Table 2. Best Average Accuracy (in Percent), Standard Deviation, and Corresponding Dimensionality (in Brackets) Obtained on the Different Data Sets over 10 Random Splitsa.
data sets | PLS-DA | LPPLS-DA |
---|---|---|
coffee | 75.00 ± 8.42(2) | 99.64 ± 1.13(1) |
Pacific cod | 81.25 ± 10.25(4) | 96.67 ± 4.30(3) |
ink | 67.54 ± 2.62(8) | 100.00 ± 0.00(7) |
wood | 61.85 ± 4.00(4) | 98.61 ± 0.82(15) |
For each data set, half of the data samples are used for training and the remaining halves are used for testing.