节点文献
基于ICA的快速定点算法
A Fast Fixed-Point Algorithm Based on ICA
【摘要】 介绍了独立分量分析(ICA)的模型定义、数学原理等基本问题。在分析ICA基础上引入了固定点算法(FastICA)。FastICA算法收敛速度快,迭代次数由传统算法的2000次减少到3~10次。实验表明,FsatICA具有良好的盲源分离性能和鲁棒性。
【Abstract】 The fundamental problems of ICA(Independent Component Analysis) about the model definition and mathematical principles are given. Based on analysis of the existing algorithms, the FastICA is introduced. The convergence speed of FastICA is fast and the times of iterations is reduced from about 2 000 to 3~10 using FastICA. Finally, the experimental results show that the FastICA has good performance for blind source separation and robustness.
【关键词】 负熵;
独立成分分析;
定点ICA;
快速定点算法;
对照函数;
【Key words】 negentropy; independent component analysis; FastICA; fast fixed-point algorithm; contrast function;
【Key words】 negentropy; independent component analysis; FastICA; fast fixed-point algorithm; contrast function;
- 【文献出处】 电声技术 ,Audio Engineering , 编辑部邮箱 ,2007年08期
- 【分类号】TN911.7
- 【被引频次】19
- 【下载频次】455