APPARATUS FOR SUPPORTING MULTI-DIMENSIONAL DATA ANALYSIS THROUGH PARALLEL PROCESSING AND METHOD FOR THE SAME

user-5fe1a78c4c775e6ec07359f9(2019)

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摘要
According to an embodiment of the present invention, provided is a device for supporting multi-dimensional data analysis through parallel processing, comprising: a communication unit which collects multi-dimensional data having a plurality of properties; a characteristic matrix determining unit which updates and determines characteristic matrices corresponding to each of the properties and including information on hidden characteristics corresponding to each of the properties; a core tensor determining unit which determines one core tensor including relationship information among the hidden characteristics; and a calculation distributing unit which divides updating calculations for updating the characteristic matrices in order to minimize a loss function by division unit when updating the characteristic matrices, collects resource information on a plurality of threads to conduct parallel processing, and distributes and allocates the divided update calculations to the threads by considering the resource information. The present invention can increase calculation speed by removing noise of a core tensor.
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关键词
Parallel processing (DSP implementation),Tensor (intrinsic definition),Division (mathematics),Noise (signal processing),Computational science,Core (game theory),Function (mathematics),Computer science,Unit (ring theory),Multi dimensional data
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