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A Step by Step Optimization Approach to Independent Component Analysis

机译:独立分量分析的步骤优化方法一步

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摘要

The independent component analysis (ICA) problem originates from many practical areas, but there has not been any mathematical theory to solve it completely. In this paper, we establish a mathematical theory to solve it under the condition that the number of super-Gaussian sources is known. According to this theory, a step by step optimization algorithm is proposed and demonstrated well on solving the ICA problem with both the super- and sub-Gaussian sources.
机译:独立的分量分析(ICA)问题来自许多实际区域,但是没有任何数学理论是完全解决的。在本文中,我们建立了一个数学理论,以解决超高斯来源的数量的条件来解决。根据该理论,提出了逐步优化算法,并在解决超级和子高斯来源解决ICA问题时逐步优化算法。

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