Data Preprocessing

IIDS: Design of Intelligent Intrusion Detection System for Internet-of-Things Applications

Authors: KG Raghavendra Narayan, Srijanee Mookherji, Vanga Odelu, Rajendra Prasath, Anish Chand Turlapaty, Ashok Kumar Das | Published: 2023-08-02
IoT Device Identification
Data Preprocessing
Vulnerability detection

A Novel Deep Learning based Model to Defend Network Intrusion Detection System against Adversarial Attacks

Authors: Khushnaseeb Roshan, Aasim Zafar, Shiekh Burhan Ul Haque | Published: 2023-07-31
Data Preprocessing
Adversarial attack
Deep Learning Method

Lessons Learned: Defending Against Property Inference Attacks

Authors: Joshua Stock, Jens Wettlaufer, Daniel Demmler, Hannes Federrath | Published: 2022-05-18 | Updated: 2023-10-09
Data Preprocessing
Membership Inference
Performance Evaluation

Ransomware Detection using Process Memory

Authors: Avinash Singh, Richard Adeyemi Ikuesan, Hein Venter | Published: 2022-03-31
Algorithm
Data Preprocessing
Machine Learning

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