Advances, Systems and Applications
Data volume | Machines | Similar matrix (sec) | Eigenvector (sec) | K-means (sec) | Total time (sec) |
---|---|---|---|---|---|
DS1 (10000) | 1 | 0.386 | 0.481 | 0.156 | 1.023 |
2 | 0.532 | 1.099 | 3.436 | 5.067 | |
4 | 0.186 | 0.364 | 1.137 | 1.687 | |
6 | 0.096 | 0.175 | 0.582 | 0.853 | |
8 | 0.038 | 0.065 | 0.231 | 0.334 | |
10 | 0.025 | 0.050 | 0.204 | 0.279 | |
DS2 (50000) | 1 | 7.251 | 9.315 | 2.947 | 19.513 |
2 | 9.814 | 12.879 | 4.139 | 26.832 | |
4 | 3.162 | 3.963 | 1.376 | 8.501 | |
6 | 2.299 | 2.829 | 1.239 | 6.367 | |
8 | 1.477 | 1.881 | 0.910 | 4.268 | |
10 | 1.218 | 1.555 | 0.887 | 3.660 | |
DS3 (100000) | 1 | 19.228 | 23.982 | 8.572 | 51.782 |
2 | 11.234 | 14.409 | 4.414 | 30.057 | |
4 | 5.736 | 6.538 | 2.246 | 14.520 | |
6 | 4.007 | 5.587 | 1.432 | 11.026 | |
8 | 2.965 | 4.056 | 0.901 | 7.922 | |
10 | 2.359 | 3.453 | 0.654 | 6.466 | |
DS4 (1000000) | 1 | 7671.580 | 9603.573 | 3422.564 | 20697.717 |
2 | 37.590 | 46.058 | 16.678 | 100.326 | |
4 | 19.629 | 23.755 | 8.719 | 53.103 | |
6 | 10.126 | 18.473 | 6.475 | 35.074 | |
8 | 8.797 | 13.532 | 4.865 | 27.194 | |
10 | 6.894 | 11.415 | 3.852 | 22.161 | |
DS5 (5000000) | 1 | 31602.604 | 39909.984 | 16630.820 | 88143.408 |
2 | 150.853 | 191.559 | 80.850 | 423.262 | |
4 | 75.164 | 98.906 | 39.213 | 213.283 | |
6 | 50.273 | 70.427 | 22.087 | 142.787 | |
8 | 40.032 | 53.142 | 18.521 | 111.695 | |
 | 10 | 30.841 | 42.112 | 13.940 | 86.893 |