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02/05/2020
Convex combination of alternating projection and Douglas-Rachford operators for phase retrieval
We present the convergence analysis of convex combination of the alterna...
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04/01/2016
A sequential Monte Carlo approach to Thompson sampling for Bayesian optimization
Bayesian optimization through Gaussian process regression is an effectiv...
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03/31/2016
Online Optimization with Costly and Noisy Measurements using Random Fourier Expansions
This paper analyzes DONE, an online optimization algorithm that iterativ...
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01/29/2016
System Identification through Online Sparse Gaussian Process Regression with Input Noise
There has been a growing interest in using non-parametric regression met...
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01/29/2013