ToolboxPerformance: Difference between revisions

Revision as of 08:02, 12 September 2016

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

Table 1. PCA

PCR

PCR Memory requirements

PLS

PLS Memory requirements

Table 3. ANN

Table 4. SVM

SVM with PCA compression

SVM memory requirements

@@ Line 23: / Line 23: @@
 |- valign="top"
 | |'''20000 samples'''
-||
+||  2
-||
+||  4.7
-||
+||  40
 |- valign="top"
 | |'''50000 samples'''
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+||  3.5
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+||  9
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+||  61
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+'''Table 1. PCA'''
-'''PCA Memory requirements'''
 {| border="1" cellpadding="5" cellspacing="0"
-| ||'''100 variables'''||'''500 variables'''||'''1000 variables'''
+| ||'''1000 variables'''||'''2000 variables'''||'''5000 variables'''
 |- valign="top"
-| |'''100 samples'''
+| |'''20000 samples'''
 ||
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 |- valign="top"
-| |'''500 samples'''
+| |'''50000 samples'''
 ||
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 |-
 |}