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Table 2 The average number of variables selected by the sparse logistic regressions with the L 1/2 , L EN and L 1 penalties in 30 runs

From: Sparse logistic regression with a L1/2 penalty for gene selection in cancer classification

 

Sample size

L1/2

LEN

L1

ρ = 0.1 , σ = 0.2

n=50

7.5

31.6

27.1

n=80

8.8

43.1

40.3

n=100

8.9

49.7

45.7

ρ = 0.1 , σ = 0.6

n=50

8.3

33.6

29.2

n=80

10.6

45.7

41.9

n=100

10.8

54.4

50.1

ρ = 0.4 , σ = 0.2

n=50

7.8

33.5

28.3

n=80

8.9

44.5

41.8

n=100

9.0

51.2

46.6

ρ = 0.4 , σ = 0.6

n=50

8.6

41.3

29.9

n=80

10.7

45.9

44.1

 

n=100

11.2

56.4

53.4