Search Results for author: MohammadNoor Injadat

Found 12 papers, 0 papers with code

A Deep Learning Approach Towards Student Performance Prediction in Online Courses: Challenges Based on a Global Perspective

no code implementations10 Jan 2024 Abdallah Moubayed, MohammadNoor Injadat, Nouh Alhindawi, Ghassan Samara, Sara Abuasal, Raed Alazaidah

Analyzing and evaluating students' progress in any learning environment is stressful and time consuming if done using traditional analysis methods.

Optimized Ensemble Model Towards Secured Industrial IoT Devices

no code implementations10 Jan 2024 MohammadNoor Injadat

The continued growth in the deployment of Internet-of-Things (IoT) devices has been fueled by the increased connectivity demand, particularly in industrial environments.

Bayesian Optimization Ensemble Learning

Machine Learning Towards Intelligent Systems: Applications, Challenges, and Opportunities

no code implementations11 Jan 2021 MohammadNoor Injadat, Abdallah Moubayed, Ali Bou Nassif, Abdallah Shami

Machine learning (ML) provides a mechanism for humans to process large amounts of data, gain insights about the behavior of the data, and make more informed decision based on the resulting analysis.

BIG-bench Machine Learning

Relationship between Student Engagement and Performance in e-Learning Environment Using Association Rules

no code implementations25 Dec 2020 Abdallah Moubayed, MohammadNoor Injadat, Abdallah Shami, Hanan Lutfiyya

The field of e-learning has emerged as a topic of interest in academia due to the increased ease of accessing the Internet using using smart-phones and wireless devices.

DNS Typo-squatting Domain Detection: A Data Analytics & Machine Learning Based Approach

no code implementations25 Dec 2020 Abdallah Moubayed, MohammadNoor Injadat, Abdallah Shami, Hanan Lutfiyya

Moreover, the observed trends are validated by studying the same features in an unlabeled dataset using K-means clustering algorithm and through applying the developed ensemble learning classifier.

BIG-bench Machine Learning Clustering +1

Optimized Random Forest Model for Botnet Detection Based on DNS Queries

no code implementations16 Dec 2020 Abdallah Moubayed, MohammadNoor Injadat, Abdallah Shami

To that end, this paper proposes a novel optimized ML-based framework to detect botnets based on their corresponding DNS queries.

feature selection

Detecting Botnet Attacks in IoT Environments: An Optimized Machine Learning Approach

no code implementations16 Dec 2020 MohammadNoor Injadat, Abdallah Moubayed, Abdallah Shami

Experimental results show that the proposed optimized framework has a high detection accuracy, precision, recall, and F-score, highlighting its effectiveness and robustness for the detection of botnet attacks in IoT environments.

Bayesian Optimization BIG-bench Machine Learning +1

Multi-Stage Optimized Machine Learning Framework for Network Intrusion Detection

no code implementations9 Aug 2020 MohammadNoor Injadat, Abdallah Moubayed, Ali Bou Nassif, Abdallah Shami

Cyber-security garnered significant attention due to the increased dependency of individuals and organizations on the Internet and their concern about the security and privacy of their online activities.

BIG-bench Machine Learning feature selection +1

Systematic Ensemble Model Selection Approach for Educational Data Mining

no code implementations13 May 2020 MohammadNoor Injadat, Abdallah Moubayed, Ali Bou Nassif, Abdallah Shami

A plethora of research has been done in the past focusing on predicting student's performance in order to support their development.

BIG-bench Machine Learning Model Selection

Cannot find the paper you are looking for? You can Submit a new open access paper.