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07/07/2021
A stochastic first-order trust-region method with inexact restoration for finite-sum minimization
We propose a stochastic first-order trust-region method with inexact fun...
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04/06/2021
The Impact of Noise on Evaluation Complexity: The Deterministic Trust-Region Case
Intrinsic noise in objective function and derivatives evaluations may ca...
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03/30/2021
Quadratic and Cubic Regularisation Methods with Inexact function and Random Derivatives for Finite-Sum Minimisation
This paper focuses on regularisation methods using models up to the thir...
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05/12/2020