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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

Provided is a tensor data calculation device which has a matrix product calculation processor, and decomposes N-th order (N: 2 or more integer) nonnegative tensor data into N factor matrixes by factorization, characterized by having: a factorization means for expressing an update formula of the factor matrix for optimizing a predetermined objective function value in a form including a matrix product of a first matrix acquired by developing remaining N-1 factor matrixes excluding the factor matrix by a Kronecker product and a second matrix defined by a tensor product of the nonnegative tensor data and the N factor matrixes, and calculating the update formula; and a matrix calculation means for calculating the matrix product included in the update formula by the matrix product calculation processor, and characterized in that the factorization means uses a calculation result of the matrix product calculated by the matrix calculation means to calculate the update formula.
机译:提供一种张量数据计算装置,其具有矩阵乘积计算处理器,并通过分解将N阶非负张量数据(N:2或更多,整数)分解为N个因子矩阵,其特征在于:具有用于表示更新的分解装置。用于优化预定目标函数值的因子矩阵公式,其形式包括通过用Kronecker乘积开发除因子矩阵以外的其余N-1个因子矩阵而获得的第一矩阵的矩阵积和由的张量积定义的第二矩阵非负张量数据和N个因子矩阵,并计算更新公式;矩阵计算装置,用于由矩阵积计算处理器计算更新公式中包括的矩阵积,其特征在于,所述分解装置使用由矩阵计算装置计算出的矩阵积的计算结果来计算更新公式。

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