发明名称 |
Methods and systems for computing singular value decompositions of matrices and low rank approximations of matrices |
摘要 |
Methods and systems for finding a low rank approximation for an mxn matrix A are described. The described embodiments can independently sample and/or quantize the entries of an input matrix A, and can thus speed up computation by reducing the number of non-zero entries and/or their representation length. The embodiments can be used in connection with Singular Value Decomposition techniques to greatly benefit the processing of high-dimensional data sets in terms of storage, transmission and computation.
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申请公布号 |
US7493297(B2) |
申请公布日期 |
2009.02.17 |
申请号 |
US20040944142 |
申请日期 |
2004.09.17 |
申请人 |
MICROSOFT CORPORATION |
发明人 |
ACHLIOPTAS DIMITRIS;MCSHERRY FRANK D. |
分类号 |
G06F17/00;G06F17/16;G06K9/62;G06N5/02 |
主分类号 |
G06F17/00 |
代理机构 |
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代理人 |
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主权项 |
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地址 |
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