核化的多视角特权协同随机矢量功能链接网络及其增量学习方法

吴天宇, 王士同

Kernel Multi⁃view Privileged Random vector functional link net⁃work and its incremental learning method

Tianyu Wu, Shitong Wang

表2 KMPRVFL和对比算法在NUS?wide数据集上的性能

Table 2 Binary classification performance of KMPRVFL and other algorithms on NUS?wide dataset

Datasets?A Datasets?B KMPRVFL KRVFL MED?2C PSVM?2V Accuracy STD Accuracy STD Accuracy STD Accuracy STD Average 84.00% 0.023 77.63% 0.018 78.23% 0.221 79.66% 0.024 1 buildings computer 83.86% 0.021 71.93% 0.015 77.17% 0.015 78.36% 0.012 2 buildings elk 86.57% 0.022 81.01% 0.017 81.04% 0.017 82.23% 0.015 3 buildings fox 90.64% 0.013 82.28% 0.035 83.41% 0.035 84.30% 0.029 4 buildings horses 85.35% 0.030 76.42% 0.011 78.87% 0.011 79.82% 0.015 5 buildings moon 83.59% 0.023 75.16% 0.009 81.65% 0.009 78.52% 0.020 6 buildings plants 85.98% 0.015 79.19% 0.013 81.34% 0.013 82.25% 0.007 7 buildings road 72.68% 0.013 63.93% 0.026 62.08% 0.026 65.22% 0.027 8 computer elk 86.12% 0.033 77.21% 0.025 77.47% 0.025 78.66% 0.025 9 computer fox 85.41% 0.031 76.39% 0.030 75.18% 0.030 76.92% 0.024 10 computer horses 89.04% 0.022 78.11% 0.012 81.52% 0.012 82.90% 0.016 11 computer moon 83.10% 0.028 76.45% 0.026 74.64% 0.026 77.99% 0.029 12 computer plants 87.00% 0.012 80.68% 0.014 79.90% 0.014 81.34% 0.013 13 computer road 81.36% 0.021 74.51% 0.034 70.62% 0.034 76.17% 0.033 14 elk fox 75.45% 0.030 68.95% 0.023 68.57% 0.023 70.65% 0.026 15 elk horses 78.88% 0.021 76.67% 0.023 75.73% 0.023 76.74% 0.024 16 elk moon 87.77% 0.029 82.68% 0.013 83.98% 0.013 84.53% 0.025 17 elk plants 84.77% 0.033 82.21% 0.009 83.75% 0.009 83.09% 0.012 18 elk road 82.60% 0.022 78.90% 0.032 79.24% 0.032 79.28% 0.032 19 fox horses 83.80% 0.021 76.65% 0.018 77.68% 0.018 79.99% 0.019 20 fox moon 86.22% 0.023 81.94% 0.044 82.25% 0.044 83.92% 0.045 21 fox plants 79.83% 0.057 79.73% 0.014 73.88% 0.014 82.31% 0.004 22 fox road 84.16% 0.033 78.81% 0.033 81.67% 0.033 79.65% 0.031 23 horses moon 88.18% 0.033 82.56% 0.028 83.76% 0.028 84.59% 0.032 24 horses plants 89.15% 0.011 85.05% 0.012 85.12% 0.012 86.73% 0.015 25 horses road 80.14% 0.012 73.94% 0.035 74.57% 0.035 75.67% 0.039 26 moon plants 86.90% 0.028 81.11% 0.033 82.40% 0.033 83.03% 0.027 27 moon road 81.34% 0.027 74.71% 0.015 75.23% 0.015 76.67% 0.029 28 plants road 82.13% 0.017 76.43% 0.031 77.68% 0.030 78.97% 0.030