|
| QoS属性 |
方法 |
矩阵密度= 10% |
矩阵密度= 20% |
矩阵密度= 80% |
矩阵密度= 90% |
|
|
美 |
NMAE |
美 |
NMAE |
美 |
NMAE |
美 |
NMAE |
|
| 响应时间(0-20s) |
UIPCC |
0.5842 |
0.6433 |
0.4514 |
0.4970 |
0.3475 |
0.3822 |
0.3443 |
0.3785 |
| LACF |
0.5612 |
0.6181 |
0.4778 |
0.5262 |
0.3692 |
0.4062 |
0.3637 |
0.3995 |
| RegionKNN |
0.5491 |
0.6048 |
0.5155 |
0.5677 |
0.4950 |
0.5446 |
0.4860 |
0.5338 |
| 及 |
0.4865 |
0.5361 |
0.4305 |
0.4743 |
0.3751 |
0.4123 |
0.3733 |
0.4098 |
| NMF |
0.4774 |
0.5261 |
0.4269 |
0.4703 |
0.3723 |
0.4093 |
0.3705 |
0.4068 |
| 带头人, |
0.4792 |
0.5281 |
0.4202 |
0.4630 |
0.3665 |
0.4029 |
0.3677 |
0.4037 |
| LBR |
0.4806 |
0.5293 |
0.4301 |
0.4737 |
0.3761 |
0.4138 |
0.3736 |
0.4103 |
| 羟甲基糠醛 |
0.4815 |
0.5302 |
0.4298 |
0.4732 |
0.3734 |
0.4110 |
0.3698 |
0.4070 |
| EFMPred |
0.3878 |
0.4083 |
0.3332 |
0.3606 |
0.2641 |
0.2910 |
0.2599 |
0.2825 |
| LANFM |
0.3607 |
0.3966 |
0.3247 |
0.3571 |
0.2635 |
0.2903 |
0.2577 |
0.2823 |
| 改善 |
6.98
|
2.85
|
2.55
|
0.97
|
0.24
|
0.25
|
0.84
|
0.06
|
|
| 吞吐量(0 - 1000 kbps) |
UIPCC |
22.3274 |
0.4700 |
18.8646 |
0.3966 |
13.5460 |
0.2845 |
13.0623 |
0.2776 |
| LACF |
19.4303 |
0.4087 |
16.4495 |
0.3459 |
12.4200 |
0.2609 |
12.1073 |
0.2545 |
| RegionKNN |
24.8487 |
0.5226 |
24.0169 |
0.5050 |
24.0414 |
0.5050 |
23.9013 |
0.5023 |
| 及 |
15.9794 |
0.3362 |
13.9052 |
0.2924 |
12.1408 |
0.2551 |
11.9442 |
0.2520 |
| NMF |
15.5678 |
0.3275 |
13.5386 |
0.2847 |
11.9260 |
0.2506 |
11.7964 |
0.2489 |
| 带头人, |
15.1393 |
0.3185 |
13.1799 |
0.2772 |
11.8641 |
0.2493 |
11.7977 |
0.2489 |
| LBR |
15.4431 |
0.3248 |
13.6455 |
0.2869 |
12.1012 |
0.2542 |
11.9560 |
0.2513 |
| 羟甲基糠醛 |
15.7076 |
0.3304 |
13.5961 |
0.2859 |
11.6637 |
0.2450 |
11.5562 |
0.2429 |
| EFMPred |
13.2966 |
0.2811 |
11.4295 |
0.2417 |
8.6713 |
0.1829 |
8.3839 |
0.1773 |
| LANFM |
12.8365 |
0.2714 |
11.0560 |
0.2338 |
8.5160 |
0.1796 |
8.2561 |
0.1746 |
| 改善 |
3.46
|
3.45
|
3.27
|
3.27
|
1.79
|
1.80
|
1.52
|
1.52
|
|
|