Upload summary.txt and engine results
Browse files- summary.txt +27 -0
summary.txt
ADDED
|
@@ -0,0 +1,27 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
B-MO IRON ORE TRAINING SUMMARY
|
| 2 |
+
Deposits used: 975 Background points: 1950 Spatial blocks: 122
|
| 3 |
+
|
| 4 |
+
Model ranking (spatial CV, all points), best first:
|
| 5 |
+
0.858 XGBoost [+terrain] finds 60% of deposits at 10% false alarms
|
| 6 |
+
0.853 Gradient Boosting [+terrain] finds 59% of deposits at 10% false alarms
|
| 7 |
+
0.853 Random Forest [+terrain] finds 59% of deposits at 10% false alarms
|
| 8 |
+
0.852 Extra Trees [+terrain] finds 57% of deposits at 10% false alarms
|
| 9 |
+
0.849 LightGBM [+terrain] finds 61% of deposits at 10% false alarms
|
| 10 |
+
0.848 Logistic Regression [+terrain] finds 60% of deposits at 10% false alarms
|
| 11 |
+
0.845 SVM (RBF) [+terrain] finds 61% of deposits at 10% false alarms
|
| 12 |
+
0.840 k-Nearest Neighbours [+terrain] finds 57% of deposits at 10% false alarms
|
| 13 |
+
0.828 Extra Trees [+thermal] finds 52% of deposits at 10% false alarms
|
| 14 |
+
0.823 Random Forest [+thermal] finds 52% of deposits at 10% false alarms
|
| 15 |
+
|
| 16 |
+
Statistical engine chosen: Statistical engine (likelihood variant), feature set '+terrain', AUC 0.782
|
| 17 |
+
Average engine score -> known deposits: 55.4 background: 40.2
|
| 18 |
+
Where deposits and background land (out-of-fold, %):
|
| 19 |
+
class deposits_pct background_pct
|
| 20 |
+
Very low 10.8 50.0
|
| 21 |
+
Low 29.0 25.0
|
| 22 |
+
Moderate 18.6 15.0
|
| 23 |
+
High 18.2 7.0
|
| 24 |
+
Very high 23.5 3.0
|
| 25 |
+
|
| 26 |
+
Top features: B8 (AUC 0.22), brightness (AUC 0.25), B11 (AUC 0.26), slope (AUC 0.73), B3 (AUC 0.29), B12 (AUC 0.30)
|
| 27 |
+
Hyperspectral: evaluated on the small covered subset - see model_comparison.csv
|