Search Results - "Nesterov's accelerated algorithm"

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    Tradeoffs Between Convergence Rate and Noise Amplification for Momentum-Based Accelerated Optimization Algorithms by Mohammadi, Hesameddin, Razaviyayn, Meisam, Jovanovic, Mihailo R.

    ISSN: 0018-9286, 1558-2523
    Published: New York IEEE 01.02.2025
    Published in IEEE transactions on automatic control (01.02.2025)
    “…In this article, we study momentum-based first-order optimization algorithms in which the iterations utilize information from the two previous steps and are subject to an additive white noise…”
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    Journal Article
  2. 2

    Noise amplifiation of momentum-based optimization algorithms by Mohammadi, Hesameddin, Razaviyayn, Meisam, Jovanovic, Mihailo R.

    ISSN: 2378-5861
    Published: American Automatic Control Council 31.05.2023
    “…We study momentum-based first-order optimization algorithms in which the iterations utilize information from the two previous steps and are subject to additive white noise…”
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    Conference Proceeding