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20122026
most citedAn Overview of Deep Semi-Supervised Learning

244 citations

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8 papers · 1 filter

math.NA2025

DFPI, A unified framework for deflated linear solvers: bridging the gap between Krylov subspace methods and Fixed-Point Iterations

Jeremy Kalfoun, Guillaume Pierrot, John Cagnol

Iterative algorithms are instrumental in modern numerical simulation for solving systems arising from the discretization of PDEs. They face however significant challenges in indust…

math.NA2023★ 1 cited

Asynchronous iterations of HSS method for non-Hermitian linear systems

Guillaume Gbikpi-Benissan, Qinmeng Zou, Frédéric Magoulès

A general asynchronous alternating iterative model is designed, for which convergence is theoretically ensured both under classical spectral radius bound and, then, for a classical…

math.NA2023★ 6 cited

Resilient asynchronous primal Schur method

Guillaume Gbikpi-Benissan, Frédéric Magoulès

This paper introduces the application of the asynchronous iterations theory within the framework of the primal Schur domain decomposition method. A suitable relaxation scheme is de…

math.NA2023★ 7 cited

Asynchronous multiplicative coarse-space correction

Guillaume Gbikpi-Benissan, Frédéric Magoulès

This paper introduces the multiplicative variant of the recently proposed asynchronous additive coarse-space correction method. Definition of an asynchronous extension of multiplic…

math.NA2023

Uniform estimates for a fully discrete scheme integrating the linear heat equation on a bounded interval with pure Neumann boundary conditions

Guillaume Dujardin, Pauline Lafitte

This manuscript deals with the analysis of numerical methods for the full discretization (in time and space) of the linear heat equation with Neumann boundary conditions, and it pr…

math.NA2023★ 2 cited

Accurate Coarse Residual for Two-Level Asynchronous Domain Decomposition Methods

Guillaume Gbikpi-Benissan, Frédéric Magoulès

Recently, asynchronous coarse-space correction has been achieved within both the overlapping Schwarz and the primal Schur frameworks. Both additive and multiplicative corrections h…