Search Results for author: Ilya O. Ryzhov

Found 5 papers, 2 papers with code

Semidiscrete optimal transport with unknown costs

no code implementations1 Oct 2023 Yinchu Zhu, Ilya O. Ryzhov

Semidiscrete optimal transport is a challenging generalization of the classical transportation problem in linear programming.

Optimal data-driven hiring with equity for underrepresented groups

no code implementations19 Jun 2022 Yinchu Zhu, Ilya O. Ryzhov

We present a hiring policy that depends on the protected attribute functionally, but not statistically, and we prove that, among all possible fair policies, ours is optimal with respect to the firm's objective.

Attribute

Policy Optimization in Dynamic Bayesian Network Hybrid Models of Biomanufacturing Processes

1 code implementation13 May 2021 Hua Zheng, Wei Xie, Ilya O. Ryzhov, Dongming Xie

Biopharmaceutical manufacturing is a rapidly growing industry with impact in virtually all branches of medicines.

Model-based Reinforcement Learning

A New Optimal Stepsize For Approximate Dynamic Programming

no code implementations10 Jul 2014 Ilya O. Ryzhov, Peter I. Frazier, Warren B. Powell

Approximate dynamic programming (ADP) has proven itself in a wide range of applications spanning large-scale transportation problems, health care, revenue management, and energy systems.

Management

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