On Parallel or Distributed Asynchronous Iterations with Unbounded Delays and Possible Out of Order Messages or Flexible Communication for Convex Optimization Problems and Machine Learning - Archive ouverte HAL Access content directly
Conference Papers Year : 2022

On Parallel or Distributed Asynchronous Iterations with Unbounded Delays and Possible Out of Order Messages or Flexible Communication for Convex Optimization Problems and Machine Learning

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Abstract

We describe several features of parallel or distributed asynchronous iterative algorithms such as unbounded delays, possible out of order messages or flexible communication. We concentrate on the concept of macroiteration sequence which was introduced in order to study the convergence or termination of asynchronous iterations. A survey of asynchronous iterations for convex optimization problems is also presented. Finally, a new result of convergence for parallel or distributed asynchronous iterative algorithms with flexible communication for convex optimization problems and machine learning is proposed.
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Dates and versions

hal-03793141 , version 1 (30-09-2022)

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Didier El Baz. On Parallel or Distributed Asynchronous Iterations with Unbounded Delays and Possible Out of Order Messages or Flexible Communication for Convex Optimization Problems and Machine Learning. 2022 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW), May 2022, Lyon, France. pp.807-813, ⟨10.1109/IPDPSW55747.2022.00135⟩. ⟨hal-03793141⟩
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