From: Cost-based analyses of random neighbor and derived sampling methods
ER graphs | BA graphs | |||||||
---|---|---|---|---|---|---|---|---|
\(\mu =4\) | \(\mu =10\) | \(\mu =16\) | \(\mu =30\) | \(\mu =4\) | \(\mu =10\) | \(\mu =16\) | \(\mu =30\) | |
Sampling 0.025n | ||||||||
\(n=500\) | .77 | .72 | .66 | .65 | .92 | .87 | .84 | .82 |
\(n=1000\) | .8 | .72 | .68 | .65 | .95 | .94 | .91 | .85 |
\(n=2500\) | .81 | .74 | .7 | .64 | .99 | .98 | .96 | .92 |
\(n=5000\) | .84 | .72 | .72 | .65 | .99 | .98 | .96 | .94 |
Sampling 0.05n | ||||||||
\(n=500\) | .78 | .72 | .70 | .67 | .96 | .92 | .86 | .85 |
\(n=1000\) | .82 | .74 | .72 | .68 | .97 | .95 | .91 | .88 |
\(n=2500\) | .84 | .8 | .72 | .71 | .98 | .98 | .96 | .93 |
\(n=5000\) | .83 | .75 | .72 | .68 | .99 | .98 | .97 | .95 |
Sampling 0.075n | ||||||||
\(n=500\) | .83 | .73 | .72 | .66 | .98 | .93 | .88 | .88 |
\(n=1000\) | .83 | .74 | .73 | .67 | .98 | .96 | .95 | .9 |
\(n=2500\) | .86 | .76 | .75 | .69 | .99 | .98 | .96 | .94 |
\(n=5000\) | .87 | .78 | .72 | .7 | .99 | .99 | .98 | .96 |
Sampling 0.1n | ||||||||
\(n=500\) | .82 | .77 | .72 | .68 | .98 | .95 | .9 | .87 |
\(n=1000\) | .85 | .75 | .73 | .71 | .99 | .96 | .96 | .93 |
\(n=2500\) | .85 | .8 | .73 | .71 | .99 | .99 | .98 | .95 |
\(n=5000\) | .87 | .81 | .76 | .67 | 1 | .99 | .99 | .97 |