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Table 6 Error rates (top1, top>3) for the remote homology detection problem.

From: Building multiclass classifiers for remote homology detection and fold recognition

  

sf95

sf40

  

top1

top3

top1

top3

Two-Level Approaches Without Hierarchy Information

 

Scaling

7.5

2.6

10.1

3.8

SVM-Struct

Scale & Shift

9.0

2.0

10.1

3.4

 

Crammer Singer

8.1

1.7

9.2

2.5

Two-Level Approaches With Fold-level Nodes

 

Scaling

4.6

0.9

6.3

1.7

SVM-Struct

Scale & Shift

4.0

0.9

5.0

1.7

 

Crammer Singer

6.6

2.6

5.0

1.7

Two-Level Approaches With Fold-level and Class-Level Nodes

 

Scaling

5.2

1.7

5.5

1.7

SVM-Struct

Scale & Shift

5.8

2.3

4.2

2.1

 

Crammer Singer

6.6

2.0

5.0

1.7

  1. The results shown in the table are optimized for the balanced loss function.