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Table 4 Average ranking over all four datasets

From: A multiple kernel learning algorithm for drug-target interaction prediction

 

Prediction task

Method

Pair

Targets

Drugs

SINGLE †

7.0

7.8

15.0

SINGLE ∗

3.3

3.3

17.5

BLM-KA

16.0

2.5

1.8

BLM-MEAN

17.0

3.0

4.0

KBMF2MKL

7.3

13.5

13.3

KRONRLS-KA

3.8

4.3

3.8

KRONRLS-MEAN

3.0

5.8

5.0

KRONRLS-MKL

1.0

4.8

1.5

LAPRLS-KA

12.8

11.5

9.8

LAPRLS-MEAN

13.3

12.8

10.5

NETLAPRLS-KA

9.3

12.0

10.3

NETLAPRLS-MEAN

9.0

13.0

11.3

NRWRH-KA

–

15.8

12.0

NRWRH-MEAN

–

16.8

13.0

PKM-KA

11.8

8.8

9.8

PKM-MAX

15.0

18.5

16.0

PKM-MEAN

12.0

11.0

11.5

SITAR

5.0

17.3

19.0

WANG-MKL

6.8

7.8

5.0

  1. †best on training
  2. ∗best on testing