Class Imbalance

Catch’em all: Classification of Rare, Prominent, and Novel Malware Families

Authors: Maksim E. Eren, Ryan Barron, Manish Bhattarai, Selma Wanna, Nicholas Solovyev, Kim Rasmussen, Boian S. Alexandrov, Charles Nicholas | Published: 2024-03-04
Class Imbalance
Prompt Injection
Malware Classification

Detecting Anomalies in Blockchain Transactions using Machine Learning Classifiers and Explainability Analysis

Authors: Mohammad Hasan, Mohammad Shahriar Rahman, Helge Janicke, Iqbal H. Sarker | Published: 2024-01-07
Class Imbalance
Model Performance Evaluation
Anomaly Detection Method

Android Malware Detection with Unbiased Confidence Guarantees

Authors: Harris Papadopoulos, Nestoras Georgiou, Charalambos Eliades, Andreas Konstantinidis | Published: 2023-12-17
Algorithm
Watermarking
Class Imbalance

RAGLog: Log Anomaly Detection using Retrieval Augmented Generation

Authors: Jonathan Pan, Swee Liang Wong, Yidi Yuan | Published: 2023-11-09
Clustering methods
Class Imbalance
Challenges of Log Analysis

Threat Trekker: An Approach to Cyber Threat Hunting

Authors: Ángel Casanova Bienzobas, Alfonso Sánchez-Macián | Published: 2023-10-06
Class Imbalance
Data Collection
Machine Learning Method

Generative Adversarial Networks Unlearning

Authors: Hui Sun, Tianqing Zhu, Wenhan Chang, Wanlei Zhou | Published: 2023-08-19
Class Imbalance
Generative Adversarial Network
Overfitting and Memorization

Privacy in Practice: Private COVID-19 Detection in X-Ray Images (Extended Version)

Authors: Lucas Lange, Maja Schneider, Peter Christen, Erhard Rahm | Published: 2022-11-21 | Updated: 2023-04-26
Class Imbalance
Privacy Protection Method
Membership Disclosure Risk

Learning Failure-Inducing Models for Testing Software-Defined Networks

Authors: Raphaël Ollando, Seung Yeob Shin, Lionel C. Briand | Published: 2022-10-27 | Updated: 2024-01-08
Class Imbalance
Penetration Testing Methods
Dynamic Vulnerability Management

Improving Vulnerability Prediction of JavaScript Functions Using Process Metrics

Authors: Tamás Viszkok, Péter Hegedűs, Rudolf Ferenc | Published: 2021-05-16
Class Imbalance
Model Selection
Vulnerability Management

ADASYN-Random Forest Based Intrusion Detection Model

Authors: Zhewei Chen, Wenwen Yu, Linyue Zhou | Published: 2021-05-10 | Updated: 2022-04-14
ML-Based IDS
Class Imbalance
Data Preprocessing