Research Article
General Collaborative Filtering for Web Service QoS Prediction
Table 3
Performance Comparison in terms of NMAE.
| Methods | Density=5 | Density=10 | Density=15 | Density=20 | Density=25 | Density=30 | NMAE | NMAE | NMAE | NMAE | NMAE | NMAE |
| UPCC | 0.70400.0036 | 0.61250.0024 | 0.56770.0018 | 0.53600.0017 | 0.51430.0009 | 0.49960.0011 | IPCC | 0.70080.0026 | 0.65500.0034 | 0.56120.0022 | 0.50230.0019 | 0.47690.0008 | 0.45750.0015 | UIPCC | 0.69090.0026 | 0.64130.0031 | 0.55170.0021 | 0.49560.0018 | 0.47100.0017 | 0.45250.0013 | UCMF | 0.69290.0281 | 0.60410.0351 | 0.51850.0075 | 0.48940.0035 | 0.47320.0066 | 0.46130.0036 | DNN-CF | 0.57860.0086 | 0.5168 | 0.48750.0117 | 0.47440.0129 | 0.45850.0142 | 0.45770.0317 | NLMF | 0.57060.0104 | 0.51270.0040 | 0.48700.0041 | 0.47090.0043 | 0.45270.0043 | 0.44550.0020 | ResNet-CF | 0.56830.0076 | 0.51130.0090 | 0.47900.0084 | 0.46380.0089 | 0.45020.0049 | 0.43800.0033 | HyResNet-CF | 0.56370.0078 | 0.50080.0050 | 0.47440.0047 | 0.45700.0056 | 0.44360.0051 | 0.43640.0035 |
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