Digital Library

1. 31. Malware Image Classification with Dilated Convolution and Channel Attention in ConvNeXt-Tiny
   Joon-soo Shim, Chan-ho Lee, Jong-geun Choi, Hyuk-jin Kwon, Vol. 27, No. 1, pp. 27-38, Feb. 2026
   10.7472/jksii.2026.27.1.27
   Keywords: Malware classification, Transfer Learning, Deep Learning, ConvNeXt, Dilated Convolution, channel attention, Low-label Learning, Image-based Malware Detection, Generalization performance, cybersecurity
2. 32. 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
3. 33. Maritime Life Jacket Detection Using Sequential Lightweight Models
   Young-nam Song, Seung-gyu Kim, Tae-Ho Im, Vol. 26, No. 5, pp. 29-38, Oct. 2025
   10.7472/jksii.2025.26.5.29
   Keywords: Life-jacket Detection, YOLO11n, Dual Detection Method, Marine Safety, small-object detection
4. 34. Enhanced DDoS Detection via Traffic Volume-based Labeling and Transfer learning
   Hyunjun Park, Insup Lee, Vol. 26, No. 4, pp. 1-8, Aug. 2025
   10.7472/jksii.2025.26.4.1
   Keywords: ddos detection, Deep Learning, Transfer Learning, traffic volume-based labeling
5. 35. A Study on Data Augmentation Methods for Improving the Performance of Machine Learning Models in Network Attack Detection
   Taesu Kim, Dongkyoo Shin, Dongil Shin, Vol. 26, No. 3, pp. 1-7, Jun. 2025
   10.7472/jksii.2025.26.3.1
   Keywords: Network intrusion detection, data augmentation
6. 36. Research on Network Packet Analysis and Unknown Intrusion Detection Method based on LSTM-Autoencoder
   Hyoseong Park, Dongkyoo Shin, Dongil Shin, Vol. 26, No. 1, pp. 149-155, Feb. 2025
   10.7472/jksii.2025.26.1.149
   Keywords: LSTM, Autoencoder, Network intrusion detection, CIC-IDS2018
7. 37. A Study on the Detection of Abnormal Behavior of Weapon System Circuit using Electromagnetic Wave Signal Analysis
   Janghyuk Kauh, Changmin Jeong, Koohyung Kwon, Vol. 26, No. 1, pp. 221-233, Feb. 2025
   10.7472/jksii.2025.26.1.221
   Keywords: Hardware Trojan, Anomaly Detection, Electromagnetic Analysis, Side channel analysis, FPGA, ASIC
8. 38. A Car Smoking Detection System using Air Quality IoT Sensor
   Yoosin Kim, Vol. 26, No. 1, pp. 55-63, Feb. 2025
   10.7472/jksii.2025.26.1.55
   Keywords: Smoking Detection, Rent-a-car, IoT, Air-Quality Sensor, Machine Learning
9. 39. Exploring Data Augmentation Ratios for YOLO-Based Multi-Category Clothing Image Classification by Model Size
   Seyeon Park, Sunga Hwang, Beakcheol Jang, Vol. 25, No. 5, pp. 95-105, Oct. 2024
   10.7472/jksii.2024.25.5.95
   Keywords: clothing classification, Object Detection, color extraction, hyper-parameter fine-tuning, Image Augmentation
10. 40. Efficient Time-Series Similarity Measurement and Ranking Based on Anomaly Detection
    Ji-Hyun Choi, Hyun Ahn, Vol. 25, No. 2, pp. 39-47, Apr. 2024
    10.7472/jksii.2024.25.2.39
    Keywords: Time-series Similarity, Anomaly Detection, Subsequences, Spearman’s Rank Correlation Coefficient