Quality of Service

Quality of Service (QoS) research focuses on ensuring reliable and efficient delivery of services, primarily by predicting and optimizing performance metrics like latency, throughput, and reliability across diverse networks and applications. Current research emphasizes the use of machine learning, particularly deep learning models such as graph convolutional networks, tensor networks, and reinforcement learning, to improve QoS prediction accuracy and resource allocation in dynamic environments. These advancements are crucial for enhancing user experience in various domains, including web services, vehicular networks, and multimedia streaming, and for optimizing resource utilization in increasingly complex systems.