Contact

πŸ“© [email protected]

πŸ—ΊοΈ Seoul, Republic of Korea

Research Area

☁️ Cloud Computing

♻️ Resource Management

πŸ›‘οΈ Information Security

Social

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About Me

Hello! I’m a Ph.D. candidate in the Department of Computer Science & Artificial Intelligence at Dongguk University, and a member of the uCloud Computing Lab. My research areas cover resource management and information security in cloud computing. Currently, I’m focusing on resource autoscaling and malware detection algorithms using machine learning in cloud-native computing.

Education

M.S.

B.S.

Award and Scholarship

  1. Best Research Award, Dongguk University, Aug. 2024.
  2. Best Paper Award, The 18th International Conference on Multimedia and Ubiquitous Engineering, Apr. 2024.
  3. Full Scholarship for Ph.D. Course, Dongguk University, Feb. 2023.
  4. Science and Engineering Scholarship, Dongguk University, Feb. 2021.
  5. Partial Merit Scholarship, Kongju National University, Aug. 2020.
  6. Half Merit Scholarship, Kongju National University, Feb. 2020.
  7. Best Award, KNU Startup Competition, Dec. 2019.
  8. Grand Award, Regional Union University Startup Competition, Nov. 2019.
  9. Full Merit Scholarship, Kongju National University, Aug. 2019.
  10. Full Merit Scholarship, Kongju National University, Feb. 2019.
  11. Half Merit Scholarship, Kongju National University, Aug. 2018.
  12. Partial Merit Scholarship, Kongju National University, Feb. 2016.
  13. Partial Merit Scholarship, Kongju National University, Aug. 2015.

Publications

( *: co-first author; **: co-corresponding author )

Ongoing Works

  1. Combined Autoscaling and Offloading for Efficient Resource Management in Fog Computing (Submitted) Subin Jeong*, Eun-Ha Song*, Byeonghui Jeong, Young-Sik Jeong
  2. Evaluation of engagement in online learning: Insights based on human factor analysis (Revision) Sanga Park*, Byeonghui Jeong*, Wookho Son, Chul Lee**, Young-Sik Jeong**

International Journal

  1. Enhanced Adversarial Defense Model with Vector Compression and Ensemble Learning Human-centric Computing and Information Sciences, Accepted, Jan. 2025. Seungyeon Baek, Byeonghui Jeong, Jueun Jeon, Young-Sik Jeong
  2. Dynamic Resource Management Scheme for Digital Twin on Cloud-native Computing πŸ”— Human-centric Computing and Information Sciences, vol. 15, no. 26, pp. 1-16, May 2025. Gi Tae Kim, Byeonghui Jeong, Young-Sik Jeong
  3. ARAScaler: Adaptive Resource Autoscaling Scheme using ETimeMixer for Efficient Cloud-native Computing πŸ”— IEEE Transactions on Services Computing, vol. 18, no. 1, pp. 72-84, Feb. 2025. Byeonghui Jeong, Young-Sik Jeong
  4. TMaD: Three-tier malware detection using multi-view feature for secure convergence ICT environments πŸ”— Expert Systems, vol. 42, no. 2, pp. 1-14, Feb. 2025. Jueun Jeon, Byeonghui Jeong, Seungyeon Baek, Young-Sik Jeong
  5. Burst-Aware Horizontal Autoscaling Based on Deep Learning for Stable Microservices πŸ”— Human-centric Computing and Information Sciences, vol. 14, no. 67, pp. 1-15, Nov. 2024. Jin Park, Byeonghui Jeong, Jueun Jeon, Young-Sik Jeong
  6. PreVA: Predictive Vertical Autoscaler using Multi Bi-GRU for Sustainable Cloud-Native Computing πŸ”— Human-centric Computing and Information Sciences, vol. 14, no. 41, pp. 1-17, Jul. 2024. Jueun Jeon*, Byeonghui Jeong*, Young-Sik Jeong
  7. Efficient Container Scheduling with Hybrid Deep Learning Model for Improved Service Reliability in Cloud Computing πŸ”— IEEE Access, vol. 12, pp. 65166-65177, May 2024. Jueun Jeon*, Sihyun Park*, Byeonghui Jeong, Young-Sik Jeong
  8. Intelligent Resource Scaling for Container-Based Digital Twin Simulation of Consumer Electronics πŸ”— IEEE Transactions on Consumer Electronics, vol. 70, no. 1, pp. 3131-3140, Feb. 2024. Jueun Jeon, Byeonghui Jeong, Young-Sik Jeong
  9. Static Multi Feature-Based Malware Detection Using Multi SPP-net in Smart IoT Environments πŸ”— IEEE Transactions on Information Forensics and Security, vol. 19, pp. 2487-2500, Jan. 2024. Jueun Jeon, Byeonghui Jeong, Seungyeon Baek, Young-Sik Jeong
  10. Proactive Resource Autoscaling Scheme based on SCINet for High-performance Cloud Computing πŸ”— IEEE Transactions on Cloud Computing, vol. 11, no. 4, pp. 3497-3509, Dec. 2023. Byeonghui Jeong, Jueun Jeon, Young-Sik Jeong
  11. Early Prediction of Ransomware API Calls Behaviour based on GRU-TCN in Healthcare IoT πŸ”— Connection Science, vol. 35, no. 1, pp. 1-15, Jul. 2023. Jueun Jeon*, Seungyeon Baek*, Byeonghui Jeong, Young-Sik Jeong
  12. Stable and efficient resource management using deep neural network on cloud computing πŸ”— Neurocomputing, vol. 521, pp. 99-112, Feb. 2023. Byeonghui Jeong, Seungyeon Baek, Sihyun Park, Jueun Jeon, Young-Sik Jeong
  13. Hybrid Malware Detection Based on Bi-LSTM and SPP-Net for Smart IoT πŸ”— IEEE Transactions on Industrial Informatics, vol. 18, no. 7, pp. 4830-4837, Jul. 2022. Jueun Jeon, Byeonghui Jeong, Seungyeon Baek, Young-Sik Jeong
  14. Two-Stage Hybrid Malware Detection Using Deep Learning πŸ”— Human-centric Computing and Information Sciences, vol. 11, no. 27, pp. 1-14, Jun. 2021. Seungyeon Baek, Jueun Jeon, Byeonghui Jeong, Young-Sik Jeong

Domestic Journal

  1. Development of a Personal Clothing Recommendation System that Reflects Individual Temperature Sensitivity πŸ”— Journal of Digital Convergence, vol. 19, no. 2, pp. 357-363, Feb. 2021. Byeonghui Jeong, Woo-Seok Kim, Sang-Yong Lee

Conference

  1. Proactive Resource Management Scheme for High-performance Fog Computing in Proceedings of the 16th International Conference on Computer Science and its Applications (CSA 2024), Pattaya, Thailand, Dec. 2024. Subin Jeong, Byeonghui Jeong, Young-Sik Jeong
  2. Ensemble Malware Classifier with Feature Squeezing based on Arithmetic Coding in Proceedings of the 2024 International Conference on Future Information Technology, applications and services (IFIT 2024), Seoul, Republic of Korea, Oct.-Nov. 2024. Seungyeon Baek, Byeonghui Jeong, Jueun Jeon, Young-Sik Jeong
  3. Intelligent Resource Management Scheme for Efficient Cloud-based Digital Twinning (Best Paper Award) in Proceedings of the 18th International Conference on Multimedia and Ubiquitous Engineering (MUE 2024), Chongqing, China, Apr. 2024. Byeonghui Jeong, Jueun Jeon, Young-Sik Jeong
  4. Proactive Container Autoscaling using DEVS for Efficient Cloud-Native Computing in Proceedings of the 2024 World Congress on Information Technology Applications and Services (World IT Congress 2024), Jeju, Republic of Korea, Feb. 2024. Byeonghui Jeong, Jueun Jeon, Young-Sik Jeong
  5. 단일 카메라λ₯Ό μ΄μš©ν•œ 온라인 회의 ν”Œλž«νΌ μ‚¬μš©μžμ˜ 집쀑도 평가 in Proceedings of the 36th Workshop on Image Processing and Image Understanding (IPIU 2024), Jeju, Republic of Korea, Feb. 2024. Sanga Park, Byeonghui Jeong, Chul Lee, Young-Sik Jeong
  6. 3-tier Malware Detection on Cloud Computing in Proceedings of the 15th International Conference on Computer Science and its Applications (CSA 2023), Nha Trang, Vietnam, Dec. 2023. Jueun Jeon, Byeonghui Jeong, Young-Sik Jeong
  7. CoHA: Context-optimized Hybrid Autoscaling Scheme based on Reinforcement Learning and Deep Learning in Proceedings of the 7th International Conference on Big data, IoT, and Cloud Computing (BIC 2023), Jeju, Republic of Korea, Aug. 2023. Byeonghui Jeong, Jueun Jeon, Young-Sik Jeong
  8. Efficient Container Management Scheme based on Deep Learning Model in Proceedings of the 14th International Conference on Computer Science and its Applications (CSA 2022), Vientiane, Laos, Dec. 2022. Byeonghui Jeong, Jueun Jeon, Seungyeon Baek, Young-Sik Jeong
  9. Actual Resource Usage based Container Scheduler for High Resource Utilization in Proceedings of the14th International Conference on Computer Science and its Applications (CSA 2022), Vientiane, Laos, Dec. 2022. Sihyun Park, Jueun Jeon, Byeonghui Jeong, Kyuwon Park, Seungyeon Baek, Young-Sik Jeong
  10. Ransomware Behavior Prediction with Deep Learning Model in Proceedings of the International Conference on Future Information Technology, applications and services (IFIT 2022), Seoul, Republic of Korea, Oct. 2022. Seungyeon Baek, Jueun Jeon, Byeonghui Jeong, Young-Sik Jeong
  11. Optimal Scenario Scheduling for Efficient Resource Utilization on Cloud Computing in Proceedings of the 6th International Conference on Big data, IoT, and Cloud Computing (BIC 2022), Jeju, Republic of Korea, Aug. 2022. Sihyun Park, Byeonghui Jeong, Jueun Jeon, Young-Sik Jeong
  12. High Availability Resource Management using Deep Neural Network in Proceedings of the 16th International Conference on Multimedia and Ubiquitous Engineering (MUE 2022), Jeju, Republic of Korea, Apr. 2022. Byeonghui Jeong, Jueun Jeon, Seungyeon Baek, Kyuwon Park, Sihyun Park, Young-Sik Jeong
  13. Horizontal Pod Autoscaling using Deep learning for Stable Resource Management in Proceedings of the 2022 World Congress on Information Technology Applications and Services (World IT Congress 2022), Jeju, Republic of Korea, Feb. 2022. Byeonghui Jeong, Jueun Jeon, Seungyeon Baek, Young-Sik Jeong
  14. Adaptive Vertical Pod Autoscaler for Efficient Cloud Computing Resource Utilization based on Bi-LSTM in Proceedings of the 13th International Conference on Computer Science and its Applications (CSA 2021), Jeju, Republic of Korea, Dec. 2021. Seungchul Kim, Byeonghui Jeong, Sihyun Park, Jueun Jeon, Young-Sik Jeong
  15. Obfuscated Malware Detection using Multimodal Deep Learning in Proceedings of the 5th International Conference on Big data, IoT, and Cloud Computing (BIC 2021), Jeju, Republic of Korea, Aug. 2021. Jueun Jeon, Seungyeon Baek, Byeonghui Jeong, Young-Sik Jeong
  16. Two Stage Malware Detection Method using Hybrid Analysis Feature in Proceedings of the 12th International Conference on Computer Science and its Applications (CSA 2020), Jeju, Republic of Korea, Dec. 2020. Seungyeon Baek, Jueun Jeon, Byeonghui Jeong, Young-Sik Jeong

Patents

  1. Method of detecting Malware based on Multi SPP-Net and Apparatus for executing the same 10-2024-0093985, Jul. 17. 2024 Young-Sik Jeong, Jueun Jeon, Byeonghui Jeong
  2. Method of Autoscaling Resource and Cloud-Native Computing System for executing the same 10-2024-0039897, Mar. 22, 2024 Young-Sik Jeong, Jueun Jeon, Byeonghui Jeong
  3. Method of Resource Scaling for Container-based Digital Twin Simulation and System for executing the same 10-2024-0039896, Mar. 22, 2024 Young-Sik Jeong, Jueun Jeon, Byeonghui Jeong
  4. Method of predicting vertical autoscaling and cloud-native computing system for executing the same 10-2024-0039895, Mar. 22, 2024 Young-Sik Jeong, Jueun Jeon, Byeonghui Jeong
  5. Method of predicting Ransomware and Apparatus for executing the same 10-2024-0039894, Mar. 22, 2024 Young-Sik Jeong, Jueun Jeon, Byeonghui Jeong
  6. Clothing recommendation server reflecting user sensitive temperature, and clothing recommendation method using the same no. 10-2598151, Oct. 31, 2023. Byeonghui Jeong, Woo-Seok Kim, Sang-Yong Lee

Academic Activities

Reviewer

Computer Skills

Language

Cloud computing platform