Search Results for author: Kerem Bozgan

Found 2 papers, 1 papers with code

Robust Pareto Set Identification with Contaminated Bandit Feedback

no code implementations6 Jun 2022 İlter Onat Korkmaz, Efe Eren Ceyani, Kerem Bozgan, Cem Tekin

We consider ({\alpha}, {\delta})-PAC PSI and propose a sample median-based multi-objective adaptive elimination algorithm that returns an ({\alpha}, {\delta})- PAC Pareto set upon termination with a sample complexity bound that depends on the contamination probability.

Management Multi-Armed Bandits

Pareto Active Learning with Gaussian Processes and Adaptive Discretization

1 code implementation24 Jun 2020 Andi Nika, Kerem Bozgan, Sepehr Elahi, Çağın Ararat, Cem Tekin

We consider the problem of optimizing a vector-valued objective function $\boldsymbol{f}$ sampled from a Gaussian Process (GP) whose index set is a well-behaved, compact metric space $({\cal X}, d)$ of designs.

Active Learning Gaussian Processes

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