ToolboxPerformance: Difference between revisions
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Revision as of 08:00, 12 September 2016
PLS_Toolbox Performance
The following performance results are for general comparison and expectation. Your own mileage may vary.
| 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
| 1000 variables | 2000 variables | 5000 variables | |
| 20000 samples |
| ||
| 50000 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 |
|