ToolboxPerformance: Difference between revisions

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Revision as of 07:53, 12 September 2016

PLS_Toolbox Performance

The following performance results are for general comparison and expectation. Your own mileage may vary.


Performance Table
Matlab Versoin PLS_Toolbox Version Operating System System Description Data Description Algorithm Performance Result
2015a 8.1.1 OS X El Capitan 2.8 GHz Intel, 16 GB ram cell cell



Table 1. PCA

100 variables 500 variables 1000 variables
100 samples


500 samples


1000 samples




PCA Memory requirements

100 variables 500 variables 1000 variables
100 samples


500 samples


1000 samples




PCR

100 variables 500 variables 1000 variables
100 samples


500 samples


1000 samples



PCR Memory requirements

100 variables 500 variables 1000 variables
100 samples


500 samples


1000 samples



PLS

100 variables 500 variables 1000 variables
100 samples


500 samples


1000 samples



PLS Memory requirements

100 variables 500 variables 1000 variables
100 samples


500 samples


1000 samples



Table 3. ANN

100 variables 500 variables 1000 variables
100 samples


500 samples


1000 samples



Table 4. SVM

100 variables 500 variables 1000 variables
100 samples


500 samples


1000 samples



SVM with PCA compression

100 variables 500 variables 1000 variables
100 samples


500 samples


1000 samples


SVM memory requirements

100 variables 500 variables 1000 variables
100 samples


500 samples


1000 samples


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