Research Article
Ensemble Learning Based Multiple Kernel Principal Component Analysis for Dimensionality Reduction and Classification of Hyperspectral Imagery
Table 1
Information for Indian Pines and KSC data sets.
| No | Indian Pines | Samples | KSC | Samples | Class name | Train | Test | Class name | Train | Test |
| 1 | Alfalfa | 14 | 40 | Scrub | 190 | 571 | 2 | Corn-no till | 359 | 1075 | Willow swamp | 61 | 182 | 3 | Corn–min till | 209 | 625 | Cabbage hamm | 64 | 192 | 4 | Corn | 59 | 175 | Cabbage palm | 63 | 189 | 5 | Grass-pasture | 124 | 373 | Slash pine | 40 | 121 | 6 | Grass-trees | 187 | 560 | Oak | 57 | 172 | 7 | Grass-past. moved | 6 | 20 | Hardwood swamp | 264 | 791 | 8 | Hay-windrowed | 122 | 367 | Graminoid marsh | 108 | 323 | 9 | Oats | 5 | 15 | Spartina marsh | 130 | 390 | 10 | Soybean-no till | 242 | 726 | Cattail marsh | 101 | 303 | 11 | Soybean-min till | 617 | 1851 | Salt marsh | 105 | 314 | 12 | Soybean-clean till | 154 | 460 | Mud flats | 126 | 377 | 13 | Wheat | 53 | 159 | Water | 232 | 695 | 14 | Woods | 324 | 970 | — | | | 15 | Bldg-Grass-Tree | 95 | 285 | — | | | 16 | Stone-steel towers | 24 | 71 | — | | |
| Total | | 2594 | 7772 | | 1541 | 3670 |
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