融合标签结构依赖性的标签分布学习
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黄雨婷,徐媛媛,张恒汝,闵帆
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Label distribution learning by exploiting structural label dependency
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Yuting Huang,Yuanyuan Xu,Hengru Zhang,Fan Min
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表12 Dtt数据集上的实验结果
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Table 12 Experimental results on the Dtt dataset
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| Euclidean↓ | S?rensen↓ | Squard χ2↓ | KL↓ | Intersection↑ | Fidelity↑ |
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SD?LDL | 0.0495±0.0015(1) | 0.0429±0.0013(2) | 0.0066±0.0038(2) | 0.0063±0.0029(2) | 0.9571±0.0013(2) | 0.9983±0.0021(3) | PT?Bayes | 0.4879±0.0242(8) | 0.4156±0.0192(8) | 0.5416±0.0438(8) | 0.9069±0.1580(8) | 0.5844±0.0192(8) | 0.8113±0.0186(8) | PT?SVM | 0.0516±0.0029(5) | 0.0447±0.0024(5) | 0.0071±0.0009(6) | 0.0071±0.0009(6) | 0.9553±0.0024(5) | 0.9982±0.0003(5) | AA?kNN | 0.0512±0.0019(4) | 0.0443±0.0017(4) | 0.0071±0.0007(5) | 0.0070±0.0007(5) | 0.9557±0.0017(4) | 0.9982±0.0002(4) | AA?BP | 0.0622±0.0032(7) | 0.0531±0.0029(7) | 0.0097±0.0012(7) | 0.0122±0.0037(7) | 0.9465±0.0024(7) | 0.9969±0.0011(7) | IIS?LLD | 0.0535±0.0023(6) | 0.0480±0.0023(6) | 0.0068±0.0005(3) | 0.0068±0.0005(3) | 0.9520±0.0023(6) | 0.9983±0.0013(2) | BFGS?LLD | 0.0495±0.0019(2) | 0.0409±0.0017(1) | 0.0058±0.0005(1) | 0.0054±0.0004(1) | 0.9584±0.0023(1) | 0.9989±0.0010(1) | EDL | 0.0508±0.0022(3) | 0.0440±0.0018(3) | 0.0069±0.0007(4) | 0.0068±0.0008(4) | 0.9560±0.0018(3) | 0.9982±0.0003(5) |
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