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PCA_ICA_DEMO

Demo for PCA(Principal Component Analysis) & ICA(Independent Component Analysis) in data analysis in Python and image separation written in MATLAB

This is a simple demo for PCA and ICA in Python 3.6. The powerpoint we made just for lesson , not for business or money at all.

PCA: I perfer to run it in Jupyter notebook.If you like, you can change the path for input dataset by rewrite
''' df=pd.read_excel('E:\pycharm-items-github\grade3.xls') '''
in line 12.

ICA:

  • Step 1 show a PICs for the orignal lines, 4 lines for different data;
  • Srep 2 A PICs named mixed_lines for mixing 4 lines for different data;
  • Step 3 show the separated lines in a PIC called After_lines.jpy.

orignal_lines mixed_lines after_lines


MATLAB: (written by @Frankzhaopku)[coding lines in MATLAB0](https://github.com/Frankzhaopku/ICA_Demo)

Good Luck.
2019, TJ.

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