An improved constrained ICA with reference based unmixing matrix initialization

An improved constrained ICA with reference based unmixing matrix initialization
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一种基于参考解混矩阵初始化的改进约束 ICA

DOI:
10.1016/j.neucom.2009.12.016
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发表时间:
2010-01-01
期刊:
影响因子:
6
通讯作者:
Shang, Li
Shang, Li
中科院分区:
计算机科学2区
文献类型:
--
作者:
Sun, Zhan-Li;Shang, Li

文献摘要

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The constrained independent component analysis (cICA) provides a general framework to incorporate the prior information. To overcome the unstable problem encountered in the cICA algorithm of [2]. an improved method is proposed in this letter by using the reference based unmixing matrix initialization. Compared to the original algorithm, the prior information of references is not only used in the contrast function, but also used in the initialization. The utility of the proposed method is demonstrated by the experimental results on the artificial data and the sound signals. (C) 2010 Elsevier B.V. All rights reserved.