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3 KMPRVFL和对比算法在AwA2数据集上的性能

Table 3 Classification performance of KMPRVFL and other algorithms on AwA2 dataset

Datasets?A Datasets?B KMPRVFL KRVFL MED?2C PSVM?2V Accuracy STD Accuracy STD Accuracy STD Accuracy STD Average 87.41% 0.019 82.58% 0.031 79.78% 0.034 83.59% 0.054 1 chimps panda 91.01% 0.009 87.14% 0.027 86.93% 0.027 90.92% 0.023 2 chimps leopard 92.50% 0.01 86.84% 0.018 82.80% 0.04 87.61% 0.043 3 chimps cat 92.18% 0.023 86.65% 0.034 82.07% 0.049 86.52% 0.067 4 chimps pig 89.15% 0.05 82.09% 0.05 82.86% 0.033 83.81% 0.056 5 chimps hippo 89.05% 0.014 86.84% 0.022 82.82% 0.043 84.45% 0.063 6 chimps rat 89.78% 0.023 82.36% 0.041 75.12% 0.035 81.16% 0.082 7 chimps seal 91.90% 0.012 81.46% 0.035 83.07% 0.026 87.76% 0.016 8 panda leopard 92.83% 0.016 88.84% 0.014 84.31% 0.026 90.46% 0.012 9 panda cat 95.05% 0.015 90.04% 0.026 88.03% 0.02 89.53% 0.067 10 panda pig 90.53% 0.014 83.62% 0.025 78.83% 0.042 83.46% 0.035 11 panda hippo 93.89% 0.013 87.69% 0.018 87.47% 0.009 91.13% 0.05 12 panda rat 91.75% 0.02 85.92% 0.043 82.25% 0.025 86.57% 0.064 13 panda seal 92.62% 0.024 89.10% 0.017 86.89% 0.033 89.63% 0.026 14 leopard cat 91.74% 0.015 86.94% 0.021 86.15% 0.033 90.69% 0.045 15 leopard pig 85.56% 0.037 82.62% 0.028 78.53% 0.027 84.11% 0.057 16 leopard hippo 91.13% 0.01 83.10% 0.028 82.54% 0.037 88.49% 0.092 17 leopard rat 87.58% 0.014 84.53% 0.033 80.17% 0.04 85.21% 0.082 18 leopard seal 90.78% 0.019 86.47% 0.027 87.83% 0.045 88.00% 0.091 19 cat pig 84.87% 0.037 79.27% 0.044 73.92% 0.061 76.80% 0.055 20 cat hippo 89.57% 0.016 87.08% 0.029 85.07% 0.037 86.29% 0.074 21 cat rat 77.01% 0.029 74.17% 0.04 62.40% 0.025 68.46% 0.043 22 cat seal 86.52% 0.023 76.55% 0.044 82.60% 0.038 83.68% 0.06 23 pig hippo 82.20% 0.019 77.21% 0.055 71.42% 0.037 74.49% 0.066 24 pig rat 73.18% 0.029 69.21% 0.032 70.52% 0.025 74.31% 0.08 25 pig seal 84.59% 0.021 78.27% 0.045 71.86% 0.037 77.08% 0.092 26 hippo rat 85.17% 0.02 82.92% 0.019 72.94% 0.035 75.23% 0.056 27 hippo seal 81.41% 0.026 70.45% 0.034 67.08% 0.03 69.48% 0.053 28 rat seal 80.59% 0.036 77.32% 0.042 71.96% 0.02 75.69% 0.017