データ前処理

Towards Malicious address identification in Bitcoin

Authors: Deepesh Chaudhari, Rachit Agarwal, Sandeep Kumar Shukla | Published: 2021-12-22
データ前処理
不正取引
時間に関連する特徴

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
データセット評価
データ前処理
一般化性能

A Machine Learning Approach for DDoS Detection on IoT Devices

Authors: Alireza Seifousadati, Saeid Ghasemshirazi, Mohammad Fathian | Published: 2021-10-28
DDoS攻撃
データ前処理
機械学習手法

Outlier Detection and Spatial Analysis Algorithms

Authors: Jacob John | Published: 2021-06-20
データ前処理
データ収集
データ駆動型クラスタリング

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
データ前処理
データ収集
ユーザー行動分析

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ベースのIDS
サイバー攻撃
データ前処理

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ベースのIDS
データ前処理
データ収集

ADASYN-Random Forest Based Intrusion Detection Model

Authors: Zhewei Chen, Wenwen Yu, Linyue Zhou | Published: 2021-05-10 | Updated: 2022-04-14
MLベースのIDS
クラス不均衡
データ前処理

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

Authors: Haizhou Wang, Peng Liu | Published: 2021-05-06
クラス不均衡
データ前処理
脆弱性分析

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ベースのIDS
データ前処理
モデル性能評価