Convergence analysis of asynchronous parallel methods
Parallel Asynchronous Algorithms I. Modelling and Analysis
Article REF: AF1385 V1
Convergence analysis of asynchronous parallel methods
Parallel Asynchronous Algorithms I. Modelling and Analysis

Authors : Pierre SPITERI, Jean-Claude MIELLOU

Publication date: June 10, 2021 | Lire en français

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3. Convergence analysis of asynchronous parallel methods

The convergence of asynchronous parallel methods can be analyzed using two main approaches: contraction techniques and partial-order techniques based on the discrete maximum principle. Mention should also be made of convergence analysis using nested sets, which unifies the two previous approaches without, however, providing any additional practical criteria to be implemented.

3.1 Analysis using contraction techniques

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3.1.1 Notion of M-minorante and majorante

In this sub-section, once we have...

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