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Application of Machine Learning Methods to Solving Problems of Queuing Theory

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References

2006Queueing Networks and Markov Chains932 cited
2019The Theory of Queuing Systems with Correlated Flows143 cited
2012Introduction to Queueing Systems with Telecommunication Applications78 cited
2016Discrete simulation software ranking — A top list of the worldwide most popular and used tools63 cited
2019A Machine Learning Approach to Waiting Time Prediction in Queueing Scenarios46 cited
2018Waiting-Time Estimation in Bank Customer Queues using RPROP Neural Networks43 cited
2021Polling Systems and Their Application to Telecommunication Networks31 cited
2021Performance Evaluation of the Priority Multi-Server System MMAP/PH/M/N Using Machine Learning Methods17 cited
2017Predicting Waiting Time Overflow on Bank Teller Queues16 cited
2021Estimation of the Optimal Threshold Policy in a Queue with Heterogeneous Servers Using a Heuristic Solution and Artificial Neural Networks15 cited
2009A Review of Decomposition Methods for Open Queueing Networks14 cited

Cited by

2023Optimal Scheduling in General Multi-Queue System by Combining Simulation and Neural Network Techniques10 cited
2025Use Cases of Machine Learning in Queueing Theory Based on a GI/G/K System8 cited

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