3 papers
stat.ML2026
Borrowing Strength Across Stores: Transfer Learning for Choice-Based Revenue Management
Recep Yusuf Bekci, Stefanus Jasin, Joline Uichanco
Large retail chains must tailor assortment and pricing decisions to local customer preferences, yet even retailers with extensive sales records often have limited data for estimati…
cs.LG2022
Probabilistic Models for Manufacturing Lead Times
Recep Yusuf Bekci, Yacine Mahdid, Jinling Xing +3
In this study, we utilize Gaussian processes, probabilistic neural network, natural gradient boosting, and quantile regression augmented gradient boosting to model lead times of la…
cs.LG2020
Visualizing the Loss Landscape of Actor Critic Methods with Applications in Inventory Optimization
Recep Yusuf Bekci, Mehmet Gümüş
Continuous control is a widely applicable area of reinforcement learning. The main players of this area are actor-critic methods that utilize policy gradients of neural approximato…