Researches on Modifity of Independent Component Analysis Method
Xia De-shen
Abstract
Xia De-shen
Abstract
Independent Component Analysis(ICA)was a new development of signal processing.ICA algorithm and its fast algorithm(FastICA)were introduced.Based on analyzing kernel iteration course of the FastICA algorithm M-FastICA was advanced.M-FastICA improved convergence performance and reduced iterations process.Aimed at the convergent speed of M-FastICA was dependent on initial weights,LM-FastICA was advanced by imported looseness agent,and reduced the dependence on initial weights.
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Independent Component Analysis(ICA)was a new development of signal processing.ICA algorithm and its fast algorithm(FastICA)were introduced.Based on analyzing kernel iteration course of the FastICA algorithm M-FastICA was advanced.M-FastICA improved convergence performance and reduced iterations process.Aimed at the convergent speed of M-FastICA was dependent on initial weights,LM-FastICA was advanced by imported looseness agent,and reduced the dependence on initial weights.
Key concepts: FastICA, Independent component analysis, Convergence (economics), Computer science, Component (thermodynamics), Signal processing, Algorithm, Kernel (algebra)