Tag: Machine learning

Machine Learning with Resource Constraints

Want to use ML to allocate a limited amount of resources (e.g., vaccines) between multiple entities (e.g., patients)? Our paper, accepted to Engineering Applications of Artificial Intelligence (IF=7.8), suggests a machine learning approach that inherently incorporates the resource constraints into the learning process. Read it in this link, especially for you.Written with our talented MSc […]

Queueing Theory vs. Machine Learning

Our paper “Delay Prediction for Managing Multi-Class Service Systems: An Investigation of Queueing Theory and Machine Learning Approaches” was accepted to IEEE Transactions on Engineering Management (impact factor: 8.7). Read it to know when to prefer the simple queueing theory formulas over machine learning models, and when the latter models are worthwhile. Contact me for […]