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    【学术报告】On the Polyak momentum variants of the greedy deterministic single and multiple row-action methods

    发布日期:2023-08-07    点击:

    凯发娱乐学术报告

    On the Polyak momentum variants of the greedy deterministic single and multiple row-action methods

    吴念慈

    (中南民族大学)

    报告时间👸:202388日 星期二 下午15:00-16:00


    报告地点:沙河校区E404


    报告摘要:For solving a consistent system of linear equations, the classical row-action method, such as Kaczmarz method, is a simple while really effective iteration solver. Based on the greedy index selection strategy and Polyak's heavy-ball momentum acceleration technique, we propose two deterministic row-action methods and establish the corresponding convergence theory. We show that our algorithm can linearly converge to a least-squares solution with minimum Euclidean norm. Several numerical studies have been presented to corroborate our theoretical findings. Real-world applications, such as data fitting in computer-aided geometry design, are also presented for illustrative purposes.


    报告人简介💇🏻:吴念慈🏬🫄🏼,20206月毕业于武汉大学,获计算数学博士学位;同年8月,进入中南民族大学数统凯发K8工作🤳🏽。研究方向为数值代数、反问题等🦞,现已在Inverse ProblemsNumerical Linear Algebra with Applications等计算数学专业杂志上发表SCI论文多篇。


    邀请人:谢家新

     

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