Back to Publications
2025
2025 28th International Conference on Computer and Information Technology (ICCIT)
ConferenceAccepted
A Novel Approach to Malware Detection in Memory Forensics via Adaptive Weighted Voting with Error Correlation Correction
Authors
Khaled Mahmud Sujon, Aminul Islam Miraz, Adnan Shafi, Tahmedur Rahman, Md. Tahmid Farabe Shehun, Md Muzahidul Islam, Md Monirul Islam Molla
Abstract
AWV-ECC, an adaptive weighted voting ensemble that weights classifiers by error rates and penalizes correlated misclassifications. Evaluated on 58,596 memory dumps, achieves near-perfect performance (accuracy 0.9999, AUC 1.0000), providing robust detection of obfuscated malware.
Publication Details
Venue
2025 28th International Conference on Computer and Information Technology (ICCIT)
Year
2025
Authors
Khaled Mahmud Sujon, Aminul Islam Miraz, Adnan Shafi, Tahmedur Rahman, Md. Tahmid Farabe Shehun, Md Muzahidul Islam, Md Monirul Islam Molla
Type
ConferenceAccepted