File:SOMsPCA.PNG

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SOMsPCA.PNG(607 × 400 pixels, file size: 26 KB, MIME type: image/png)

Summary

One-dimensional SOM versus PCA for data approximation. SOM is a red broken line with squares, 20 nodes. The first principal component is presented by a blue line Data points are the small grey circles. For PCA, the Fraction of variance unexplained in this example is 23.23%, for SOM it is 6.86%. Prepared with the Java applet, E.M. Mirkes, Principal Component Analysis and Self-Organizing Maps: applet. University of Leicester, 2011 <a rel="nofollow" class="external free" href="http://www.math.le.ac.uk/people/ag153/homepage/PCA_SOM/PCA_SOM.html">http://www.math.le.ac.uk/people/ag153/homepage/PCA_SOM/PCA_SOM.html</a> This applet is published under cc Attribution 3.0 unported license.

Licensing

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File history

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Date/TimeThumbnailDimensionsUserComment
current03:35, 16 January 2017Thumbnail for version as of 03:35, 16 January 2017607 × 400 (26 KB)127.0.0.1 (talk)One-dimensional SOM versus PCA for data approximation. SOM is a red broken line with squares, 20 nodes. The first principal component is presented by a blue line Data points are the small grey circles. For PCA, the Fraction of variance unexplained in this example is 23.23%, for SOM it is 6.86%. Prepared with the Java applet, E.M. Mirkes, Principal Component Analysis and Self-Organizing Maps: applet. University of Leicester, 2011 <a rel="nofollow" class="external free" href="http://www.math.le.ac.uk/people/ag153/homepage/PCA_SOM/PCA_SOM.html">http://www.math.le.ac.uk/people/ag153/homepage/PCA_SOM/PCA_SOM.html</a> This applet is published under cc Attribution 3.0 unported license.
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