Digital Library

1. 31. 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
2. 32. 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
3. 33. 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
4. 34. 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
5. 35. 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
6. 36. 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
7. 37. 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
8. 38. Research on BGP dataset analysis and CyCOP visualization methods
   Jae-yeong Jeong, Kook-jin Kim, Han-sol Park, Ji-soo Jang, Dong-il Shin, Dong-kyoo Shin, Vol. 25, No. 1, pp. 177-188, Feb. 2024
   10.7472/jksii.2024.25.1.177
   Keywords: BGP, CyCOP Framework, Machine Learning, Cyber 3 Layer, Anomaly Detection
9. 39. Unsupervised Learning-Based Threat Detection System Using Radio Frequency Signal Characteristic Data
   Dae-kyeong Park, Woo-jin Lee, Byeong-jin Kim, Jae-yeon Lee, Vol. 25, No. 1, pp. 147-155, Feb. 2024
   10.7472/jksii.2024.25.1.147
   Keywords: Unmanned Aerial Vehicle, Radio Frequency, Signal Characteristic, Threat Detection, Unsupervised learning, Drone
10. 40. A Predictive Bearing Anomaly Detection Model Using the SWT-SVD Preprocessing Algorithm
    So-hyang Bak, Kwanghoon Pio Kim, Vol. 25, No. 1, pp. 109-121, Feb. 2024
    10.7472/jksii.2024.25.1.109
    Keywords: 베어링 이상탐지, 설비예지보전, 딥러닝, 주파수변환