Research Article

Prototype Generation Using Self-Organizing Maps for Informativeness-Based Classifier

Table 3

Classification results for all algorithms represented by mean and standard deviation of accuracy and kappa measures.

Classifiers Acc Kappa

1NN
NN
SOM-NN
SOM-NN

2NN
NN
SOM-NN
SOM-NN

3NN
NN
SOM-NN
SOM-NN

4NN
NN
SOM-NN
SOM-NN

5NN
NN
SOM-NN
SOM-NN

6NN
NN
SOM-NN
SOM-NN

7NN
NN
SOM-NN
SOM-NN

8NN
NN
SOM-NN
SOM-NN

9NN
NN
SOM-NN
SOM-NN

10NN
NN
SOM-NN
SOM-NN

11NN
NN
SOM-NN
SOM-NN

12NN
NN
SOM-NN
SOM-NN

13NN
NN
SOM-NN
SOM-NN

14NN
NN
SOM-NN
SOM-NN

15NN
NN
SOM-NN
SOM-NN

16NN
NN
SOM-NN
SOM-NN

17NN
NN
SOM-NN
SOM-NN

18NN
NN
SOM-NN
SOM-NN

19NN
NN
SOM-NN
SOM-NN

20NN
NN
SOM-NN
SOM-NN

21NN
NN
SOM-NN
SOM-NN