From: A novel intelligent approach for flight delay prediction
NO | Airports IATA Code | Traditional training model | Proposed FDPP-ML | Error reduction percent by FDPP-ML | ||||||
---|---|---|---|---|---|---|---|---|---|---|
MAE | MSE | RMSE | MAE | MSE | RMSE | MAE (%) | MSE (%) | RMSE (%) | ||
1 | ATL | 17 | 1074 | 33 | 10 | 502 | 22 | 44 | 53 | 32 |
2 | BOS | 32 | 3485 | 59 | 22 | 2503 | 50 | 31 | 28 | 15 |
3 | BWI | 25 | 2528 | 50 | 16 | 919 | 30 | 38 | 64 | 40 |
4 | CLT | 17 | 841 | 29 | 11 | 638 | 25 | 34 | 24 | 13 |
5 | DCA | 24 | 1636 | 40 | 13 | 734 | 27 | 48 | 55 | 33 |
6 | DEN | 28 | 2586 | 51 | 17 | 1079 | 33 | 40 | 58 | 35 |
7 | DFW | 24 | 3441 | 59 | 15 | 3055 | 55 | 40 | 11 | 6 |
8 | DTW | 27 | 3317 | 58 | 17 | 2640 | 51 | 36 | 20 | 11 |
9 | EWR | 57 | 21885 | 148 | 43 | 12873 | 113 | 25 | 41 | 23 |
10 | FLL | 15 | 394 | 20 | 12 | 394 | 20 | 21 | 0 | 0 |
11 | HNL | 17 | 689 | 26 | 14 | 449 | 21 | 18 | 35 | 19 |
12 | IAD | 32 | 4800 | 69 | 21 | 3620 | 60 | 34 | 25 | 13 |
13 | IAH | 23 | 1466 | 38 | 14 | 652 | 26 | 41 | 55 | 33 |
14 | JFK | 21 | 1157 | 34 | 16 | 932 | 31 | 22 | 19 | 10 |
15 | LAS | 18 | 1263 | 36 | 13 | 965 | 31 | 30 | 24 | 13 |
16 | LAX | 19 | 1300 | 36 | 14 | 487 | 22 | 29 | 63 | 39 |
17 | LGA | 22 | 956 | 31 | 12 | 453 | 21 | 47 | 53 | 31 |
18 | MCO | 18 | 707 | 27 | 12 | 406 | 20 | 33 | 43 | 24 |
19 | MDW | 17 | 922 | 30 | 10 | 221 | 15 | 40 | 76 | 51 |
20 | MEM | 29 | 3087 | 56 | 13 | 553 | 24 | 56 | 82 | 58 |
21 | MIA | 26 | 7798 | 88 | 21 | 7568 | 87 | 19 | 3 | 1 |
22 | MSP | 66 | 15660 | 125 | 40 | 7413 | 86 | 39 | 53 | 31 |
23 | ORD | 42 | 7405 | 86 | 29 | 4536 | 67 | 33 | 39 | 22 |
24 | PHL | 31 | 2760 | 53 | 24 | 2314 | 48 | 22 | 16 | 8 |
25 | PHX | 18 | 836 | 29 | 11 | 529 | 23 | 39 | 37 | 20 |
26 | SAN | 18 | 1294 | 36 | 10 | 228 | 15 | 45 | 82 | 58 |
27 | SEA | 20 | 834 | 29 | 13 | 361 | 19 | 36 | 57 | 34 |
28 | SFO | 21 | 774 | 28 | 13 | 390 | 20 | 39 | 50 | 29 |
29 | SLC | 14 | 338 | 18 | 9 | 124 | 11 | 37 | 63 | 39 |
30 | TPA | 20 | 1580 | 40 | 15 | 1192 | 35 | 25 | 25 | 13 |
Average error reduction percent by FDPP-ML | 35 | 42 | 25 |