JICS

1. Anomaly detection and attack type classification mechanism using Extra Tree and ANN

Min-Gyu Kim, Myung-Mook Han, Vol. 23, No. 5, pp. 79-85, Oct. 2022

10.7472/jksii.2022.23.5.79
Keywords: Extreme Random Forest, Artificial neural network, Anomaly Detection, Anomaly Detection and Attack type Classification, Network intrusion detection

2. RDP-based Lateral Movement Detection using PageRank and Interpretable System using SHAP

Jiyoung Yun, Dong-Wook Kim, Gun-Yoon Shin, Sang-Soo Kim, Myung-Mook Han, Vol. 22, No. 4, pp. 1-11, Aug. 2021

10.7472/jksii.2021.22.4.1
Keywords: Lateral Movement, Pagerank Algorithm, Explainable AI, Remote Desktop Protocol, feature extraction

3. Application of Discrete Wavelet Transforms to Identify Unknown Attacks in Anomaly Detection Analysis

Dong-Wook Kim, Gun-Yoon Shin, Ji-Young Yun, Sang-Soo Kim, Myung-Mook Han, Vol. 22, No. 3, pp. 45-52, Jun. 2021

10.7472/jksii.2021.22.3.45
Keywords: Unknown Attack, Discrete wavelet transform, Anomaly Detection, One-class SVM

4. A hybrid intrusion detection system based on CBA and OCSVM for unknown threat detection

Gun-Yoon Shin, Dong-Wook Kim, Jiyoung Yun, Sang-Soo Kim, Myung-Mook Han, Vol. 22, No. 3, pp. 27-35, Jun. 2021

10.7472/jksii.2021.22.3.27
Keywords: Unknown Threat, Hybrid Intrusion Detection, Classification based on Association Rule, One-class SVM

5. An Interpretable Log Anomaly System Using Bayesian Probability and Closed Sequence Pattern Mining

Jiyoung Yun, Gun-Yoon Shin, Dong-Wook Kim, Sang-Soo Kim, Myung-Mook Han, Vol. 22, No. 2, pp. 77-87, Apr. 2021

10.7472/jksii.2021.22.2.77
Keywords: Explainable AI, Log anomaly detection, Bayesian Probability, Rule Extraction

6. A Study on Classification of Variant Malware Family Based on ResNet-Variational AutoEncoder

Young-jeon Lee, Myung-Mook Han, Vol. 22, No. 2, pp. 1-9, Apr. 2021

10.7472/jksii.2021.22.2.1
Keywords: Variant Malware, Malware classification, Variational AutoEncoder, Tranfer Learning, Ensemble learning

7. A Study on Defense and Attack Model for Cyber Command Control System based Cyber Kill Chain

Jung-Sik Lee, Sung-Young Cho, Heang-Rok Oh, Myung-Mook Han, Vol. 22, No. 1, pp. 41-50, Feb. 2021

10.7472/jksii.2021.22.1.41
Keywords: Cyber Command Control System, Cyber Kill Chain Model, Defense Model, attack model, threat classification/analysis/prediction framework

8. Survival network based Android Authorship Attribution considering overlapping tolerance

Cheol-hun Hwang, Gun-Yoon Shin, Dong-Wook Kim, Myung-Mook Han, Vol. 21, No. 6, pp. 13-21, Dec. 2020

10.7472/jksii.2020.21.6.13
Keywords: Android Authorship Attribution, Authorship Attribution, Remove duplicate features, Survival network

9. The attacker group feature extraction framework : Authorship Clustering based on Genetic Algorithm for Malware Authorship Group Identification

Gun-Yoon Shin, Dong-Wook Kim, Myung-Mook Han, Vol. 21, No. 2, pp. 1-8, Apr. 2020

10.7472/jksii.2020.21.2.1
Keywords: Authorship Attribution, Attacker Group, genetic algorithm, Malware, Authorship Clustering

10. The prediction of appearance of jellyfish through Deep Neural Network

CHEOLHUN HWANG, Myung-Mook Han, Vol. 20, No. 5, pp. 1-8, Oct. 2019

10.7472/jksii.2019.20.5.1
Keywords: deep neural network, Bootstrapping, Data Expansion, Transfer Learning, Random Forest, Sequence Forward Selection