An Intelligent Traffic Classification in SDN-IoT: A Machine Learning Approach. - Ampratwum Isaac Owusu; Amiya Nayak (BlackSeaCom, 2020)

A Framework for QoS-based Routing in SDNs Using Deep Learning. - Ampratwum Isaac Owusu; Amiya Nayak (ISNCC, 2020)

A Genetic Algorithm-Based Improved Availability Framework for Controller Placement in SDN. - Emmanuel Asamoah; Isaac Ampratwum; Amiya Nayak (ISNCC, 2023)

A Nested Genetic Algorithm-Based Optimized Topology and Routing Scheme for WSN. - Isaac Ampratwum; Amiya Nayak (ISNCC, 2023)

Optimizing WDM Network Restoration with Deep Reinforcement Learning and Graph Neural Networks Integration. - Isaac Ampratwum; Amiya Nayak (COMPSAC, 2024)

On Using Genetic Algorithm for Optimal Controller Placement in Software-Defined Networks. - Emmanuel Asamoah; Isaac Ampratwum; Amiya Nayak (ICOIN, 2024)

Graph Neural Network-Based Internet Traffic Prediction in 6G Networks with Genetic Algorithm Hyperparameter Optimization. - Isaac Ampratwum; Amiya Nayak (COMPSAC, 2025)

Radio link failure prediction in 5G networks using graph neural networks. - Isaac Ampratwum; Amiya Nayak (COMPSAC, 2025)

Hybrid Approach for WDM Network Restoration: Deep Reinforcement Learning and Graph Neural Networks. - Isaac Ampratwum; Amiya Nayak (IEEE Open J. Comput. Soc., 2025)