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@prl900
Last active July 17, 2017 01:16
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Cross validation results for the circular tree paper

Experiment 1

  • Output: metar_wind_spd

  • Input: [gfs_wind_spd, gfs_wind_dir, gfs_temp, time]

Airport Method 1000 500 250 100 50
EDDT Linear 1.3006 1.2544 1.2246 1.2096 1.2230
Lund 1.2870 1.2310 1.2002 1.2172 1.2616
Circular 1.2870 1.2357 1.2155 1.2094 1.2205
UV 1.3565 1.3128 1.2540 1.2199 1.2271
EGLL Linear 1.3301 1.2623 1.1862 1.1299 1.1300
Lund 1.2872 1.2242 1.1578 1.1355 1.1546
Circular 1.2872 1.2286 1.1621 1.1243 1.1243
UV 1.3671 1.2708 1.2113 1.1610 1.1487
LEBL Linear 1.6956 1.6721 1.6316 1.6158 1.6415
Lund 1.6698 1.6482 1.6181 1.6579 1.7097
Circular 1.6750 1.6590 1.6110 1.6114 1.6433
UV 1.7348 1.6867 1.6516 1.6375 1.6632
LFPG Linear 1.2667 1.2188 1.1998 1.1880 1.2226
Lund 1.2620 1.2006 1.1895 1.2156 1.2844
Circular 1.2620 1.2080 1.1983 1.1979 1.2186
UV 1.3876 1.3189 1.2645 1.2214 1.2333
LIMC Linear 1.0968 1.0882 1.0883 1.0989 1.1274
Lund 1.0971 1.0936 1.1019 1.1410 1.1865
Circular 1.0957 1.0916 1.0921 1.1052 1.1334
UV 1.1109 1.0954 1.0943 1.0978 1.1231

Experiment 2

  • Output: metar_wind_spd

  • Input: [gfs_wind_spd, gfs_wind_dir, gfs_temp, time, date]

Airport Method 1000 500 250 100 50
EDDT Linear 1.3037 1.2534 1.2222 1.2203 1.2516
Lund 1.2870 1.2277 1.2020 1.2355 1.2931
Circular 1.2870 1.2283 1.2089 1.2104 1.2369
UV 1.3565 1.3120 1.2530 1.2268 1.2369
EGLL Linear 1.3301 1.2623 1.1874 1.1278 1.1294
Lund 1.2882 1.2241 1.1586 1.1369 1.1784
Circular 1.2882 1.2282 1.1637 1.1149 1.1282
UV 1.3665 1.2729 1.2175 1.1604 1.1476
LEBL Linear 1.6956 1.6724 1.6305 1.6093 1.6542
Lund 1.6651 1.6413 1.6160 1.6701 1.7773
Circular 1.6728 1.6523 1.6151 1.6340 1.6663
UV 1.7329 1.6824 1.6493 1.6543 1.6912
LFPG Linear 1.2667 1.2160 1.1998 1.1982 1.2264
Lund 1.2639 1.2005 1.1819 1.2249 1.3181
Circular 1.2639 1.2069 1.1902 1.2060 1.2453
UV 1.3876 1.3201 1.2659 1.2308 1.2480
LIMC Linear 1.0926 1.0783 1.0747 1.0897 1.1165
Lund 1.0800 1.0822 1.1038 1.1486 1.1927
Circular 1.0833 1.0794 1.0768 1.0899 1.1112
UV 1.0946 1.0831 1.0768 1.0913 1.1168

Experiment 3

  • Output: metar_wind_spd

  • Input: [gfs_wind_spd, gfs_wind_dir, gfs_rh, time]

Airport Method 1000 500 250 100 50
EDDT Linear 1.3006 1.2539 1.2252 1.2109 1.2298
Lund 1.2870 1.2328 1.2050 1.2267 1.2933
Circular 1.2870 1.2410 1.2209 1.2080 1.2479
UV 1.3565 1.3117 1.2568 1.2270 1.2443
EGLL Linear 1.3011 1.2357 1.1905 1.1478 1.1572
Lund 1.2872 1.2229 1.1631 1.1466 1.1703
Circular 1.2872 1.2267 1.1681 1.1413 1.1471
UV 1.3602 1.2875 1.2259 1.1743 1.1682
LEBL Linear 1.7032 1.6807 1.6451 1.6283 1.6657
Lund 1.6731 1.6524 1.6228 1.6613 1.7303
Circular 1.6784 1.6619 1.6101 1.6160 1.6719
UV 1.7313 1.6896 1.6710 1.6534 1.6732
LFPG Linear 1.2749 1.2376 1.2227 1.2269 1.2478
Lund 1.2616 1.2075 1.1977 1.2566 1.3197
Circular 1.2625 1.2249 1.2147 1.2232 1.2469
UV 1.3887 1.3185 1.2668 1.2324 1.2412
LIMC Linear 1.1184 1.1105 1.1089 1.1276 1.1634
Lund 1.1166 1.1132 1.1201 1.1547 1.1977
Circular 1.1157 1.1136 1.1134 1.1295 1.1579
UV 1.1327 1.1183 1.1186 1.1376 1.1667

Experiment 4

  • Output: metar_wind_spd

  • Input: [gfs_wind_spd, gfs_wind_dir, gfs_rh, time, date]

Airport Method 1000 500 250 100 50
EDDT Linear 1.3037 1.2531 1.2228 1.2143 1.2411
Lund 1.2870 1.2280 1.2031 1.2332 1.2923
Circular 1.2870 1.2285 1.2127 1.2087 1.2326
UV 1.3565 1.3127 1.2570 1.2298 1.2386
EGLL Linear 1.3011 1.2369 1.1884 1.1280 1.1325
Lund 1.2882 1.2236 1.1617 1.1356 1.1857
Circular 1.2882 1.2277 1.1633 1.1207 1.1289
UV 1.3620 1.2880 1.2277 1.1561 1.1438
LEBL Linear 1.7038 1.6824 1.6422 1.6354 1.6729
Lund 1.6627 1.6421 1.6105 1.6480 1.7582
Circular 1.6720 1.6513 1.6080 1.6197 1.6620
UV 1.7255 1.6802 1.6555 1.6537 1.6844
LFPG Linear 1.2724 1.2226 1.2096 1.2060 1.2282
Lund 1.2627 1.2020 1.1879 1.2183 1.2910
Circular 1.2627 1.2047 1.1994 1.2040 1.2397
UV 1.3887 1.3196 1.2660 1.2258 1.2304
LIMC Linear 1.0912 1.0749 1.0627 1.0712 1.1130
Lund 1.0808 1.0772 1.0784 1.1206 1.1659
Circular 1.0822 1.0800 1.0724 1.0833 1.1127
UV 1.0964 1.0827 1.0754 1.0875 1.1134
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