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Michael Fairbank

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Open access Sep 2026

Efficient Forecast-Based Routing and Dynamic Time Window Management for Attended Home Deliveries

In light of the escalating popularity of online shopping and the urgent need to reduce unnecessary driving to mitigate environmental impacts, it has become increasingly important to provide cost-effective solutions for attended home deliveries. Extensive research efforts have been dedicated to addressing challenges r...

M. Abdollahi, Xinan Yang, Michael Fairbank · 0 citations
#artificial intelligence Open access Sep 2026

Local Updates, Global Learning (LUGL): Playing Games with non-incremental Learners

The dominance of Neural Networks (NNs) in RL is partially due to their incremental learning capability, which naturally suits the online, non-stationary nature of self-play training. However, gradient-boosted trees like LightGBM are widely recognised as the state of the art for tabular data in supervised learning, ofte...

David Milec, Spyridon Samothrakis, Michael Fairbank et al. · 0 citations

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