416 citations · 1.2k across the 25 of their papers we have counts for
8 papers · 1 filter
Efficient Transformer-based Hyper-parameter Optimization for Resource-constrained IoT Environments
Ibrahim Shaer, Soodeh Nikan, Abdallah Shami
The hyper-parameter optimization (HPO) process is imperative for finding the best-performing Convolutional Neural Networks (CNNs). The automation process of HPO is characterized by…
IoT Data Analytics in Dynamic Environments: From An Automated Machine Learning Perspective
Li Yang, Abdallah Shami
With the wide spread of sensors and smart devices in recent years, the data generation speed of the Internet of Things (IoT) systems has increased dramatically. In IoT systems, mas…
Sound Event Classification in an Industrial Environment: Pipe Leakage Detection Use Case
Ibrahim Shaer, Abdallah Shami
In this work, a multi-stage Machine Learning (ML) pipeline is proposed for pipe leakage detection in an industrial environment. As opposed to other industrial and urban environment…
An Attention-based ConvLSTM Autoencoder with Dynamic Thresholding for Unsupervised Anomaly Detection in Multivariate Time Series
Tareq Tayeh, Sulaiman Aburakhia, Ryan Myers +1
As a substantial amount of multivariate time series data is being produced by the complex systems in Smart Manufacturing, improved anomaly detection frameworks are needed to reduce…
A Lightweight Concept Drift Detection and Adaptation Framework for IoT Data Streams
Li Yang, Abdallah Shami
In recent years, with the increasing popularity of "Smart Technology", the number of Internet of Things (IoT) devices and systems have surged significantly. Various IoT services an…
Machine Learning Towards Intelligent Systems: Applications, Challenges, and Opportunities
MohammadNoor Injadat, Abdallah Moubayed, Ali Bou Nassif +1
The emergence and continued reliance on the Internet and related technologies has resulted in the generation of large amounts of data that can be made available for analyses. Howev…