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Vectorization of dynamic-time-warping computation using data reshaping

机译:使用数据整形的动态时间扭曲计算的矢量化

摘要

A method for comparing data sequences includes accepting first and second data sequences of data elements. A distance matrix is computed. The matrix includes rows and columns of matrix elements, describing distances between the data elements of the first sequence and the data elements of the second data sequence. The distance matrix is reshaped by applying successive, incremental shifts to the rows or columns so as to produce a reshaped matrix. A best-score path through the reshaped matrix is calculated using vector operations, so as to quantify a similarity between the first and second data sequences. Due to vectorization, a significant increase in computation speed is achieved in both software and hardware implementations.
机译:一种比较数据序列的方法,包括接受数据元素的第一和第二数据序列。计算距离矩阵。矩阵包括矩阵元素的行和列,描述了第一序列的数据元素和第二数据序列的数据元素之间的距离。通过对行或列施加连续的增量移位来对距离矩阵进行整形,以产生重新整形的矩阵。使用矢量运算来计算通过整形矩阵的最佳分数路径,以量化第一数据序列和第二数据序列之间的相似性。由于矢量化,在软件和硬件实现中都显着提高了计算速度。

著录项

  • 公开/公告号US2009150313A1

    专利类型

  • 公开/公告日2009-06-11

    原文格式PDF

  • 申请/专利权人 ANDRE HEILPER;DMITRY MARKMAN;

    申请/专利号US20070923675

  • 发明设计人 DMITRY MARKMAN;ANDRE HEILPER;

    申请日2007-12-06

  • 分类号G06F15/18;G06N3/12;

  • 国家 US

  • 入库时间 2022-08-21 19:36:43

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