Critical Error in Distance Normalizations #2
Description
Distance normalization scale is off in the HackAI version, possibly causing the excess error in the distance calculation.
The lines
train_distances = (train_distances-np.min(train_distances))/(np.max(train_distances)-np.min(train_distances))
val_distances = (val_distances-np.min(val_distances))/(np.max(val_distances)-np.min(val_distances))
test_distances = (test_distances-np.min(test_distances))/(np.max(test_distances)-np.min(test_distances))needs to be corrected to
max_distance = np.max(distances)
min_distance = np.min(distances)
train_distances = (train_distances-min_distance)/(max_distance-min_distance)
val_distances = (val_distances-min_distance)/(max_distance-min_distance)
test_distances = (test_distances-min_distance)/(max_distance-min_distance)in the next version(s) of the model.