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Table 3 Initial conditions of training data sets from No.1 to No.10 and test data sets from No.11 to No.20. Examples of time-courses using initial conditions No.3 and No.5 are shown in Figure 3. Concentrations are non-unit.

From: Parameter estimation for stiff equations of biosystems using radial basis function networks

Training

X 1

X 2

X 3

X 4

X 5

X 6

1

4.5

0.4

0.3

3.4

0

4.2

2

1.7

0.5

0.8

1.0

0

4.3

3

4.2

0.4

0.7

3.3

0

1.2

4

4.1

0.3

0.2

4.1

0

2.1

5

1.3

1.5

1.8

1.6

0

0.2

6

4.2

3.9

0.1

0.2

0

0.1

7

4.2

0.1

4.6

0.2

0

4.1

8

0.3

0.7

0.3

3.5

0

2.0

9

4.5

0.5

0.6

4.1

0

0.3

10

4.1

0.2

0.1

2.5

0

4.2

Test

X 1

X 2

X 3

X 4

X 5

X 6

11

0.5

0.5

0.3

1.0

0

0.1

12

2.3

2.7

1.3

1.0

0

1.1

13

1.7

1.5

3.2

1.4

0

1.6

14

1.2

1.8

2.6

1.9

0

3.1

15

1.3

1.7

1.5

2.0

0

2.6

16

2.2

2.4

2.7

3.2

0

2.1

17

2.3

2.3

2.0

1.0

0

0.1

18

3.1

3.1

3.2

3.7

0

2.6

19

3.6

2.7

3.0

2.6

0

3.9

20

1.9

2.3

2.5

1.7

0

4.6