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Table 2 Lower bound on k and execution time (Gaussian matrix with n=1024)

From: Computable performance guarantees for compressed sensing matrices

Matrix A

Pick-1

k(UB(α2)b)

k(α1)

LPa

 (a) Lower bound on k

102×1024

2

3

2

2

205×1024

4

4

4

4

307×1024

5

6

5

5

410×1024

7

8

7

7

512×1024

9

10

9

9

614×1024

12

13

12

12

717×1024

16

17

15

16

819×1024

21

23

20

21

922×1024

32

36

30

32

 (b) Execution time (Unit: second)

102×1024

237

24 h

237

200

205×1024

452

24 h

452

429

307×1024

796

24 h

796

723

410×1024

1207

24 h

1207

1073

512×1024

1952

24 h

1952

1600

614×1024

2150

24 h

2150

2217

717×1024

1337

24 h

1337

2992

819×1024

838

24 h

838

3904

922×1024

386

24 h

386

4730

  1. aLinear programming [8]
  2. bUpper bound of α2 obtained from 1-Step TSA after 24 hours’ run