From: Cost-based analyses of random neighbor and derived sampling methods
Method | Selecting hubs (top \(5\%\)) | Selecting full graph | ||||
---|---|---|---|---|---|---|
\({C_v}\) | \({C_n}\) | \({C_s}\) | \({C_v}\) | \({C_n}\) | \({C_s}\) | |
RV | 23,061 | – | 3979 | 35,251 | − | 4000 |
RN | 6351 | 6351 | 2464 | 300,857 | 300,857 | 4000 |
\(RV\!N\) | 4837 | 4837 | 3404 | 24,531 | 24,530 | 4000 |
RkN—\(k=1\) (RN) | 6351 | 6351 | 2464 | 300,857 | 300,857 | 4000 |
RkN—\(k=2\) | 3166 | 6331 | 2463 | 139,021 | 278,040 | 4000 |
RkN—\(k=3\) | 2191 | 6571 | 2493 | 94,175 | 282,519 | 4000 |
RkN—\(k=6\) | 1497 | 6421 | 2590 | 48,621 | 208,456 | 4000 |
RkN—\(k=7\) | 1481 | 6663 | 2653 | 40,491 | 182,306 | 4000 |
RkN—\(k=8\) | 1420 | 6637 | 2661 | 34,483 | 161,077 | 4000 |
RkN—\(k=\infty\) | 1204 | 7205 | 2867 | 10,559 | 63,310 | 4000 |
\(RV\!kN\)—\(k=1\) \((RV\!N)\) | 4837 | 4837 | 3404 | 24,531 | 24,530 | 4000 |
\(RV\!kN\)—\(k=2\) | 2807 | 5613 | 3138 | 20,994 | 41,987 | 4000 |
\(RV\!kN\)—\(k=3\) | 1880 | 5638 | 2931 | 18,700 | 56,096 | 4000 |
\(RV\!kN\)—\(k=6\) | 1450 | 6212 | 2965 | 14,268 | 61,185 | 4000 |
\(RV\!kN\)—\(k=7\) | 1379 | 6203 | 2969 | 13,419 | 60,434 | 4000 |
\(RV\!kN\)—\(k=8\) | 1365 | 6376 | 2995 | 12,844 | 60,006 | 4000 |
\(RV\!kN\)—\(k=\infty\) | 1118 | 6694 | 3054 | 7951 | 47,650 | 4000 |