ToolboxPerformance: Difference between revisions

Revision as of 06:50, 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

PCA Memory requirements

PCR

PCR Memory requirements

PLS

PLS Memory requirements

Table 3. ANN

Table 4. SVM

Table 4. SVM memory performance.

'SVM with PCA compression

Table 4. SVM memory performance.

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+'''PCA Memory requirements'''
+{| border="1" cellpadding="5" cellspacing="0"
+| ||'''100 variables'''||'''500 variables'''||'''1000 variables'''
+|- valign="top"
+| |'''100 samples'''
+||
+||
+||
+|- valign="top"
+| |'''500 samples'''
+||
+||
+||
+|- valign="top"
+| |'''1000 samples'''
+||
-''PCR'''
+||
+||
+|-
+|}
+'''PCR'''
 {| border="1" cellpadding="5" cellspacing="0"
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-'''Table 1. PLS'''
+'''PCR Memory requirements'''
 {| border="1" cellpadding="5" cellspacing="0"
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 |-
 |}
+''' PLS'''
+{| border="1" cellpadding="5" cellspacing="0"
+| ||'''100 variables'''||'''500 variables'''||'''1000 variables'''
+|- valign="top"
+| |'''100 samples'''
+||
+||
+||
+|- valign="top"
+| |'''500 samples'''
+||
+||
+||
+|- valign="top"
+| |'''1000 samples'''
+||
+||
+||
+|-
+|}
+'''PLS Memory requirements'''
+{| border="1" cellpadding="5" cellspacing="0"
+| ||'''100 variables'''||'''500 variables'''||'''1000 variables'''
+|- valign="top"
+| |'''100 samples'''
+||
+||
+||
+|- valign="top"
+| |'''500 samples'''
+||
+||
+||
+|- valign="top"
+| |'''1000 samples'''
+||
+||
+||
+|-
+|}