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Prediction against limited adversary

Oct 31, 2020
Erhan Bayraktar, Ibrahim Ekren, Xin Zhang


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Malicious Experts versus the multiplicative weights algorithm in online prediction

Mar 18, 2020
Erhan Bayraktar, H. Vincent Poor, Xin Zhang

* Keywords: Adversarial online learning, multiplicative weights algorithm, dynamic programming, partial differential equation approach, viscosity solutions 

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Finite-Time 4-Expert Prediction Problem

Dec 03, 2019
Erhan Bayraktar, Ibrahim Ekren, Xin Zhang

* Keywords: machine learning, expert advice framework, asymptotic expansion, inverse Laplace transform, regret minimization, Jacobi-theta function 

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On the Adversarial Robustness of Multivariate Robust Estimation

Mar 27, 2019
Erhan Bayraktar, Lifeng Lai


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On the asymptotic optimality of the comb strategy for prediction with expert advice

Feb 06, 2019
Erhan Bayraktar, Ibrahim Ekren, Yili Zhang


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