Digital Library

1. 31. 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
2. 32. 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
3. 33. 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
4. 34. 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
5. 35. 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
6. 36. 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
7. 37. 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
8. 38. Intelligent Motion Pattern Recognition Algorithm for Abnormal Behavior Detections in Unmanned Stores
   Young-june Choi, Ji-young Na, Jun-ho Ahn, Vol. 24, No. 6, pp. 73-80, Dec. 2023
   10.7472/jksii.2023.24.6.73
   Keywords: Unmanned Stores, Sensors, Low Costs, Abnormal Behaviors, Detect, Fusion Algorithm
9. 39. Vision-based Low-cost Walking Spatial Recognition Algorithm for the Safety of Blind People
   Sunghyun Kang, Sehun Lee, Junho Ahn, Vol. 24, No. 6, pp. 81-89, Dec. 2023
   10.7472/jksii.2023.24.6.81
   Keywords: Motion Capture, Object Detection, Walking, Blind People, Real-time Video
10. 40. A Study on Efficient AI Model Drift Detection Methods for MLOps
    Ye-eun Lee, Tae-jin Lee, Vol. 24, No. 5, pp. 17-27, Oct. 2023
    10.7472/jksii.2023.24.5.17
    Keywords: Artificail Inteligence, Machine Learning Model, Drift Detection, XAI, MLOps