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TENSOR DATA CALCULATION DEVICE, TENSOR DATA CALCULATION METHOD, AND PROGRAM

机译:张量数据计算装置,张量数据计算方法和程序

摘要

PROBLEM TO BE SOLVED: To provide a tensor data calculation device capable of increasing the processing speed for nonnegative tensor factorization.;SOLUTION: The tensor data calculation device has a matrix multiplication processor and decomposes N-th (N is an integer of 2 or more) nonnegative tensor data into N factor matrices by factorization. The tensor data calculation device includes: factor decomposition means that expresses an updated formula of a factor matrix to optimize given objective function values in a format of a matrix product that includes a first matrix obtained by expanding the other N-1 factor matrices other than the factor matrix by Kronecker product and a second matrix defined by the nonnegative tensor data and the tensor product of the N factor matrices and calculates the updated formula; and matrix calculation means that calculates the matrix product included in the updated formula by a matrix product calculation processor. The factor decomposition means calculates the updated formula by using the calculation result of the matrix product calculated by the matrix calculation means.;SELECTED DRAWING: Figure 3;COPYRIGHT: (C)2020,JPO&INPIT
机译:解决的问题:提供一种能够提高非负张量因子分解处理速度的张量数据计算设备。解决方案:该张量数据计算设备具有矩阵乘法处理器,并且分解第N个(N为2或更大的整数) )通过分解将非负张量数据转换为N个因子矩阵。张量数据计算装置包括:因子分解装置,该因子分解装置以矩阵乘积的形式表示因子矩阵的更新公式以优化给定的目标函数值,该矩阵乘积包括通过扩展除N以外的其他N-1个因子矩阵而获得的第一矩阵。由Kronecker乘积和第二矩阵组成的因子矩阵,该第二矩阵由非负张量数据和N个因子矩阵的张量积定义,并计算更新的公式;矩阵计算装置由矩阵乘积计算处理器计算更新后的公式中包括的矩阵乘积。因子分解装置使用由矩阵计算装置计算出的矩阵乘积的计算结果来计算更新的公式。;选定的图:图3;版权:(C)2020,JPO&INPIT

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