您的位置: 专家智库 > >

国家自然科学基金(s11071192)

作品数:1 被引量:0H指数:0
发文基金:国家自然科学基金更多>>
相关领域:理学电子电信更多>>

文献类型

  • 1篇中文期刊文章

领域

  • 1篇电子电信
  • 1篇理学

主题

  • 1篇RANK
  • 1篇SVD
  • 1篇TENSOR
  • 1篇ARRAYS
  • 1篇HIGHER...
  • 1篇STRUCT...

传媒

  • 1篇Fronti...

年份

  • 1篇2013
1 条 记 录,以下是 1-1
排序方式:
Structured multi-way arrays and their applications
2013年
Based on the structure of the rank-1 matrix and the different unfolding ways of the tensor, we present two types of structured tensors which contain the rank-1 tensors as special cases. We study some properties of the ranks and the best rank-r approximations of the structured tensors. By using the upper-semicontinuity of the matrix rank, we show that for the structured tensors, there always exist the best rank-r approximations. This can help one to better understand the sequential unfolding singular value decomposition (SVD) method for tensors proposed by J. Salmi et al. [IEEE Trans Signal Process, 2009, 57(12): 4719-4733] and offer a generalized way of low rank approximations of tensors. Moreover, we apply the structured tensors to estimate the upper and lower bounds of the best rank-1 approximations of the 3rd-order and 4th-order tensors, and to distinguish the well written and non-well written digits.
Xu KONG Yaolin JIANG
关键词:TENSORRANK
共1页<1>
聚类工具0