Research Article
Analysis of Machine Learning Techniques for Sentinel-2A Satellite Images
Table 8
Group 1 area and percentages of land changes for machine learning in Sentinel-2A satellite (2016).
| No. | Name | RF | KNN | DTC | SVM | Mahalanobis | Normal Bayes | Area, km2 | % | Area, km2 | % | Area, km2 | % | Area, km2 | % | Area, km2 | % | Area, km2 | % |
| 1 | High land | 49807900 | 2.65 | 59806000 | 3.18 | 47879400 | 2.55 | 35915200 | 3.80 | 29958400 | 2.27 | 41708400 | 2.22 | 2 | Land area | 725187700 | 38.58 | 766080400 | 40.76 | 701479200 | 37.32 | 818676800 | 86.70 | 527685000 | 39.91 | 750954500 | 39.95 | 3 | Agricultural area | 322988700 | 17.18 | 326778200 | 17.38 | 337729300 | 17.97 | 396037600 | 41.94 | 334353400 | 25.29 | 270312300 | 14.38 | 4 | Built-up area | 552998800 | 29.42 | 495807400 | 26.38 | 551666100 | 29.35 | 420439800 | 44.53 | 838959700 | 63.46 | 407204500 | 21.66 | 5 | Mountains | 214799500 | 11.43 | 198756400 | 10.57 | 226929200 | 12.07 | 171002900 | 18.11 | 109322700 | 8.27 | 363201000 | 19.32 | 6 | Bare land | 13905900 | 0.74 | 32460300 | 1.73 | 14005500 | 0.75 | 37616300 | 3.98 | 39409500 | 2.98 | 46308000 | 2.46 | Total | 1879688500 | 100.00 | 1879688700 | 100.00 | 1879688700 | 100.00 | 944277500 | 100.00 | 1322045300 | 100.00 | 1879688700 | 100.00 |
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