75 citations · 110 across the 15 of their papers we have counts for
3 papers · 1 filter
Reinforcement Learning-based Admission Control in Delay-sensitive Service Systems
Majid Raeis, Ali Tizghadam, Alberto Leon-Garcia
Ensuring quality of service (QoS) guarantees in service systems is a challenging task, particularly when the system is composed of more fine-grained services, such as service funct…
Probabilistic Bounds on the End-to-End Delay of Service Function Chains using Deep MDN
Majid Raeis, Ali Tizghadam, Alberto Leon-Garcia
Ensuring the conformance of a service system's end-to-end delay to service level agreement (SLA) constraints is a challenging task that requires statistical measures beyond the ave…
Real-Time Prediction of Delay Distribution in Service Systems using Mixture Density Networks
Majid Raeis, Ali Tizghadam, Alberto Leon-Garcia
Motivated by interest in providing more efficient services in customer service systems, we use statistical learning methods and delay history information to predict the conditional…