报告人 :魏益民(复旦大学)
时间:2023年05月11日 09:00--
地址:理科楼LA106
摘要:This talk is devoted to the definition and computation of the tensor complete orthgonal decomposition of a third-order tensor called t-URV decompositions. We first give the definition for the t-URV decomposition of a third-order tensor and derive a deterministic algorithm for computing the t-URV. We then present a randomized algorithm to approximate t-URV, named compressed randomized t-URV (cort-URV). Note that t-URV and cort-URV are extensions of URV and compressed randomized URV from the matrix case to the tensor case, respectively. We also establish the deterministic and average-case error bounds for this algorithm. Finally, we illustrate the effectiveness of the proposed algorithm via several numerical examples, and we apply cort-URV to compress the data tensors from some image and video databases.
简介:魏益民,复旦大学教授、博士生导师,曾获上海市高校优秀青年教师和上海市“曙光”学者称号、获上海市自然科学三等奖。主要从事矩阵/张量方面的理论和应用研究,在《SIAM J.Matrix Anal. Appl.》、《SIAM J. Numer. Anal.》、《SIAM J. Sci. Comput.》、《J. Sci. Comput.》等权威学术期刊发表论文一百余篇,出版中英文专著3部,英文版教材1部。多次主持国家自然科学基金面上项目、教育部博士点基金项目和973子课题等项目,为《Comput. Appl.Math.》、《J. Appl. Math. Comput.》和《高校计算数学学报》编委。
邀请人:李寒宇
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