Multi-Class Classification

CyberLearning: Effectiveness Analysis of Machine Learning Security Modeling to Detect Cyber-Anomalies and Multi-Attacks

Authors: Iqbal H. Sarker | Published: 2021-03-28
Multi-Class Classification
Model Selection Method
Machine Learning Technology

MalBERT: Using Transformers for Cybersecurity and Malicious Software Detection

Authors: Abir Rahali, Moulay A. Akhloufi | Published: 2021-03-05
Watermarking
Multi-Class Classification
Deep Learning Technology

Malware Classification with Word Embedding Features

Authors: Aparna Sunil Kale, Fabio Di Troia, Mark Stamp | Published: 2021-03-03
Multi-Class Classification
Membership Inference
Machine Learning

Transcending Transcend: Revisiting Malware Classification in the Presence of Concept Drift

Authors: Federico Barbero, Feargus Pendlebury, Fabio Pierazzi, Lorenzo Cavallaro | Published: 2020-10-08 | Updated: 2024-01-08
Multi-Class Classification
Model Performance Evaluation
Concept Drift

Dynamically Computing Adversarial Perturbations for Recurrent Neural Networks

Authors: Shankar A. Deka, Dušan M. Stipanović, Claire J. Tomlin | Published: 2020-09-07
Multi-Class Classification
Adversarial Example
Adversarial Attack Methods

Cost-aware Feature Selection for IoT Device Classification

Authors: Biswadeep Chakraborty, Dinil Mon Divakaran, Ido Nevat, Gareth W. Peters, Mohan Gurusamy | Published: 2020-09-02 | Updated: 2021-04-21
Device Identification Method
Multi-Class Classification
Optimization Strategy

A Survey on Negative Transfer

Authors: Wen Zhang, Lingfei Deng, Lei Zhang, Dongrui Wu | Published: 2020-09-02 | Updated: 2021-08-09
Multi-Class Classification
Negative Transfer
Transfer Learning

Detecting Abnormal Traffic in Large-Scale Networks

Authors: Mahmoud Said Elsayed, Nhien-An Le-Khac, Soumyabrata Dev, Anca Delia Jurcut | Published: 2020-08-13
Multi-Class Classification
Machine Learning Method
Anomaly Detection Method

Transferable Perturbations of Deep Feature Distributions

Authors: Nathan Inkawhich, Kevin J Liang, Lawrence Carin, Yiran Chen | Published: 2020-04-27
Multi-Class Classification
Adversarial Attack Methods
Deep Learning Technology

PhishOut: Effective Phishing Detection Using Selected Features

Authors: Suhail Paliath, Mohammad Abu Qbeitah, Monther Aldwairi | Published: 2020-04-21
URL-based Detection
Multi-Class Classification
Machine Learning