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Habilitation à diriger des recherches

From optimization to algorithmic differentiation: a graph detour

Abstract : This manuscript highlights the work of the author since he was nominated as "Chargé de Recherche" (research scientist) at Centre national de la recherche scientifique (CNRS) in 2015. In particular, the author shows a thematic and chronological evolution of his research interests: - The first part, following his post-doctoral work, is concerned with the development of new algorithms for non-smooth optimization. - The second part is the heart of his research in 2020. It is focused on the analysis of machine learning methods for graph (signal) processing. - Finally, the third and last part, oriented towards the future, is concerned with (automatic or not) differentiation of algorithms for learning and signal processing.
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Habilitation à diriger des recherches
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Contributor : Samuel Vaiter Connect in order to contact the contributor
Submitted on : Thursday, March 4, 2021 - 9:00:09 PM
Last modification on : Wednesday, February 16, 2022 - 3:18:20 PM
Long-term archiving on: : Saturday, June 5, 2021 - 7:25:33 PM


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  • HAL Id : tel-03159975, version 1


Samuel Vaiter. From optimization to algorithmic differentiation: a graph detour. Optimization and Control [math.OC]. Université de Bourgogne, 2021. ⟨tel-03159975⟩



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