Ramin Hasibi
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View article: A Pipeline of Augmentation and Sequence Embedding for Classification of Imbalanced Network Traffic
A Pipeline of Augmentation and Sequence Embedding for Classification of Imbalanced Network Traffic Open
Network Traffic Classification (NTC) is one of the most important tasks in network management. The imbalanced nature of classes on the internet presents a critical challenge in classification tasks. For example, some classes of application…
View article: Angle-Agnostic Radio Frequency Sensing Integrated Into 5G-NR
Angle-Agnostic Radio Frequency Sensing Integrated Into 5G-NR Open
Publisher Copyright: © 2001-2012 IEEE. | openaire: EC/H2020/813999/EU//WINDMILL
View article: Integration of graph neural networks and genome-scale metabolic models for predicting gene essentiality
Integration of graph neural networks and genome-scale metabolic models for predicting gene essentiality Open
Genome-scale metabolic models are powerful tools for understanding cellular physiology. Flux balance analysis (FBA), in particular, is a popular optimization approach for predicting metabolic phenotypes under genetic and environmental pert…
View article: Reconstructing floods from large-scale atmospheric variables with neural networks in high latitude climates
Reconstructing floods from large-scale atmospheric variables with neural networks in high latitude climates Open
Climate change is expected to alter the occurrence of floods in high latitude countries; evidence of earlier spring floods and more frequent rainfall-driven floods has already been detected in Norway. While the state-of-the-art hydrologica…
View article: A general deep reinforcement learning hyperheuristic framework for solving combinatorial optimization problems
A general deep reinforcement learning hyperheuristic framework for solving combinatorial optimization problems Open
Many problem-specific heuristic frameworks have been developed to solve combinatorial optimization problems, but these frameworks do not generalize well to other problem domains. Metaheuristic frameworks aim to be more generalizable compar…
View article: Tesla-Rapture: A Lightweight Gesture Recognition System From mmWave Radar Sparse Point Clouds
Tesla-Rapture: A Lightweight Gesture Recognition System From mmWave Radar Sparse Point Clouds Open
Publisher Copyright: IEEE | openaire: EC/H2020/813999/EU//WINDMILL
View article: Integrating Sensing and Communication in Cellular Networks via NR Sidelink
Integrating Sensing and Communication in Cellular Networks via NR Sidelink Open
RF-sensing, the analysis and interpretation of movement or environment-induced patterns in received electromagnetic signals, has been actively investigated for more than a decade. Since electromagnetic signals, through cellular communicati…
View article: Tesla-Rapture: A Lightweight Gesture Recognition System from mmWave Radar Point Clouds
Tesla-Rapture: A Lightweight Gesture Recognition System from mmWave Radar Point Clouds Open
We present Tesla-Rapture, a gesture recognition interface for point clouds generated by mmWave Radars. State of the art gesture recognition models are either too resource consuming or not sufficiently accurate for integration into real-lif…
View article: Predicting gene expression from network topology using graph neural networks.
Predicting gene expression from network topology using graph neural networks. Open
Motivation: It is known that the structure of transcription and protein interaction networks is informative of its biological function at multiple scales. However, thus far it has not been possible to systematically connect network topolog…
View article: Augmentation Scheme for Dealing with Imbalanced Network Traffic Classification Using Deep Learning
Augmentation Scheme for Dealing with Imbalanced Network Traffic Classification Using Deep Learning Open
One of the most important tasks in network management is identifying different types of traffic flows. As a result, a type of management service, called Network Traffic Classifier (NTC), has been introduced. One type of NTCs that has gaine…