4 citations · 5 across the 7 of their papers we have counts for
4 papers · 1 filter
Conformal Predictive Distributions for Order Fulfillment Time Forecasting
Tinghan Ye, Amira Hijazi, Pascal Van Hentenryck
Accurate estimation of order fulfillment time is critical for e-commerce logistics, yet traditional rule-based approaches often fail to capture the inherent uncertainties in delive…
SPOT: Spatio-Temporal Pattern Mining and Optimization for Load Consolidation in Freight Transportation Networks
Sikai Cheng, Amira Hijazi, Jeren Konak +2
Freight consolidation has significant potential to reduce transportation costs and mitigate congestion and pollution. An effective load consolidation plan relies on carefully chose…
Confidence-Aware Deep Learning for Load Plan Adjustments in the Parcel Service Industry
Thomas Bruys, Reza Zandehshahvar, Amira Hijazi +1
This study develops a deep learning-based approach to automate inbound load plan adjustments for a large transportation and logistics company. It addresses a critical challenge for…
All You Need is an Improving Column: Enhancing Column Generation for Parallel Machine Scheduling via Transformers
Amira Hijazi, Osman Ozaltin, Reha Uzsoy
We present a neural network-enhanced column generation (CG) approach for a parallel machine scheduling problem. The proposed approach utilizes an encoder-decoder attention model, n…