Data Preprocessing

Towards Malicious address identification in Bitcoin

Authors: Deepesh Chaudhari, Rachit Agarwal, Sandeep Kumar Shukla | Published: 2021-12-22
Data Preprocessing
Fraudulent Transaction
Time-Related Features

Improving the Reliability of Network Intrusion Detection Systems through Dataset Integration

Authors: Roberto Magán-Carrión, Daniel Urda, Ignacio Díaz-Cano, Bernabé Dorronsoro | Published: 2021-12-02
Dataset evaluation
Data Preprocessing
Generalization Performance

A Machine Learning Approach for DDoS Detection on IoT Devices

Authors: Alireza Seifousadati, Saeid Ghasemshirazi, Mohammad Fathian | Published: 2021-10-28
DDoS Attack
Data Preprocessing
Machine Learning Method

Outlier Detection and Spatial Analysis Algorithms

Authors: Jacob John | Published: 2021-06-20
Data Preprocessing
Data Collection
Data-Driven Clustering

Network Activities Recognition and Analysis Based on Supervised Machine Learning Classification Methods Using J48 and Naïve Bayes Algorithm

Authors: Fan Huang | Published: 2021-05-28
Data Preprocessing
Data Collection
User Behavior Analysis

MTH-IDS: A Multi-Tiered Hybrid Intrusion Detection System for Internet of Vehicles

Authors: Li Yang, Abdallah Moubayed, Abdallah Shami | Published: 2021-05-26
ML-Based IDS
Cyber Attack
Data Preprocessing

Data Curation and Quality Assurance for Machine Learning-based Cyber Intrusion Detection

Authors: Haihua Chen, Ngan Tran, Anand Sagar Thumati, Jay Bhuyan, Junhua Ding | Published: 2021-05-20
ML-Based IDS
Data Preprocessing
Data Collection

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

Tackling Imbalanced Data in Cybersecurity with Transfer Learning: A Case with ROP Payload Detection

Authors: Haizhou Wang, Peng Liu | Published: 2021-05-06
Class Imbalance
Data Preprocessing
Vulnerability Analysis

Extending Isolation Forest for Anomaly Detection in Big Data via K-Means

Authors: Md Tahmid Rahman Laskar, Jimmy Huang, Vladan Smetana, Chris Stewart, Kees Pouw, Aijun An, Stephen Chan, Lei Liu | Published: 2021-04-27
ML-Based IDS
Data Preprocessing
Model Performance Evaluation