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Isaac Ampratwum

Affiliations:
  • University of Ottawa, School of Electrical Engineering and Computer Science, Canada


According to our database1, Isaac Ampratwum authored at least 9 papers between 2020 and 2025.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

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Links

On csauthors.net:

Bibliography

2025
Hybrid Approach for WDM Network Restoration: Deep Reinforcement Learning and Graph Neural Networks.
[BibTeX]
[DOI]
Isaac Ampratwum
,
Amiya Nayak
IEEE Open J. Comput. Soc., 2025

Radio link failure prediction in 5G networks using graph neural networks.
[BibTeX]
[DOI]
Isaac Ampratwum
,
Amiya Nayak
Proceedings of the 49th IEEE Annual Computers, Software, and Applications Conference, 2025

Graph Neural Network-Based Internet Traffic Prediction in 6G Networks with Genetic Algorithm Hyperparameter Optimization.
[BibTeX]
[DOI]
Isaac Ampratwum
,
Amiya Nayak
Proceedings of the 49th IEEE Annual Computers, Software, and Applications Conference, 2025

2024
On Using Genetic Algorithm for Optimal Controller Placement in Software-Defined Networks.
[BibTeX]
[DOI]
Emmanuel Asamoah
,
Isaac Ampratwum
,
Amiya Nayak
Proceedings of the International Conference on Information Networking, 2024

Optimizing WDM Network Restoration with Deep Reinforcement Learning and Graph Neural Networks Integration.
[BibTeX]
[DOI]
Isaac Ampratwum
,
Amiya Nayak
Proceedings of the 48th IEEE Annual Computers, Software, and Applications Conference, 2024

2023
A Nested Genetic Algorithm-Based Optimized Topology and Routing Scheme for WSN.
[BibTeX]
[DOI]
Isaac Ampratwum
,
Amiya Nayak
Proceedings of the International Symposium on Networks, Computers and Communications, 2023

A Genetic Algorithm-Based Improved Availability Framework for Controller Placement in SDN.
[BibTeX]
[DOI]
Emmanuel Asamoah
,
Isaac Ampratwum
,
Amiya Nayak
Proceedings of the International Symposium on Networks, Computers and Communications, 2023

2020
A Framework for QoS-based Routing in SDNs Using Deep Learning.
[BibTeX]
[DOI]
Ampratwum Isaac Owusu
,
Amiya Nayak
Proceedings of the 2020 International Symposium on Networks, Computers and Communications, 2020

An Intelligent Traffic Classification in SDN-IoT: A Machine Learning Approach.
[BibTeX]
[DOI]
Ampratwum Isaac Owusu
,
Amiya Nayak
Proceedings of the IEEE International Black Sea Conference on Communications and Networking, 2020


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