Ranking of machine learning algorithms trained with augmented data

Algorithms

R²

Mean absolute error

Mean squared error

Root mean squared error

Mean signed difference

Total

Tree Ensemble Regression

1

1

1

1

3

7

Random Forest Regression

2

2

2

2

4

12

PNN

3

3

3

3

2

14

Gradient Boosted Tree Regression

4

4

4

4

5

21

Simple Regression Tree

5

8

7

5

1

26

Polynomial Regression

6

6

6

6

7

31

ANN

8

5

5

8

6

32

Linear Regression

7

7

8

7

8

37