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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