Skip to main content

Table 3 The frequencies of the relevant variables obtained 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

Method

     

ρ = 0.1 , σ = 0.2

n=50

L1/2

21

22

19

15

15

LEN

24

25

21

17

17

L1

22

24

20

15

17

n=80

L1/2

30

30

30

30

30

LEN

30

29

30

30

30

L1

30

29

30

30

30

n=100

L1/2

30

30

30

30

30

LEN

30

30

30

30

30

L1

30

30

30

30

30

ρ = 0.1 , σ = 0.6

n=50

L1/2

17

17

17

14

14

LEN

18

19

17

16

14

L1

18

18

18

16

15

n=80

L1/2

30

29

30

28

28

LEN

30

28

30

28

27

L1

30

28

30

27

26

n=100

L1/2

30

30

30

30

30

LEN

30

30

30

30

30

L1

30

30

30

28

30

ρ = 0.4 , σ = 0.2

n=50

L1/2

19

18

18

16

15

LEN

21

22

21

17

17

L1

18

21

19

16

17

n=80

L1/2

30

30

30

30

30

LEN

30

28

30

29

29

L1

30

27

30

29

29

n=100

L1/2

30

30

30

30

30

LEN

30

30

30

30

30

L1

30

30

30

29

29

ρ = 0.4 , σ = 0.6

n=50

L1/2

14

16

15

12

12

LEN

17

17

17

12

14

L1

17

15

14

9

13

n=80

L1/2

29

25

26

28

29

LEN

28

24

24

27

24

L1

27

24

24

23

23

n=100

L1/2

30

29

30

30

30

LEN

30

27

28

28

30

  

L1

29

27

27

28

30