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Table 1 Scalability results for Wagner’s algorithm, sequential CUTTER, and parallel CUTTER on scale-free graphs

From: Efficient reconstruction of biological networks via transitive reduction on general purpose graphics processors

 

Unweighted

Weighted

size

1,000

2,500

10,000

1,000

2,500

10,000

W [sec]

2.14

34.33

2137.18

NA

NA

NA

STR [sec]

1.18

18.42

1186.39

7.52

120.21

10524.08

PTR [sec]

1.77

1.84

3.27

2.58

6.69

114.00

STR vs. W

1.82

1.86

1.80

NA

NA

NA

PTR vs. W

1.21

18.67

653.05

NA

NA

NA

PTR vs. STR

0.67

10.02

362.92

2.92

17.97

92.32

  1. W = Wagner’s algorithm, STR = Sequential Cutter, PTR = Parallel Cutter, NA = not applicable (Wagner’s algorithm is restricted to unweighted graphs). The first block shows the absolute runtimes and the second gives the relative speed-ups.