用结构减法比较一组迭代次数

( A, B )---5*30*2---( 1, 0 )( 0, 1 )

让网络的输入只有5个节点,AB训练集各由5张二值化的图片组成,让A中有5个1。B中全是0,收敛误差7e-4,收敛199次,统计迭代次数并排序。

共有34个结构

1

0

0

0

1

1

3684

6

1

1

0

0

9453

11

0

0

0

0

13189

0

0

0

1

0

3684

0

0

0

1

9453

1

1

1

1

13189

0

0

0

1

0

3684

0

0

1

0

9453

1

0

0

0

13189

0

0

0

0

1

3684

0

1

0

0

9453

0

0

0

0

13189

0

0

0

0

0

3684

0

0

0

0

9453

0

0

0

0

13189

3684

2

1

0

1

3933

7

1

1

0

9826

12

1

1

0

14084

1

0

0

3933

0

0

1

9826

1

0

0

14084

0

1

0

3933

1

0

0

9826

1

1

0

14084

0

0

1

3933

1

0

0

9826

0

0

0

14084

0

0

0

3933

0

0

0

9826

0

0

0

14084

3

1

1

1

4759

8

1

1

1

11506

13

1

1

0

0

16047

0

1

0

4759

1

0

0

11506

0

1

0

0

16047

0

0

1

4759

1

0

0

11506

0

0

1

1

16047

0

0

0

4759

0

0

0

11506

0

0

0

0

16047

0

0

0

4759

0

0

0

11506

0

0

0

0

16047

4

0

1

1

8250

9

1

1

0

11768

14

1

1

0

19054

1

1

0

8250

0

0

1

11768

0

1

1

19054

0

0

1

8250

0

0

1

11768

0

1

0

19054

0

0

0

8250

0

1

0

11768

0

0

0

19054

0

0

0

8250

0

0

0

11768

0

0

0

19054

5

1

1

1

0

9140

10

0

1

1

12410

15

0

1

1

19980

0

0

0

1

9140

0

0

1

12410

1

0

0

19980

0

0

1

0

9140

0

0

1

12410

0

1

1

19980

0

0

0

0

9140

0

0

1

12410

0

0

0

19980

0

0

0

0

9140

0

0

0

12410

0

0

0

19980

16

1

1

1

0

0

21134

21

0

0

0

0

25056

26

1

1

1

0

28805

0

0

0

1

0

21134

0

0

0

0

25056

0

0

0

1

28805

0

0

0

0

1

21134

0

1

1

0

25056

0

0

0

1

28805

0

0

0

0

0

21134

0

0

0

1

25056

0

0

0

0

28805

0

0

0

0

0

21134

1

1

0

0

25056

0

0

0

0

28805

17

0

0

1

22773

22

1

1

0

0

25222

27

1

0

0

29172

1

1

0

22773

0

0

1

0

25222

1

0

0

29172

0

0

1

22773

0

0

0

1

25222

1

0

0

29172

0

0

1

22773

0

0

0

0

25222

0

1

0

29172

0

0

0

22773

0

0

0

1

25222

0

1

0

29172

18

1

1

0

0

0

22775

23

1

1

0

1

1

25760

28

1

0

0

0

29116

0

0

1

0

0

22775

0

0

1

0

0

25760

0

1

0

0

29116

0

0

0

1

0

22775

0

0

0

0

0

25760

0

0

1

0

29116

0

0

0

0

1

22775

0

0

0

0

0

25760

0

0

0

1

29116

0

0

0

0

0

22775

0

0

0

0

0

25760

0

0

0

1

29116

19

0

0

1

23659

24

1

1

1

26144

29

1

1

1

0

32157

0

1

0

23659

1

1

0

26144

0

0

1

1

32157

0

1

0

23659

0

0

0

26144

0

0

0

0

32157

0

1

0

23659

0

0

0

26144

0

0

0

0

32157

0

1

0

23659

0

0

0

26144

0

0

0

0

32157

20

0

0

1

24182

25

1

0

0

27184

30

0

1

1

0

0

33210

0

0

1

24182

1

0

0

27184

0

0

0

1

1

33210

0

0

1

24182

1

0

0

27184

1

0

0

0

0

33210

0

1

0

24182

1

0

0

27184

0

0

0

0

0

33210

1

0

0

24182

1

0

0

27184

0

0

0

0

0

33210

31

1

0

0

33688

0

1

0

33688

0

0

1

33688

0

1

0

33688

0

0

1

33688

32

0

0

0

0

0

40493

0

0

0

0

0

40493

0

0

1

1

1

40493

1

1

0

0

0

40493

0

0

0

0

0

40493

33

1

0

0

0

0

45937

0

1

0

0

0

45937

0

0

1

0

0

45937

0

0

0

1

0

45937

0

0

0

0

1

45937

34

1

1

1

1

1

65713

0

0

0

0

0

65713

0

0

0

0

0

65713

0

0

0

0

0

65713

0

0

0

0

0

65713

( A, B )---6*30*2---( 1, 0 )( 0, 1 )

在做一个网络输入有6个节点,每个训练集有6张图片,A有6个1,B全是0,其中有9个结构

2

2

2

3

3

3

2.5

-

-

-

2

2

2

1

-

-

-

1

1

1

3092

2.5

-

-

-

3

-

-

-

-

-

1

-

-

3092

2.5

-

-

-

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3

-

-

-

-

-

1

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3092

2.5

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3

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-

1

3092

2.5

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3092

2.5

-

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-

-

-

-

-

-

-

-

3092

2.5

1

3

3

7

8

9

5.17

1

-

-

-

9

7

6

1

-

-

-

1

1

4107

5.17

-

-

-

-

3

-

-

-

-

-

1

-

4107

5.17

-

-

-

-

3

-

-

-

-

-

1

-

4107

5.17

-

-

-

-

-

8

-

-

-

-

-

1

4107

5.17

-

-

-

-

-

-

-

-

-

-

-

-

4107

5.17

-

-

-

-

-

-

-

-

-

-

-

-

4107

5.17

1

2

4

7

9

14

6.17

-

-

-

-

9

7

9

-

-

-

-

1

1

5106

6.17

1

-

-

-

2

-

1

-

-

-

1

-

5106

6.17

-

-

-

-

4

-

-

-

-

-

1

-

5106

6.17

-

-

-

-

-

14

-

-

-

-

-

1

5106

6.17

-

-

-

-

-

-

-

-

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-

-

5106

6.17

-

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-

-

-

-

-

-

-

-

5106

6.17

1

4

4

7

9

17

7

-

-

-

-

9

17

15

-

-

-

-

1

1

6891

7

-

-

-

-

4

-

-

-

-

-

1

-

6891

7

-

-

-

-

4

-

-

-

-

-

1

-

6891

7

1

-

-

-

-

7

1

-

-

-

-

1

6891

7

-

-

-

-

-

-

-

-

-

-

-

-

6891

7

-

-

-

-

-

-

-

-

-

-

-

-

6891

7

2

2

4

4

9

9

5

-

-

-

9

-

2

23

-

-

-

1

-

1

9764

5

-

-

-

9

2

-

-

-

-

1

1

-

9764

5

-

-

-

-

4

-

-

-

-

-

1

-

9764

5

-

-

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-

-

4

-

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-

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-

1

9764

5

-

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-

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-

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-

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-

9764

5

-

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-

-

-

-

-

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-

-

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9764

5

2

2

7

7

12

15

7.5

-

-

-

7

-

2

24

-

-

-

1

-

1

9969

7.5

-

-

-

7

-

2

-

-

-

1

-

1

9969

7.5

-

-

-

-

12

-

-

-

-

-

1

-

9969

7.5

-

-

-

-

-

15

-

-

-

-

-

1

9969

7.5

-

-

-

-

-

-

-

-

-

-

-

-

9969

7.5

-

-

-

-

-

-

-

-

-

-

-

-

9969

7.5

8

8

8

10

10

17

10.2

-

-

-

17

10

10

28

-

-

-

1

1

1

11105

10.2

-

-

-

8

-

-

-

-

-

1

-

-

11105

10.2

-

-

-

8

-

-

-

-

-

1

-

-

11105

10.2

-

-

-

8

-

-

-

-

-

1

-

-

11105

10.2

-

-

-

-

-

-

-

-

-

-

-

-

11105

10.2

-

-

-

-

-

-

-

-

-

-

-

-

11105

10.2

7

7

10

10

14

14

10.3

-

-

-

7

10

-

42

-

-

-

1

1

-

16541

10.3

-

-

-

7

-

10

-

-

-

1

-

1

16541

10.3

-

-

-

14

-

-

-

-

-

1

-

-

16541

10.3

-

-

-

14

-

-

-

-

-

1

-

-

16541

10.3

-

-

-

-

-

-

-

-

-

-

-

-

16541

10.3

-

-

-

-

-

-

-

-

-

-

-

-

16541

10.3

9

9

9

9

15

15

11

-

-

-

9

9

-

52

-

-

-

1

1

-

21602

11

-

-

-

-

-

15

-

-

-

-

-

1

21602

11

-

-

-

-

-

15

-

-

-

-

-

1

21602

11

-

-

-

9

9

-

-

-

-

1

1

-

21602

11

-

-

-

-

-

-

-

-

-

-

-

-

21602

11

-

-

-

-

-

-

-

-

-

-

-

-

21602

11

分别是6a1,6,9,15,23,24,28,42,52.然后分别对这9个结构做减法

6a52

9

9

-

-

-

15

-

-

15

9

9

-

5a9

1

1

0

5a15

0

1

1

0

0

1

1

0

0

0

0

1

0

1

1

0

1

0

0

0

0

0

0

0

0

0

0

比如6a52减1,只能得到4个5a9和2个5a15,所以有

则6a52用5a9和5a15标定,得到(4*9+2*15)/6=11,其余8个结构用同样的算法标定,得到

曲线几乎是单调递增的,

和迭代次数的顺序几乎一致。

所以可以用结构加法的系数去比较迭代次数。