Review Article
On Feature Selection and Rule Extraction for High Dimensional Data: A Case of Diffuse Large B-Cell Lymphomas Microarrays Classification
Table 5
Top-10 linguistic features for DLBCL dataset selected by our method in 10-fold cross validation (most informative: right, least informative: left).
| Cross validation | Class | Feature type | Feature ranking |
| 1 | 1 | Linguistic | S | M | M | S | L | S | M | L | S | S | Original | 7057 | 207 | 931 | 87 | 2479 | 7052 | 546 | 2360 | 83 | 7043 | 2 | Linguistic | S | M | L | L | M | S | L | L | L | S | Original | 450 | 7052 | 6264 | 207 | 83 | 2360 | 83 | 87 | 7043 | 546 |
| 2 | 1 | Linguistic | L | L | M | M | S | S | S | M | L | S | Original | 355 | 2479 | 207 | 931 | 87 | 7052 | 83 | 546 | 2360 | 7043 | 2 | Linguistic | S | M | L | L | L | M | S | L | L | S | Original | 355 | 7052 | 83 | 6264 | 207 | 83 | 2360 | 87 | 7043 | 546 |
| 3 | 1 | Linguistic | S | M | S | M | L | S | M | L | S | S | Original | 7052 | 931 | 7057 | 207 | 2479 | 87 | 546 | 2360 | 83 | 7043 | 2 | Linguistic | L | S | S | L | S | L | M | S | L | L | Original | 7057 | 2479 | 450 | 207 | 2360 | 83 | 83 | 546 | 87 | 7043 |
| 4 | 1 | Linguistic | M | L | M | L | M | S | S | S | L | S | Original | 931 | 2164 | 207 | 2479 | 546 | 7052 | 87 | 83 | 2360 | 7043 | 2 | Linguistic | S | L | S | L | L | S | M | L | S | L | Original | 2479 | 6264 | 450 | 207 | 83 | 2360 | 83 | 87 | 546 | 7043 |
| 5 | 1 | Linguistic | L | M | L | M | S | S | M | L | S | S | Original | 2164 | 931 | 2479 | 207 | 7052 | 87 | 546 | 2360 | 83 | 7043 | 2 | Linguistic | S | S | L | S | L | L | M | L | S | L | Original | 2479 | 450 | 6264 | 2360 | 83 | 207 | 83 | 87 | 546 | 7043 |
| 6 | 1 | Linguistic | L | M | S | M | L | S | S | M | L | S | Original | 355 | 207 | 7052 | 931 | 2479 | 87 | 83 | 546 | 2360 | 7043 | 2 | Linguistic | L | L | S | L | M | L | S | L | S | L | Original | 7057 | 6264 | 450 | 207 | 83 | 83 | 2360 | 87 | 546 | 7043 |
| 7 | 1 | Linguistic | S | S | M | M | L | S | M | S | L | S | Original | 7052 | 7057 | 931 | 207 | 2479 | 87 | 546 | 83 | 2360 | 7043 | 2 | Linguistic | L | S | S | L | L | S | M | L | S | L | Original | 6264 | 2479 | 450 | 207 | 83 | 2360 | 83 | 87 | 546 | 7043 |
| 8 | 1 | Linguistic | L | M | M | S | S | S | L | S | L | S | Original | 355 | 546 | 931 | 7052 | 87 | 7057 | 2479 | 83 | 2360 | 7043 | 2 | Linguistic | L | L | S | M | S | L | L | L | S | L | Original | 7057 | 207 | 2360 | 83 | 2479 | 6264 | 83 | 87 | 546 | 7043 |
| 9 | 1 | Linguistic | S | S | M | L | M | S | M | S | L | S | Original | 7057 | 7052 | 931 | 2479 | 207 | 87 | 546 | 83 | 2360 | 7043 | 2 | Linguistic | L | S | S | L | L | S | M | L | S | L | Original | 6264 | 450 | 2479 | 207 | 83 | 2360 | 83 | 87 | 546 | 7043 |
| 10 | 1 | Linguistic | M | L | M | S | S | S | M | S | L | S | Original | 207 | 2479 | 931 | 87 | 7052 | 7057 | 546 | 83 | 2360 | 7043 | 2 | Linguistic | L | L | S | L | S | L | M | L | S | L | Original | 6264 | 7057 | 450 | 207 | 2360 | 83 | 83 | 87 | 546 | 7043 |
|
|