사용자 장치, 인증 방법 및 인증 요청 방법 (이일구, 전소은, 이연지, 김경진), 대한민국, 특허 출원, 10-2024-0018282, 출원일 2024.02.06, 우선권 2023.10.11

• Il-Gu Lee, Yu-Rim Lee, So-Eun Jeon, Sun-Jin Lee, "Method and apparatus for classifying malicious encryption traffic according to noise level," Korea Appl. 10-2022-0154908, Nov. 17, 2022.

노이즈 수준에 따른 악성 암호화 트래픽 분류 방법 및 장치 (이일구, 이유림, 전소은, 이선진), 대한민국, 특허 출원, 10-2022-0154908, 2022.11.17

• Il-Gu Lee, So-Eun Jeon, Ye-Sol Oh, Ji-Eun Lee, "Capsule endoscope apparatus and method of supporting lesion diagnosis," U.S, Appl. No. 17857583, Jan. 12, 2023.

캡슐 내시경 장치 및 병변 진단 지원 방법 (이일구, 전소은, 오예솔, 이지은), 미국, 특허 출원, 17857583, 2024.01.12 

• Il-Gu Lee, So-Eun Jeon, Sun-Jin Lee, Yu-Rim Lee, "Method and apparatus for retrieving and evaluating user actions in metaverse," Korea Appl. 10-2022-0036839, Mar. 24, 2022.

메타버스에서 사용자 동작을 검색하고 평가하는 방법 및 장치 (이일구, 전소은, 이선진, 이유림), 대한민국, 특허 출원, 10-2022-0036839, 2022,03.24.

• Grand prize, 2023, by Dean of College of Knowledge-Based Services Engineering, in 2023 Convergence Security/Future Convergence Technology Paper

2023 융합보안/미래융합기술논문대상, 대상, 성신여자대학교 지식서비스공과대학장, 2023.

• Best Workshop Paper Award, 2023, by KISTI (Korea Institute of Science and Technology Information) president, in the 7th Internation Symposium on Mobile Internet Security (Mobisec)

The 7th International Conference on Mobile Internet Security (Mobisec'23), 최우수 워크숍 논문상, 한국정보보학회, 2023

• Grand Prize, by President of Korea Association for Industrial Technology Security (KAITS), 2023
  2023년 산학프로젝트챌린지 (산업보안 부문) 경진대회 - 재밍 공격 유형별 대응과 하이브리드 컴퓨팅을 통한 통신 성능 개선 방법

• Bronze Awards, 2023, by President of IT Business Women's Association, in ICT/SW Women's Start-up Contest

무선 컨넥티비티 플랫폼 모아이음, IT여성기업인회장상  

• Special Award, 2023, by Industrial Security Research Society Commissioner, in 2023 Industrial Security Thesis Contest

2023 산업보안논문경진대회, 산업보안연구학회장상, 특별상 (2023.09.15)

• Excellence Award, by President of Korea Association for Industrial Technology Security (KAITS), 2023 

효율적인 병변 진단 및 안전한 의료 데이터 관리를 위한 Multi-Omni View 캡슐내시경 (전소은), 한국산업기술보호협회장상, 2023년 산업보안 산학협력 우수성과 (2023.8.18)

• Best Paper Award, 2022, by KISA (Korea Internet & Security Agency) president, in the 6th International Symposium on Mobile Internet Security (Mobisec)

제 6회 모바일인터넷보안 국제학술대회 MobiSec , 한국인터넷진흥원장상, 2022년 최우수 논문상 (2022)

• Best Poster Paper Award, 2022, by KIISC (Korea Institute of Information Security and Cryptography) president, in the 23rd World conference on Information Security Applications (WISA)

제 23회 WISA(World conference on Information Security Applications), 한국정보보호학회장상, 최우수 포스터 논문상 (2022)

• Excellent Paper Awards, 2022, by KCSA (Korea Convergence Security Association) president, in 2022 KCSA Conference

• Bronze Awards, 2021, by KAIS (Korea Association for Industrial Security) President, in 2021 Industrial Security Research Contest

• Econsumer President Award(3rd Prize), 2020, by Econsumer, in 2020 Quantum Cryptography Communication Idea Contest

• Grand Prize, 2020, by Sungshin University, in 2020 Student Invention Idea Contest

• Encouragement Prize, 2020, by KCA (Korea Communications Agency) President, in 2020 Information Communication Public Data Utilization Idea Contest

• KIPO(Korea Intellectual Property Commissioner Office) Commissioner Award, 2020, by KIPO Commissioner, Campus Patent Universiade

• Silver Prize, 2020, by KAIS (Korea Association for Industrial Security) Commissioner, in 2020 Industrial Security Research Paper Contest 

• The Grand Prize, 2019, by KISA(Korea Internet Security Agency), in 2019 University Information Security Club SNS Contents(CSE Club)

• Excellence Award, 2019, by KISA(Korea Internet Security Agency), in 2019 University Information Security Club SNS Contents(CSE Club)

• Grand Prize, 2019, by Convergence Security Engineering of Sungshin University, in 2019 Idea Hackaton Contest

• 2nd Prize, 2018, by Convergence Security Engineering of Sungshin University, in Digital Business idea Contest