ToolboxPerformance: Difference between revisions

Revision as of 08:03, 13 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

100 variables

500 variables

1000 variables

100 samples

1 GB

2 GB

5 GB

500 samples

1.6 GB

5.2 GB

13 GB

LWR

LWR memory requirements

Table 3. ANN

Table 4. SVM

SVM with PCA compression

SVM memory requirements

@@ Line 45: / Line 45: @@
-'''Table 1. PCA'''
+''' PCA memory requirements'''
 {| border="1" cellpadding="5" cellspacing="0"
@@ Line 53: / Line 53: @@
 |- valign="top"
 | |'''20000 samples'''
-||
+||  .2 GB
-||
+||   1 GB
-||
+||   3.5 GB
 |- valign="top"
 | |'''50000 samples'''
-||
+|| 3.55
-||
+|| 9 GB
-||
+|| 61 GB
@@ Line 191: / Line 191: @@
 |-
 |}
+'''LWR'''
+{| border="1" cellpadding="5" cellspacing="0"
+| ||'''1000 variables'''||'''5000 variables'''||'''10000 variables'''
+|- valign="top"
+| |'''20000 samples'''
+||  4
+|| 65
+|| 76
+|- valign="top"
+| |'''50000 samples'''
+|| 10
+|| 77
+||  670
+|-
+|}
+''' LWR memory requirements'''
+{| border="1" cellpadding="5" cellspacing="0"
+| ||'''1000 variables'''||'''2000 variables'''||'''5000 variables'''
+|- valign="top"
+| |'''20000 samples'''
+||  <1 GB
+||  2 GB
+||  3.4 GB
+|- valign="top"
+| |'''50000 samples'''
+||  .6 GB
+||  3 GB
+||  6.75 GB
+|-
+|}