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Table 3 Observed and with different multiple imputation methods predicted T- and UICC-stage-specific numbers of cases for breast cancer and malignant melanoma

From: Imputation of missing values of tumour stage in population-based cancer registration

  

Breast cancer

Malignant melanoma

  

Observed

PR

PMM

RF

Prop

Observed

PR

PMM

RF

Prop

T-stage

           

1

N

8,909.0

8,903.2

8,903.5

8,788.2

8,950.5

1,017.0

1,009.8

1,014.5

962.3

1,013.7

 

SD

94.4

96.5

96.5

108.6

97.6

31.9

37.4

38.2

207.2

37.3

2

N

6,235.0

6,236.7

6,239.5

6,394.9

6,228.6

338.0

341.8

340.2

332.7

341.2

 

SD

79.0

82.6

83.0

83.3

84.1

18.4

26.8

29.9

116.8

25.7

3

N

944.0

944.5

946.7

944.9

936.4

214.0

212.1

209

242.1

209.0

 

SD

30.7

33.0

33.3

33.8

32.7

14.6

18.7

19.2

129.6

17.7

4

N

1,074.0

1,077.6

1,072.3

1,034.1

1,046.5

116.0

121.3

121.3

147.9

121.1

 

SD

32.8

36.3

35.9

57.3

35.3

10.8

13.6

15.5

121.8

16.6

MAD

  

59.8

57.8

341.9

104.1

 

48.4

55.4

409.2

49.2

 

SD

 

23.3

30.1

97.5

30.4

 

23.5

26.1

242.6

20.3

UICC-stage

           

I

N

6,859.0

6,865.7

6,856.7

6,096.1

6,642

1,321.0

1,269.8

1,276.8

1,213.7

1,267.8

 

SD

82.8

85.4

85.4

261.0

85.5

36.3

39.5

41.1

222.0

41.7

II

N

7,123.0

7,119.5

7,133.9

6,891.8

7,295.9

216.0

204.4

208.4

271.1

238.6

 

SD

84.4

87.5

87.4

425.7

88.8

14.7

24.7

24.8

143.1

21.5

III

N

2,371.0

2,361.7

2,351.9

3,206.1

2,462.6

122.0

149.9

124.5

173.4

143.6

 

SD

48.7

53.2

53.0

381.6

58.4

11.0

21.2

22.9

199.8

17.5

IV

N

809.0

815.1

819.5

968.0

761.5

26.0

60.9

75.2

26.9

35.0

 

SD

28.4

31.3

31.6

593.6

32.2

5.1

14.8

18.4

8.6

9.5

MAD

  

68.5

72.7

2182.4

528.8

 

133.9

126.9

344.4

107.5

 

SD

 

25.8

30.9

988.5

47.2

 

28.1

35.6

411.8

41.5

  1. N Number of cases
  2. SD Standard deviation
  3. PR Polytomous regression
  4. PMM Predictive mean matching
  5. RF Random forests
  6. Prop Proportional sampling
  7. MAD Mean absolute difference between the predicted number of caces in all 50 imputations and the observed number of cases.