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Table 5 Results for BPD data set. Annotation of the table: Dist: Distribution of senses; S. Size: sample size; Err. Rate: Error Rate; SE: Standard Error of error rates; CV: cross-validation;

From: Machine learning and word sense disambiguation in the biomedical domain: design and evaluation issues

BPD

 

5-fold CV

10-fold CV

  

mc-svm

one-vs-rest

one-vs-one

mc-svm

one-vs-rest

one-vs-one

Dist.

S. size

Err. Rate

SE

Err. Rate

SE

Err. Rate

SE

Err. Rate

SE

Err. Rate

SE

Err. Rate

SE

(0.33, 0.33, 0.33)

30

26.56%

8.77%

25.78%

8.68%

29.22%

9.06%

23.89%

8.05%

23.44%

7.96%

26.22%

8.31%

 

60

13.89%

4.89%

13.39%

4.83%

15.83%

5.18%

11.89%

4.30%

11.56%

4.23%

13.78%

4.62%

 

120

7.67%

2.66%

7.08%

2.55%

8.44%

2.80%

7.00%

2.40%

6.39%

2.31%

8.06%

2.58%

 

180

6.06%

1.96%

5.70%

1.90%

6.69%

2.05%

5.70%

1.79%

5.20%

1.72%

6.24%

1.88%

(0.6, 0.2, 0.2)

30

26.33%

8.91%

25.33%

8.75%

26.89%

8.97%

24.67%

8.21%

23.89%

8.06%

25.44%

8.30%

 

60

16.28%

5.27%

15.56%

5.16%

17.67%

5.44%

15.33%

4.85%

14.00%

4.65%

16.33%

4.97%

 

120

10.11%

3.05%

9.22%

2.93%

10.50%

3.10%

9.36%

2.78%

8.50%

2.66%

10.00%

2.87%

 

180

7.72%

2.21%

6.89%

2.09%

8.09%

2.26%

6.93%

1.98%

6.37%

1.91%

7.41%

2.04%

(0.8, 0.1, 0.1)

30

18.11%

7.82%

18.11%

7.83%

19.00%

7.99%

18.33%

7.41%

18.22%

7.40%

19.00%

7.53%

 

60

14.78%

5.10%

14.28%

5.03%

15.39%

5.18%

14.67%

4.79%

13.83%

4.67%

14.78%

4.81%

 

120

9.31%

2.95%

8.69%

2.85%

9.50%

2.98%

8.56%

2.67%

8.06%

2.59%

8.75%

2.70%

 

180

6.87%

2.09%

6.59%

2.05%

7.17%

2.14%

6.35%

1.91%

5.87%

1.84%

6.61%

1.94%

(0.32, 0.47, 0.21)

30

24.22%

8.58%

23.33%

8.44%

26.67%

8.84%

23.00%

7.93%

21.67%

7.71%

25.22%

8.17%

 

60

15.89%

5.21%

14.89%

5.08%

16.83%

5.34%

14.11%

4.66%

13.33%

4.55%

15.39%

4.80%

 

120

9.19%

2.91%

7.92%

2.71%

10.25%

3.07%

8.36%

2.64%

7.53%

2.50%

9.50%

2.80%

 

180

6.07%

1.95%

5.48%

1.85%

6.78%

2.07%

5.39%

1.73%

4.61%

1.61%

6.07%

1.85%