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stat.ML2021★ 1 cited
Dynamic Pricing and Demand Learning on a Large Network of Products: A PAC-Bayesian Approach
N. Bora Keskin, David Simchi-Levi, Prem Talwai
We consider a seller offering a large network of products over a time horizon of periods. The seller does not know the parameters of the products' linear demand model, and…
stat.ML2021
Sobolev Norm Learning Rates for Conditional Mean Embeddings
Prem Talwai, Ali Shameli, David Simchi-Levi
We develop novel learning rates for conditional mean embeddings by applying the theory of interpolation for reproducing kernel Hilbert spaces (RKHS). We derive explicit, adaptive c…