Multi-Stage Optimized Machine Learning Framework for Network Intrusion Detection

9 August 2020

Papers citing "Multi-Stage Optimized Machine Learning Framework for Network Intrusion Detection"

36 / 36 papers shown

Title
Enhancing Network Intrusion Detection Performance using Generative Adversarial Networks Xinxing Zhao K. Fok V. Thing AAML 45 12 0 11 Apr 2024
usfAD Based Effective Unknown Attack Detection Focused IDS Framework Md. Ashraf Uddin Sunil Aryal Mohamed Reda Bouadjenek Muna Al-Hawawreh Md. Alamin Talukder AAML 53 6 0 17 Mar 2024
ADVENT: Attack/Anomaly Detection in VANETs Hamideh Baharlouei A. Makanju Nur Zincir-Heywood 41 1 0 16 Jan 2024
A Deep Learning Approach Towards Student Performance Prediction in Online Courses: Challenges Based on a Global Perspective Abdallah Moubayed MohammadNoor Injadat N. Alhindawi Ghassan Samara Sara Abuasal Raed Alazaidah HAI 31 5 0 10 Jan 2024
Optimized Ensemble Model Towards Secured Industrial IoT Devices MohammadNoor Injadat 50 2 0 10 Jan 2024
Performance evaluation of Machine learning algorithms for Intrusion Detection System Sudhanshu Sekhar Tripathy Bichitrananda Behera 45 5 0 01 Oct 2023
Forensic Data Analytics for Anomaly Detection in Evolving Networks Li Yang Abdallah Moubayed Abdallah Shami Amine Boukhtouta P. Heidari Stere Preda Richard Brunner D. Migault Adel Larabi 75 2 0 17 Aug 2023
IIDS: Design of Intelligent Intrusion Detection System for Internet-of-Things Applications K. R. Narayan Srijanee Mookherji Vanga Odelu R. Prasath A. Turlapaty A. Das 61 13 0 02 Aug 2023
5G-NIDD: A Comprehensive Network Intrusion Detection Dataset Generated over 5G Wireless Network Sehan Samarakoon Yushan Siriwardhana P. Porambage Madhusanka Liyanage Sang-Yoon Chang Jinoh Kim Jong-Hoi Kim M. Ylianttila 66 74 0 02 Dec 2022
IoT Data Analytics in Dynamic Environments: From An Automated Machine Learning Perspective Li Yang Abdallah Shami 35 52 0 16 Sep 2022
LCCDE: A Decision-Based Ensemble Framework for Intrusion Detection in The Internet of Vehicles Li Yang Abdallah Shami G. Stevens Stephen De Rusett 42 28 0 05 Aug 2022
Bayesian Hyperparameter Optimization for Deep Neural Network-Based Network Intrusion Detection Mohammad Masum Hossain Shahriar Hisham M. Haddad Md Jobair Hossain Faruk Maria Valero Md Abdullah Khan M. Rahman M. I. Adnan A. Cuzzocrea 50 36 0 07 Jul 2022
The Cross-evaluation of Machine Learning-based Network Intrusion Detection Systems Giovanni Apruzzese Luca Pajola Mauro Conti 52 54 0 09 Mar 2022
An Attention-based ConvLSTM Autoencoder with Dynamic Thresholding for Unsupervised Anomaly Detection in Multivariate Time Series Tareq Tayeh Sulaiman A. Aburakhia Ryan Myers Abdallah Shami AI4TS 84 33 0 23 Jan 2022
Improving the Reliability of Network Intrusion Detection Systems through Dataset Integration Roberto Magán-Carrión Daniel Urda Ignacio Díaz-Cano B. Dorronsoro 36 5 0 02 Dec 2021
Orthogonal variance-based feature selection for intrusion detection systems Ruoyu Feng S. Moussa Ziad El-Khatib A. B. Mnaouer 41 9 0 25 Oct 2021
PWPAE: An Ensemble Framework for Concept Drift Adaptation in IoT Data Streams Li Yang D. Manias Abdallah Shami 85 55 0 10 Sep 2021
Multi-Perspective Content Delivery Networks Security Framework Using Optimized Unsupervised Anomaly Detection Li Yang Abdallah Moubayed Abdallah Shami P. Heidari Amine Boukhtouta Adel Larabi Richard Brunner Stere Preda D. Migault 48 29 0 24 Jul 2021
MTH-IDS: A Multi-Tiered Hybrid Intrusion Detection System for Internet of Vehicles Li Yang Abdallah Moubayed Abdallah Shami 45 233 0 26 May 2021
Supervised Feature Selection Techniques in Network Intrusion Detection: a Critical Review M. Mauro G. Galatro Giancarlo Fortino A. Liotta 46 127 0 11 Apr 2021
Machine Learning Towards Intelligent Systems: Applications, Challenges, and Opportunities MohammadNoor Injadat Abdallah Moubayed Ali Bou Nassif Abdallah Shami 86 101 0 11 Jan 2021
Relationship between Student Engagement and Performance in e-Learning Environment Using Association Rules Abdallah Moubayed MohammadNoor Injadat Abdallah Shami H. Lutfiyya 66 39 0 25 Dec 2020
DNS Typo-squatting Domain Detection: A Data Analytics & Machine Learning Based Approach Abdallah Moubayed MohammadNoor Injadat Abdallah Shami H. Lutfiyya AAML 32 44 0 25 Dec 2020
Detecting Botnet Attacks in IoT Environments: An Optimized Machine Learning Approach MohammadNoor Injadat Abdallah Moubayed Abdallah Shami 50 49 0 16 Dec 2020
Optimized Random Forest Model for Botnet Detection Based on DNS Queries Abdallah Moubayed MohammadNoor Injadat Abdallah Shami 43 20 0 16 Dec 2020
A Transfer Learning Framework for Anomaly Detection Using Model of Normality Sulaiman A. Aburakhia Tareq Tayeh Ryan Myers Abdallah Shami 42 20 0 12 Nov 2020
Bayesian Optimization with Machine Learning Algorithms Towards Anomaly Detection MohammadNoor Injadat F. Salo Ali Bou Nassif A. Essex Abdallah Shami AAML 26 122 0 05 Aug 2020
On Hyperparameter Optimization of Machine Learning Algorithms: Theory and Practice Li Yang Abdallah Shami AI4CE 115 2,079 0 30 Jul 2020
Multi-split Optimized Bagging Ensemble Model Selection for Multi-class Educational Data Mining MohammadNoor Injadat Abdallah Moubayed Ali Bou Nassif Abdallah Shami 62 70 0 09 Jun 2020
Ensemble-based Feature Selection and Classification Model for DNS Typo-squatting Detection Abdallah Moubayed Emad Aqeeli Abdallah Shami 30 25 0 08 Jun 2020
Data Mining with Big Data in Intrusion Detection Systems: A Systematic Literature Review F. Salo MohammadNoor Injadat Ali Bou Nassif A. Essex 16 15 0 23 May 2020
Systematic Ensemble Model Selection Approach for Educational Data Mining MohammadNoor Injadat Abdallah Moubayed Ali Bou Nassif Abdallah Shami 50 127 0 13 May 2020
Tree-based Intelligent Intrusion Detection System in Internet of Vehicles Li Yang Abdallah Moubayed Ismail Hamieh Abdallah Shami 28 152 0 18 Oct 2019
Practical Bayesian Optimization of Machine Learning Algorithms Jasper Snoek Hugo Larochelle Ryan P. Adams 292 7,883 0 13 Jun 2012
SMOTE: Synthetic Minority Over-sampling Technique Nitesh Chawla Kevin W. Bowyer Lawrence Hall W. Kegelmeyer AI4TS 267 25,443 0 09 Jun 2011
A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning E. Brochu Vlad M. Cora Nando de Freitas GP 116 2,437 0 12 Dec 2010