Data Preprocessing

Empirical Evaluation of SMOTE in Android Malware Detection with Machine Learning: Challenges and Performance in CICMalDroid 2020

Authors: Diego Ferreira Duarte, Andre Augusto Bortoli | Published: 2026-02-09
Data Preprocessing
Imbalanced Dataset
機械学習によるマルウェア分類

Quantum AI for Cybersecurity: A hybrid Quantum-Classical models for attack path analysis

Authors: Jessica A. Sciammarelli, Waqas Ahmed | Published: 2026-01-05
Security Analysis Method
Data Preprocessing
Quantum Machine Learning

Enhanced Web Payload Classification Using WAMM: An AI-Based Framework for Dataset Refinement and Model Evaluation

Authors: Heba Osama, Omar Elebiary, Youssef Qassim, Mohamed Amgad, Ahmed Maghawry, Ahmed Saafan, Haitham Ghalwash | Published: 2025-12-29
SQL Injection Attack Detection
Data Preprocessing
Machine Learning Technology

Leveraging large language models for SQL behavior-based database intrusion detection

Authors: Meital Shlezinger, Shay Akirav, Lei Zhou, Liang Guo, Avi Kessel, Guoliang Li | Published: 2025-08-06 | Updated: 2025-08-14
Ensemble Learning
Data Preprocessing
User Behavior Analysis

Extending Network Intrusion Detection with Enhanced Particle Swarm Optimization Techniques

Authors: Surasit Songma, Watcharakorn Netharn, Siriluck Lorpunmanee | Published: 2024-08-14
Cybersecurity
Data Preprocessing
Model Performance Evaluation

Diffusion-based Adversarial Purification for Intrusion Detection

Authors: Mohamed Amine Merzouk, Erwan Beurier, Reda Yaich, Nora Boulahia-Cuppens, Frédéric Cuppens | Published: 2024-06-25
Data Preprocessing
Adversarial Training
Automated Intrusion Detection System

Transfer Learning in Pre-Trained Large Language Models for Malware Detection Based on System Calls

Authors: Pedro Miguel Sánchez Sánchez, Alberto Huertas Celdrán, Gérôme Bovet, Gregorio Martínez Pérez | Published: 2024-05-15
LLM Performance Evaluation
Data Preprocessing
Malware Classification

A Flow is a Stream of Packets: A Stream-Structured Data Approach for DDoS Detection

Authors: Raja Giryes, Lior Shafir, Avishai Wool | Published: 2024-05-12
DDoS Attack Detection
Data Preprocessing
Evaluation Method

Inferring Discussion Topics about Exploitation of Vulnerabilities from Underground Hacking Forums

Authors: Felipe Moreno-Vera | Published: 2024-05-07
Cybersecurity
Data Preprocessing
Vulnerability Management

Distributed Federated Learning-Based Deep Learning Model for Privacy MRI Brain Tumor Detection

Authors: Lisang Zhou, Meng Wang, Ning Zhou | Published: 2024-04-15
Data Preprocessing
Privacy Protection
Threats of Medical AI