Digital Library

1. 1. Dual-Branch Consistency-Based Android Malware Detection
   Suchul Lee, Vol. 26, No. 6, pp. 33-42, Dec. 2025
   10.7472/jksii.2025.26.6.33
   Keywords: Semi-Supervised Learning (SSL), Android malware detection, Consistency Training, Segmentation-Based Network, Label-scarcity Problem
2. 2. A Survey of Semi-Supervised Learning in Cybersecurity: Methods, Domains, and Guidelines for Fair Evaluation
   Suchul Lee, Vol. 26, No. 6, pp. 1-12, Dec. 2025
   10.7472/jksii.2025.26.6.1
   Keywords: Semi-supervised learning, cybersecurity, Pseudo-labeling, Consistency regularization
3. 3. Effective Adversarial Training by Adaptive Selection of Loss Function in Federated Learning
   Suchul Lee, Vol. 25, No. 2, pp. 1-9, Apr. 2024
   10.7472/jksii.2024.25.2.1
   Keywords: Federated learning, adversarial attacks, adversarial training, trade-off relationship
4. 4. An Efficient BotNet Detection Scheme Exploiting Word2Vec and Accelerated Hierarchical Density-based Clustering
   Taeil Lee, Kwanhyun Kim, Jihyun Lee, Suchul Lee, Vol. 20, No. 6, pp. 11-20, Dec. 2019
   10.7472/jksii.2019.20.6.11
   Keywords: Botnet Detection, Word2vec, clustering, Skip-gram
5. 5. Automatic Malware Detection Rule Generation and Verification System
   Sungho Kim, Suchul Lee, Vol. 20, No. 2, pp. 9-19, Apr. 2019
   10.7472/jksii.2019.20.2.9
   Keywords: Malware, Detection rule, SNORT, LDA, network threat
6. 6. Visualization of Malwares for Classification Through Deep Learning
   Hyeonggyeom Kim, Seokmin Han, Suchul Lee, Jun-Rak Lee, Vol. 19, No. 5, pp. 67-75, Oct. 2018
   10.7472/jksii.2018.19.5.67
   Keywords: Malware visualization, mawlare detection and classification, Deep Learning, CNN
7. 7. Extraction of Network Threat Signatures Using Latent Dirichlet Allocation
   Sungil Lee, Suchul Lee, Jun-Rak Lee, Heung-youl Youm, Vol. 19, No. 1, pp. 1-10, Feb. 2018
   10.7472/jksii.2018.19.1.1
   Keywords: LDA, network threat detection, Intrusion Detection System, signature