README.md

MADONNA

MADONNA: Browser-Based MAlicious Domain Detection through Optimized Neural Network with Feature Analysis

The full paper was presented in the 38th IFIP TC 11 International Conference on Information Security and Privacy Protection (IFIPSec) - 2023 Conference. If you are using this plugin or model in your research work, please cite as: Senanayake, J., Rajapaksha, S., Yanai, N., Komiya, C., Kalutarage, H. (2024). MADONNA: Browser-Based MAlicious Domain Detection Through Optimized Neural Network with Feature Analysis. In: Meyer, N., Grocholewska-Czuryło, A. (eds) ICT Systems Security and Privacy Protection. SEC 2023. IFIP Advances in Information and Communication Technology, vol 679. Springer, Cham. https://doi.org/10.1007/978-3-031-56326-3_20

Overview of MADONNA

Google Chrome Browser Plugin

Feature Selection

Detailed Experiments

Evaluation Results of MADONNA - Accurate Benign Classifications (TN)

Evaluation Results of MADONNA - Inaccurate Benign Classifications (FN)

Evaluation Results of MADONNA - Accurate Malicious Classifications (TP)

Evaluation Results of MADONNA - Inaccurate Malicious Classifications (FP)

Feature Values Distribution - FN

Feature Values Distribution - FP