Project results

[amritbhanu]

Experiments:

• 6 Learners [KNN, NB, SVM, LR, DT, RF]
• with smote and without smote, 5x5 cross val
• only 14 datasets, other datasets from openscience were very small.
• compared against 4 measures, [Precision, recall, accuracy, f_score]

Conclusions:

• Considering all the measure almost all learners performed the best. But in most cases we saw, Random forest to win.
• Smote is needed for highly imbalanced classes.

Results:

With Smote:

Without Smote: