【摘 要】
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Independent component analysis (ICA) is a widely used method for blind source separation (BSS).The mature ICA model has a restriction that the number of the sou
【机 构】
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Dept.of Information Measurement Technology and Instruments
【基金项目】
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This work was supported by National Natural Science Foundation
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Independent component analysis (ICA) is a widely used method for blind source separation (BSS).The mature ICA model has a restriction that the number of the sources must equal to that of the sensors used to collect data,which is hard to meet in most practical cases.In this paper,an overdetermined ICA method is proposed and successfully used in the analysis of human colonic pressure signals.Using principal component analysis (PCA),the method estimates the number of the sources firstly and reduces the dimensions of the observed signals to the same with that of the sources;and then,FastICA is used to estimate all the sources.From 26 groups of colonic pressure recordings,several colonic motor patterns are extracted,which not only prove the effectiveness of this method,but also greatly facilitate further medical researches.
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