premise string | hypothesis string | label int64 |
|---|---|---|
| | Evaluationmetric | MM | ALS | B-NFM | PGM | DRCC |
| --- | --- | --- | --- | --- | --- | --- |
| K=3 | AC<br>NMI | 0.9173<br>(2.800e-4)<br>0.7351<br>(2.488e-3) | 0.9133<br>(2.6111e-4)<br>0.7344<br>(1.654e-3) | 0.8820<br>(1.644e-4)<br>0.6806<br>(6.069e-4) | 0.9160<br>(1.800e-4)<br>0.7307<br>(1.792e-3) | 0.9013<br>(3.589e-4)<br>0.7115<br>(1.704e-3) |
| K=4 | AC<br>NMI | 0.7140<br>(8.518e-4)<br>0.4654<br>(1.726e-3) | 0.6520<br>(8.611e-3)<br>0.4181<br>(3.279e-3) | 0.6780<br>(4.138e-4)<br>0.4446<br>(5.964e-4) | 0.7195<br>(5.325e-4)<br>0.4680<br>(1.181e-3) | 0.6575<br>(3.237e-3)<br>0.4071<br>(3.278e-3) |
| K=5 | AC<br>NMI | 0.6216<br>(7.731e-3)<br>0.5201<br>(2.080e-3) | 0.7112<br>(3.292e-4)<br>0.5590<br>(1.018e-3) | 0.6104<br>(3.839e-3)<br>0.4992<br>(2.921e-3) | 0.6764<br>(1.533e-3)<br>0.5373<br>(9.196e-4) | 0.6632<br>(2.792e-4)<br>0.5198<br>(2.156e-4) | | | K=6 | AC<br>NMI | 0.5370<br>(4.249e-3)<br>0.4007<br>(9.891e-4) | 0.5337<br>(3.626e-3)<br>0.3852<br>(6.482e-4) | 0.5156<br>(3.812e-3)<br>0.3980<br>(1.197e-3) | 0.5466<br>(4.257e-3)<br>0.3962<br>(1.507e-3) | 0.4983<br>(1.061e-3)<br>0.3670<br>(1.348e-3) |
| --- | --- | --- | --- | --- | --- | --- |
| K=7 | AC<br>NMI | 0.5988<br>(8.816e-5)<br>0.5382<br>(7.593e-4) | 0.5974<br>(3.295e-3)<br>0.5378<br>(1.607e-3) | 0.5762<br>(1.051e-3)<br>0.4972<br>(7.238e-4) | 0.5940<br>(3.704e-3)<br>0.5342<br>(9.776e-4) | 0.6585<br>(1.789e-3)<br>0.5629<br>(9.366e-4) |
| K=8 | AC<br>NMI | 0.6455<br>(3.217e-3)<br>0.5427<br>(5.694e-4) | 0.6162<br>(8.523e-4)<br>0.5496<br>(6.968e-4) | 0.5930<br>(3.880e-3)<br>0.4979<br>(1.329e-3) | 0.5942<br>(3.267e-3)<br>0.5152<br>(2.243e-3) | 0.6270<br>(2.312e-3)<br>0.5033<br>(3.711e-3) |
| K=9 | AC<br>NMI | 0.5211<br>(1.251e-3)<br>0.4621<br>(3.209e-4) | 0.5567<br>(8.173e-4)<br>0.4716<br>(3.473e-4) | 0.5137<br>(5.528e-4)<br>0.4343<br>(3.890e-4) | 0.5302<br>(1.816e-3)<br>0.4720<br>(5.279e-4) | 0.5240<br>(7.867e-4)<br>0.4493<br>(8.811e-4) |
| K=10 | AC<br>NMI | 0.4980<br>(1.154e-3)<br>0.4470<br>(7.543e-4) | 0.4800<br>(9.220e-4)<br>0.4505<br>(5.267e-4) | 0.4474<br>(5.823e-4)<br>0.4089<br>(3.474e-4) | 0.4958<br>(1.833e-3)<br>0.4516<br>(2.051e-3) | 0.4668<br>(2.846e-3)<br>0.4053<br>(3.402e-3) | | 1 |
| | Evaluationmetric | MM | ALS | B-NFM | PGM | DRCC |
| --- | --- | --- | --- | --- | --- | --- |
| K=3 | AC<br>NMI | 0.9173<br>(2.800e-4)<br>0.7351<br>(2.488e-3) | 0.9133<br>(2.6111e-4)<br>0.7344<br>(1.654e-3) | 0.8820<br>(1.644e-4)<br>0.6806<br>(6.069e-4) | 0.9160<br>(1.800e-4)<br>0.7307<br>(1.792e-3) | 0.9013<br>(3.589e-4)<br>0.7115<br>(1.704e-3) |
| K=4 | AC<br>NMI | 0.7140<br>(8.518e-4)<br>0.4654<br>(1.726e-3) | 0.6520<br>(8.611e-3)<br>0.4181<br>(3.279e-3) | 0.6780<br>(4.138e-4)<br>0.4446<br>(5.964e-4) | 0.7195<br>(5.325e-4)<br>0.4680<br>(1.181e-3) | 0.6575<br>(3.237e-3)<br>0.4071<br>(3.278e-3) |
| K=5 | AC<br>NMI | 0.6216<br>(7.731e-3)<br>0.5201<br>(2.080e-3) | 0.7112<br>(3.292e-4)<br>0.5590<br>(1.018e-3) | 0.6104<br>(3.839e-3)<br>0.4992<br>(2.921e-3) | 0.6764<br>(1.533e-3)<br>0.5373<br>(9.196e-4) | 0.6632<br>(2.792e-4)<br>0.5198<br>(2.156e-4) | | | Depth | Para | C-10 |
| --- | --- | --- |
| - | | 7.25 |
| 110 | 1.7M | 6.61 |
| 28 | 36.5M | 4.17 |
| 1001 | 10.2M | 4.62 |
| 40<br>100<br>100<br>190 | 1.0M<br>7.0M<br>27.2M<br>25.6M | 5.24<br>4.10<br>3.74<br>3.46 |
| -<br>- | -<br>11.2M | 7.32<br>6.92 |
| 15<br>20<br>39<br>39 | 4.2M<br>2.5M<br>7.1M<br>37.4M | 5.50<br>6.01<br>4.47<br>3.65 |
| 25<br>37<br>19<br>22 | -<br>-<br>6.1M<br>39.8M | 3.60<br>3.80<br>4.38<br>3.54 | | 0 |
| | Evaluationmetric | MM | ALS | B-NFM | PGM | DRCC |
| --- | --- | --- | --- | --- | --- | --- |
| K=3 | AC<br>NMI | 0.9173<br>(2.800e-4)<br>0.7351<br>(2.488e-3) | 0.9133<br>(2.6111e-4)<br>0.7344<br>(1.654e-3) | 0.8820<br>(1.644e-4)<br>0.6806<br>(6.069e-4) | 0.9160<br>(1.800e-4)<br>0.7307<br>(1.792e-3) | 0.9013<br>(3.589e-4)<br>0.7115<br>(1.704e-3) |
| K=4 | AC<br>NMI | 0.7140<br>(8.518e-4)<br>0.4654<br>(1.726e-3) | 0.6520<br>(8.611e-3)<br>0.4181<br>(3.279e-3) | 0.6780<br>(4.138e-4)<br>0.4446<br>(5.964e-4) | 0.7195<br>(5.325e-4)<br>0.4680<br>(1.181e-3) | 0.6575<br>(3.237e-3)<br>0.4071<br>(3.278e-3) |
| K=5 | AC<br>NMI | 0.6216<br>(7.731e-3)<br>0.5201<br>(2.080e-3) | 0.7112<br>(3.292e-4)<br>0.5590<br>(1.018e-3) | 0.6104<br>(3.839e-3)<br>0.4992<br>(2.921e-3) | 0.6764<br>(1.533e-3)<br>0.5373<br>(9.196e-4) | 0.6632<br>(2.792e-4)<br>0.5198<br>(2.156e-4) | | | K=6 | AC<br>NMI | 0.5370<br>(4.249e-3)<br>0.4007<br>(9.891e-4) | 0.5337<br>(3.626e-3)<br>0.3852<br>(6.482e-4) | 0.5156<br>(3.812e-3)<br>0.3980<br>(1.197e-3) | 0.5466<br>(4.257e-3)<br>0.3962<br>(1.507e-3) | 0.4983<br>(1.061e-3)<br>0.3670<br>(1.348e-3) |
| --- | --- | --- | --- | --- | --- | --- |
| K=7 | AC<br>NMI | 0.5988<br>(8.816e-5)<br>0.5382<br>(7.593e-4) | 0.5974<br>(3.295e-3)<br>0.5378<br>(1.607e-3) | 0.5762<br>(1.051e-3)<br>0.4972<br>(7.238e-4) | 0.5940<br>(3.704e-3)<br>0.5342<br>(9.776e-4) | 0.6585<br>(1.789e-3)<br>0.5629<br>(9.366e-4) |
| K=8 | AC<br>NMI | 0.6455<br>(3.217e-3)<br>0.5427<br>(5.694e-4) | 0.6162<br>(8.523e-4)<br>0.5496<br>(6.968e-4) | 0.5930<br>(3.880e-3)<br>0.4979<br>(1.329e-3) | 0.5942<br>(3.267e-3)<br>0.5152<br>(2.243e-3) | 0.6270<br>(2.312e-3)<br>0.5033<br>(3.711e-3) |
| K=9 | AC<br>NMI | 0.5211<br>(1.251e-3)<br>0.4621<br>(3.209e-4) | 0.5567<br>(8.173e-4)<br>0.4716<br>(3.473e-4) | 0.5137<br>(5.528e-4)<br>0.4343<br>(3.890e-4) | 0.5302<br>(1.816e-3)<br>0.4720<br>(5.279e-4) | 0.5240<br>(7.867e-4)<br>0.4493<br>(8.811e-4) |
| K=10 | AC<br>NMI | 0.4980<br>(1.154e-3)<br>0.4470<br>(7.543e-4) | 0.4800<br>(9.220e-4)<br>0.4505<br>(5.267e-4) | 0.4474<br>(5.823e-4)<br>0.4089<br>(3.474e-4) | 0.4958<br>(1.833e-3)<br>0.4516<br>(2.051e-3) | 0.4668<br>(2.846e-3)<br>0.4053<br>(3.402e-3) | | 1 |
| | Evaluationmetric | MM | ALS | B-NFM | PGM | DRCC |
| --- | --- | --- | --- | --- | --- | --- |
| K=3 | AC<br>NMI | 0.9173<br>(2.800e-4)<br>0.7351<br>(2.488e-3) | 0.9133<br>(2.6111e-4)<br>0.7344<br>(1.654e-3) | 0.8820<br>(1.644e-4)<br>0.6806<br>(6.069e-4) | 0.9160<br>(1.800e-4)<br>0.7307<br>(1.792e-3) | 0.9013<br>(3.589e-4)<br>0.7115<br>(1.704e-3) |
| K=4 | AC<br>NMI | 0.7140<br>(8.518e-4)<br>0.4654<br>(1.726e-3) | 0.6520<br>(8.611e-3)<br>0.4181<br>(3.279e-3) | 0.6780<br>(4.138e-4)<br>0.4446<br>(5.964e-4) | 0.7195<br>(5.325e-4)<br>0.4680<br>(1.181e-3) | 0.6575<br>(3.237e-3)<br>0.4071<br>(3.278e-3) |
| K=5 | AC<br>NMI | 0.6216<br>(7.731e-3)<br>0.5201<br>(2.080e-3) | 0.7112<br>(3.292e-4)<br>0.5590<br>(1.018e-3) | 0.6104<br>(3.839e-3)<br>0.4992<br>(2.921e-3) | 0.6764<br>(1.533e-3)<br>0.5373<br>(9.196e-4) | 0.6632<br>(2.792e-4)<br>0.5198<br>(2.156e-4) | | | 40<br>100<br>100<br>190 | 1.0M<br>7.0M<br>27.2M<br>25.6M | 5.24<br>4.10<br>3.74<br>3.46 |
| --- | --- | --- |
| -<br>- | -<br>11.2M | 7.32<br>6.92 |
| 15<br>20<br>39<br>39 | 4.2M<br>2.5M<br>7.1M<br>37.4M | 5.50<br>6.01<br>4.47<br>3.65 |
| 25<br>37<br>19<br>22 | -<br>-<br>6.1M<br>39.8M | 3.60<br>3.80<br>4.38<br>3.54 | | 0 |
| Factor | F | η | p |
| --- | --- | --- | --- |
| ProfilingMethodatSlidingwindow | 50.59 | . | .00 | | | ProfilingMethodatExponentialdecay | 27.92 | . | .00 |
| --- | --- | --- | --- |
| DecayFunctionatCF-IDF | 2.79 | . | .10 |
| DecayFunctionatHCF-IDF | 1.78 | . | .18 |
| DecayFunctionatLDA | 4.90 | . | .03 | | 1 |
| Factor | F | η | p |
| --- | --- | --- | --- |
| ProfilingMethodatSlidingwindow | 50.59 | . | .00 | | | Factor | F | η | p |
| --- | --- | --- | --- |
| DecayFunctionatTitle | 0.06 | . | .81 |
| DecayFunctionatAll | 2.28 | . | .13 |
| DocumentContentatSlidingwindow | 9.96 | . | .00 |
| DocumentContentatExponentialdecay | 1.19 | . | .28 | | 0 |
| Factor | F | η | p |
| --- | --- | --- | --- |
| ProfilingMethodatSlidingwindow | 50.59 | . | .00 | | | ProfilingMethodatExponentialdecay | 27.92 | . | .00 |
| --- | --- | --- | --- |
| DecayFunctionatCF-IDF | 2.79 | . | .10 |
| DecayFunctionatHCF-IDF | 1.78 | . | .18 |
| DecayFunctionatLDA | 4.90 | . | .03 | | 1 |
| Factor | F | η | p |
| --- | --- | --- | --- |
| ProfilingMethodatSlidingwindow | 50.59 | . | .00 | | | DecayFunctionatAll | 2.28 | . | .13 |
| --- | --- | --- | --- |
| DocumentContentatSlidingwindow | 9.96 | . | .00 |
| DocumentContentatExponentialdecay | 1.19 | . | .28 | | 0 |
| Method | #Translations | 2012Dataset | 2008Dataset | | |
| --- | --- | --- | --- | --- | --- |
| MAP | P5 | P10 | MAP | P5 | P10 | | | WE | 1word<br>2words<br>3words<br>5words | 0.2533<br>0.2568<br>0.2379<br>0.2053 | 0.3920<br>0.3840<br>0.384<br>0.328 | 0.3840<br>0.3720<br>0.3520<br>0.32 | 0.1284<br>0.129<br>0.127<br>0.119 | 0.175<br>0.167<br>0.166<br>0.145 | 0.163<br>0.154<br>0.152<br>0.143 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| WEweighted | 3words<br>5words<br>7words | 0.2802<br>0.2808<br>0.2804 | 0.436<br>0.408<br>0.428 | 0.392<br>0.408<br>0.402 | 0.138<br>0.14<br>0.136 | 0.191<br>0.218<br>0.21 | 0.187<br>0.209<br>0.196 |
| SIMVec | Sum-15words<br>Sum-20words<br>Sum-25words | 0.2508<br>0.2562<br>0.2493 | 0.364<br>0.368<br>0.359 | 0.362<br>0.368<br>0.343 | 0.1276<br>0.1282<br>0.1268 | 0.2137<br>0.2108<br>0.187 | 0.1968<br>0.196<br>0.1823 |
| Max-10words<br>Max-15words<br>Max-20words<br>Max-25words | 0.2733<br>0.2835<br>0.2830<br>0.2812 | 0.4120<br>0.408<br>0.4120<br>0.424 | 0.382<br>0.4<br>0.392<br>0.394 | 0.138<br>0.144<br>0.14<br>0.137 | 0.23<br>0.2416<br>0.2471<br>0.24 | 0.225<br>0.237<br>0.238<br>0.24 | | | 1 |
| Method | #Translations | 2012Dataset | 2008Dataset | | |
| --- | --- | --- | --- | --- | --- |
| MAP | P5 | P10 | MAP | P5 | P10 | | | Method | #Translations | 2012Dataset | 2008Dataset | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| MAP | P5 | P10 | MAP | P5 | P10 | | |
| WE | 1word<br>2words<br>3words<br>5words | 0.2533<br>0.2568<br>0.2379<br>0.2053 | 0.3920<br>0.3840<br>0.384<br>0.328 | 0.3840<br>0.3720<br>0.3520<br>0.32 | 0.1284<br>0.129<br>0.127<br>0.119 | 0.175<br>0.167<br>0.166<br>0.145 | 0.163<br>0.154<br>0.152<br>0.143 |
| WEweighted | 3words<br>5words<br>7words | 0.2802<br>0.2808<br>0.2804 | 0.436<br>0.408<br>0.428 | 0.392<br>0.408<br>0.402 | 0.138<br>0.14<br>0.136 | 0.191<br>0.218<br>0.21 | 0.187<br>0.209<br>0.196 |
| SIMVec | Sum-15words<br>Sum-20words<br>Sum-25words | 0.2508<br>0.2562<br>0.2493 | 0.364<br>0.368<br>0.359 | 0.362<br>0.368<br>0.343 | 0.1276<br>0.1282<br>0.1268 | 0.2137<br>0.2108<br>0.187 | 0.1968<br>0.196<br>0.1823 |
| Max-10words<br>Max-15words<br>Max-20words<br>Max-25words | 0.2733<br>0.2835<br>0.2830<br>0.2812 | 0.4120<br>0.408<br>0.4120<br>0.424 | 0.382<br>0.4<br>0.392<br>0.394 | 0.138<br>0.144<br>0.14<br>0.137 | 0.23<br>0.2416<br>0.2471<br>0.24 | 0.225<br>0.237<br>0.238<br>0.24 | | | 0 |
| Method | #Translations | 2012Dataset | 2008Dataset | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| MAP | P5 | P10 | MAP | P5 | P10 | | |
| WE | 1word<br>2words<br>3words<br>5words | 0.2533<br>0.2568<br>0.2379<br>0.2053 | 0.3920<br>0.3840<br>0.384<br>0.328 | 0.3840<br>0.3720<br>0.3520<br>0.32 | 0.1284<br>0.129<br>0.127<br>0.119 | 0.175<br>0.167<br>0.166<br>0.145 | 0.163<br>0.154<br>0.152<br>0.143 | | | WEweighted | 3words<br>5words<br>7words | 0.2802<br>0.2808<br>0.2804 | 0.436<br>0.408<br>0.428 | 0.392<br>0.408<br>0.402 | 0.138<br>0.14<br>0.136 | 0.191<br>0.218<br>0.21 | 0.187<br>0.209<br>0.196 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| SIMVec | Sum-15words<br>Sum-20words<br>Sum-25words | 0.2508<br>0.2562<br>0.2493 | 0.364<br>0.368<br>0.359 | 0.362<br>0.368<br>0.343 | 0.1276<br>0.1282<br>0.1268 | 0.2137<br>0.2108<br>0.187 | 0.1968<br>0.196<br>0.1823 |
| Max-10words<br>Max-15words<br>Max-20words<br>Max-25words | 0.2733<br>0.2835<br>0.2830<br>0.2812 | 0.4120<br>0.408<br>0.4120<br>0.424 | 0.382<br>0.4<br>0.392<br>0.394 | 0.138<br>0.144<br>0.14<br>0.137 | 0.23<br>0.2416<br>0.2471<br>0.24 | 0.225<br>0.237<br>0.238<br>0.24 | | | 1 |
| Method | #Translations | 2012Dataset | 2008Dataset | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| MAP | P5 | P10 | MAP | P5 | P10 | | |
| WE | 1word<br>2words<br>3words<br>5words | 0.2533<br>0.2568<br>0.2379<br>0.2053 | 0.3920<br>0.3840<br>0.384<br>0.328 | 0.3840<br>0.3720<br>0.3520<br>0.32 | 0.1284<br>0.129<br>0.127<br>0.119 | 0.175<br>0.167<br>0.166<br>0.145 | 0.163<br>0.154<br>0.152<br>0.143 | | | WEweighted | 3words<br>5words<br>7words | 0.2802<br>0.2808<br>0.2804 | 0.436<br>0.408<br>0.428 | 0.392<br>0.408<br>0.402 | 0.138<br>0.14<br>0.136 | 0.191<br>0.218<br>0.21 | 0.187<br>0.209<br>0.196 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| SIMVec | Sum-15words<br>Sum-20words<br>Sum-25words | 0.2508<br>0.2562<br>0.2493 | 0.364<br>0.368<br>0.359 | 0.362<br>0.368<br>0.343 | 0.1276<br>0.1282<br>0.1268 | 0.2137<br>0.2108<br>0.187 | 0.1968<br>0.196<br>0.1823 |
| Max-10words<br>Max-15words<br>Max-20words<br>Max-25words | 0.2733<br>0.2835<br>0.2830<br>0.2812 | 0.4120<br>0.408<br>0.4120<br>0.424 | 0.382<br>0.4<br>0.392<br>0.394 | 0.138<br>0.144<br>0.14<br>0.137 | 0.23<br>0.2416<br>0.2471<br>0.24 | 0.225<br>0.237<br>0.238<br>0.24 | | | 0 |
| Method | MIRFLICKR25K | CIFAR-10 |
| --- | --- | --- |
| 8bits16bits24bits32bits | 8bits16bits24bits32bits | |
| LSH<br>ITQ<br>KSH<br>SDH<br>FastH | 0.57210.58450.58260.5863<br>0.64480.64720.65150.6517<br>0.68430.69680.70010.7035<br>0.72680.72920.73470.7416<br>0.74530.77480.79090.7970 | 0.10870.11370.11720.1331<br>0.17670.18390.18580.1902<br>0.30960.35990.37660.3892<br>0.33710.47790.51420.5200<br>0.42530.49090.51510.5395 | | | DNNH<br>DSH | 0.74980.76220.77450.7670<br>0.71270.72910.73040.7353 | 0.58030.59590.63290.6358<br>0.74700.76230.77730.8019 |
| --- | --- | --- |
| DOH | 0.86070.87390.88380.8863 | 0.86240.86860.87320.8702 | | 1 |
| Method | MIRFLICKR25K | CIFAR-10 |
| --- | --- | --- |
| 8bits16bits24bits32bits | 8bits16bits24bits32bits | |
| LSH<br>ITQ<br>KSH<br>SDH<br>FastH | 0.57210.58450.58260.5863<br>0.64480.64720.65150.6517<br>0.68430.69680.70010.7035<br>0.72680.72920.73470.7416<br>0.74530.77480.79090.7970 | 0.10870.11370.11720.1331<br>0.17670.18390.18580.1902<br>0.30960.35990.37660.3892<br>0.33710.47790.51420.5200<br>0.42530.49090.51510.5395 | | | Methods | CIFAR-10<br>16bits32bits48bits64bits | NUS-WIDE<br>16bits32bits48bits64bits |
| --- | --- | --- |
| Ours | 0.83370.85550.86470.8690 | 0.74580.77480.78310.7898 |
| DTH | 0.81670.83840.84920.8532 | 0.73250.75330.76250.7684 |
| DSH | 0.82320.82680.83700.8327 | 0.71300.71790.71500.7210 |
| FastH | 0.63570.68100.69930.7097 | 0.71190.73870.75030.7560 |
| ITQ-CCA | 0.61030.63480.64670.6577 | 0.70260.72200.72680.7297 |
| KSH | 0.40300.42450.43600.4423 | 0.69780.71360.71470.7175 |
| SSH | 0.22130.17900.16560.1587 | 0.49840.46070.44510.4356 |
| ITQ | 0.29050.31200.32380.3292 | 0.58380.58540.58640.5870 | | 0 |
| Method | MIRFLICKR25K | CIFAR-10 |
| --- | --- | --- |
| 8bits16bits24bits32bits | 8bits16bits24bits32bits | |
| LSH<br>ITQ<br>KSH<br>SDH<br>FastH | 0.57210.58450.58260.5863<br>0.64480.64720.65150.6517<br>0.68430.69680.70010.7035<br>0.72680.72920.73470.7416<br>0.74530.77480.79090.7970 | 0.10870.11370.11720.1331<br>0.17670.18390.18580.1902<br>0.30960.35990.37660.3892<br>0.33710.47790.51420.5200<br>0.42530.49090.51510.5395 | | | DNNH<br>DSH | 0.74980.76220.77450.7670<br>0.71270.72910.73040.7353 | 0.58030.59590.63290.6358<br>0.74700.76230.77730.8019 |
| --- | --- | --- |
| DOH | 0.86070.87390.88380.8863 | 0.86240.86860.87320.8702 | | 1 |
| Method | MIRFLICKR25K | CIFAR-10 |
| --- | --- | --- |
| 8bits16bits24bits32bits | 8bits16bits24bits32bits | |
| LSH<br>ITQ<br>KSH<br>SDH<br>FastH | 0.57210.58450.58260.5863<br>0.64480.64720.65150.6517<br>0.68430.69680.70010.7035<br>0.72680.72920.73470.7416<br>0.74530.77480.79090.7970 | 0.10870.11370.11720.1331<br>0.17670.18390.18580.1902<br>0.30960.35990.37660.3892<br>0.33710.47790.51420.5200<br>0.42530.49090.51510.5395 | | | SSH | 0.22130.17900.16560.1587 | 0.49840.46070.44510.4356 |
| --- | --- | --- |
| ITQ | 0.29050.31200.32380.3292 | 0.58380.58540.58640.5870 | | 0 |
| tid | itemset |
| --- | --- |
| 001 | Joyce,Beckett,Proust | | | 002 | Faulkner,Hemingway,Melville |
| --- | --- |
| 003 | Joyce,Proust |
| 004 | Hemingway,Melville |
| 005 | Flaubert,Zola |
| 006 | Hemingway,Golding | | 1 |
| tid | itemset |
| --- | --- |
| 001 | Joyce,Beckett,Proust | | | tid | itemset |
| --- | --- |
| 001 | Joyce,Beckett,Proust |
| 002 | Faulkner,Hemingway,Melville |
| 003 | Joyce,Proust |
| 004 | Hemingway,Melville |
| 005 | Flaubert,Zola |
| 006 | Hemingway,Golding | | 0 |
| tid | itemset |
| --- | --- |
| 001 | Joyce,Beckett,Proust | | | 002 | Faulkner,Hemingway,Melville |
| --- | --- |
| 003 | Joyce,Proust |
| 004 | Hemingway,Melville |
| 005 | Flaubert,Zola |
| 006 | Hemingway,Golding | | 1 |
| tid | itemset |
| --- | --- |
| 001 | Joyce,Beckett,Proust | | | 002 | Faulkner,Hemingway,Melville |
| --- | --- |
| 003 | Joyce,Proust |
| 004 | Hemingway,Melville |
| 005 | Flaubert,Zola |
| 006 | Hemingway,Golding | | 0 |
| Activeresources | Passiveresources | |
| --- | --- | --- |
| AR1 | User | Physicalpassiveresources | | | AR2 | TransactionsManager | PR1 | MainProcessor |
| --- | --- | --- | --- |
| AR3 | ObjectManager | PR2 | MainMemory |
| AR4 | BufferingManager | PR3 | I/OProcessorandDisk(s) |
| AR5 | I/OSubsystem | Logicalpassiveresources | |
| AR6 | ClusteringManager | PR4 | Scheduler | | 1 |
| Activeresources | Passiveresources | |
| --- | --- | --- |
| AR1 | User | Physicalpassiveresources | | | AC | AuthenticatedModule |
| --- | --- |
| AIK | AttestationIdentityKey |
| CA | CertificateAuthority |
| DRTM | DynamicRootofTrustforMeasurement |
| MITM | Man-in-the-Middle |
| MLE | MeasuredLaunchEnvironment |
| PAL | ProgramApplicationLogic |
| PCR | PlatformConfigurationRegister |
| SKINIT | SecureKernelInit |
| SLB | SecureLoaderBlock |
| SML | StoredMeasurementLog |
| SRK | StorageRootKey |
| TCB | TrustedComputingBase |
| TPM | TrustedPlatformModule |
| TXT | TrustedExecutionTechnology |
| PM | ProxyModule |
| DB | Database | | 0 |
| Activeresources | Passiveresources | | |
| --- | --- | --- | --- |
| AR1 | User | Physicalpassiveresources | |
| AR2 | TransactionsManager | PR1 | MainProcessor | | | AR3 | ObjectManager | PR2 | MainMemory |
| --- | --- | --- | --- |
| AR4 | BufferingManager | PR3 | I/OProcessorandDisk(s) |
| AR5 | I/OSubsystem | Logicalpassiveresources | |
| AR6 | ClusteringManager | PR4 | Scheduler | | 1 |
| Activeresources | Passiveresources | | |
| --- | --- | --- | --- |
| AR1 | User | Physicalpassiveresources | |
| AR2 | TransactionsManager | PR1 | MainProcessor | | | TCB | TrustedComputingBase |
| --- | --- |
| TPM | TrustedPlatformModule |
| TXT | TrustedExecutionTechnology |
| PM | ProxyModule |
| DB | Database | | 0 |
| Top1<br>ResNet | SUN | CUB | AWA | aPY |
| --- | --- | --- | --- | --- |
| HMaccaccsu | HMaccaccsu | HMaccaccsu | HMaccaccsu | | | | DAP<br>CONSE<br>CMT<br>SSE<br>LATEM<br>ALE<br>DEVISE<br>SJE<br>ESZSL<br>SYNC | 7.225.14.2<br>11.639.96.8<br>13.328.08.7<br>4.036.42.1<br>19.528.814.7<br>26.333.121.8<br>20.927.416.9<br>19.830.514.7<br>15.827.911.0<br>13.443.37.9 | 3.367.91.7<br>3.172.21.6<br>8.760.14.7<br>14.446.98.5<br>24.057.315.2<br>34.462.823.7<br>32.853.023.8<br>33.659.223.5<br>21.063.812.6<br>19.870.911.5 | 0.088.70.0<br>0.888.60.4<br>15.386.98.4<br>12.980.57.0<br>13.371.77.3<br>27.576.116.8<br>22.468.713.4<br>19.674.611.3<br>12.175.66.6<br>16.287.38.9 | 9.078.34.8<br>0.091.20.0<br>19.074.210.9<br>0.478.90.2<br>0.273.00.1<br>8.773.74.6<br>9.276.94.9<br>6.955.73.7<br>4.670.12.4<br>13.366.67.4 |
| --- | --- | --- | --- | --- |
| OurGZSL | 31.327.835.8 | 43.341.744.9 | 54.568.645.2 | 37.059.526.8 |
| OurZSL | 49.7 | 53.8 | 52.6 | 39.3 | | 1 |
| Top1<br>ResNet | SUN | CUB | AWA | aPY |
| --- | --- | --- | --- | --- |
| HMaccaccsu | HMaccaccsu | HMaccaccsu | HMaccaccsu | | | | Top1:G | AwA | CUB | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| HM | accs | accu | HM | accs | accu | |
| DAP<br>IAP<br>ConSE<br>SynC<br>MFMR | 4.7<br>3.3<br>16.9<br>0.8<br>29.60 | 77.9<br>76.8<br>75.9<br>81.0<br>75.6 | 2.4<br>1.7<br>9.5<br>0.4<br>18.4 | 7.5<br>2.0<br>3.5<br>22.3<br>- | 55.1<br>69.4<br>69.9<br>72.0<br>- | 4.0<br>1.0<br>1.8<br>13.2<br>- |
| OurGZSL | 50.8 | 43.2 | 61.7 | 29.5 | 23.4 | 39.9 |
| OurZSL | 76.2 | 44.0 | | | | | | 0 |
| Top1<br>ResNet | SUN | CUB | AWA | aPY |
| --- | --- | --- | --- | --- |
| HMaccaccsu | HMaccaccsu | HMaccaccsu | HMaccaccsu | |
| DAP<br>CONSE<br>CMT<br>SSE<br>LATEM<br>ALE<br>DEVISE<br>SJE<br>ESZSL<br>SYNC | 7.225.14.2<br>11.639.96.8<br>13.328.08.7<br>4.036.42.1<br>19.528.814.7<br>26.333.121.8<br>20.927.416.9<br>19.830.514.7<br>15.827.911.0<br>13.443.37.9 | 3.367.91.7<br>3.172.21.6<br>8.760.14.7<br>14.446.98.5<br>24.057.315.2<br>34.462.823.7<br>32.853.023.8<br>33.659.223.5<br>21.063.812.6<br>19.870.911.5 | 0.088.70.0<br>0.888.60.4<br>15.386.98.4<br>12.980.57.0<br>13.371.77.3<br>27.576.116.8<br>22.468.713.4<br>19.674.611.3<br>12.175.66.6<br>16.287.38.9 | 9.078.34.8<br>0.091.20.0<br>19.074.210.9<br>0.478.90.2<br>0.273.00.1<br>8.773.74.6<br>9.276.94.9<br>6.955.73.7<br>4.670.12.4<br>13.366.67.4 | | | OurGZSL | 31.327.835.8 | 43.341.744.9 | 54.568.645.2 | 37.059.526.8 |
| --- | --- | --- | --- | --- |
| OurZSL | 49.7 | 53.8 | 52.6 | 39.3 | | 1 |
| Top1<br>ResNet | SUN | CUB | AWA | aPY |
| --- | --- | --- | --- | --- |
| HMaccaccsu | HMaccaccsu | HMaccaccsu | HMaccaccsu | |
| DAP<br>CONSE<br>CMT<br>SSE<br>LATEM<br>ALE<br>DEVISE<br>SJE<br>ESZSL<br>SYNC | 7.225.14.2<br>11.639.96.8<br>13.328.08.7<br>4.036.42.1<br>19.528.814.7<br>26.333.121.8<br>20.927.416.9<br>19.830.514.7<br>15.827.911.0<br>13.443.37.9 | 3.367.91.7<br>3.172.21.6<br>8.760.14.7<br>14.446.98.5<br>24.057.315.2<br>34.462.823.7<br>32.853.023.8<br>33.659.223.5<br>21.063.812.6<br>19.870.911.5 | 0.088.70.0<br>0.888.60.4<br>15.386.98.4<br>12.980.57.0<br>13.371.77.3<br>27.576.116.8<br>22.468.713.4<br>19.674.611.3<br>12.175.66.6<br>16.287.38.9 | 9.078.34.8<br>0.091.20.0<br>19.074.210.9<br>0.478.90.2<br>0.273.00.1<br>8.773.74.6<br>9.276.94.9<br>6.955.73.7<br>4.670.12.4<br>13.366.67.4 | | | OurGZSL | 50.8 | 43.2 | 61.7 | 29.5 | 23.4 | 39.9 |
| --- | --- | --- | --- | --- | --- | --- |
| OurZSL | 76.2 | 44.0 | | | | | | 0 |
| QubusQuantumRepeater | |
| --- | --- |
| Numberofqubits<br>perrepeaterlinkconnection | 25transmitter,<br>25receiver |
| Numberofqubits<br>teleported(lengthofsimulation)<br>Finaltargetfidelity | 200qubits<br>F≥0.98 | | | OpticalFiber | |
| --- | --- |
| Length | 20km |
| Signalloss | 3.4∼4.4dB/20km | | 1 |
| QubusQuantumRepeater | |
| --- | --- |
| Numberofqubits<br>perrepeaterlinkconnection | 25transmitter,<br>25receiver |
| Numberofqubits<br>teleported(lengthofsimulation)<br>Finaltargetfidelity | 200qubits<br>F≥0.98 | | | Parameters | Value | Description |
| --- | --- | --- |
| N | 1000 | Numberofvideocontents |
| Ld | 30m | D2Ddistancethreshold |
| Cd | 80 | CachesizeofD2Dtransmitusers |
| Cf | 100∼500 | CachesizeofF-APs |
| Bd | 300MHz | BandwidthofD2Dusers |
| Bf | 100MHz | BandwidthofF-APs |
| Pd | 13dBm | TransmitpowerofD2Dtransmituser |
| Pf | 23dBm | TransmitpowerofF-AP |
| λru | −5<br>6×10 | Intensityofcontentrequireusers |
| λtu | −5<br>5×10 | IntensityofD2Dtransmitusers |
| λf | −5<br>3×10 | IntensityofF-APs |
| λg | −6<br>2×10 | Intensityofgateways |
| α | 4 | Pathlossexponent | | 0 |
| QubusQuantumRepeater | |
| --- | --- |
| Numberofqubits<br>perrepeaterlinkconnection | 25transmitter,<br>25receiver |
| Numberofqubits<br>teleported(lengthofsimulation)<br>Finaltargetfidelity | 200qubits<br>F≥0.98 |
| OpticalFiber | | | | Length | 20km |
| --- | --- |
| Signalloss | 3.4∼4.4dB/20km | | 1 |
| QubusQuantumRepeater | |
| --- | --- |
| Numberofqubits<br>perrepeaterlinkconnection | 25transmitter,<br>25receiver |
| Numberofqubits<br>teleported(lengthofsimulation)<br>Finaltargetfidelity | 200qubits<br>F≥0.98 |
| OpticalFiber | | | | Bf | 100MHz | BandwidthofF-APs |
| --- | --- | --- |
| Pd | 13dBm | TransmitpowerofD2Dtransmituser |
| Pf | 23dBm | TransmitpowerofF-AP |
| λru | −5<br>6×10 | Intensityofcontentrequireusers |
| λtu | −5<br>5×10 | IntensityofD2Dtransmitusers |
| λf | −5<br>3×10 | IntensityofF-APs |
| λg | −6<br>2×10 | Intensityofgateways |
| α | 4 | Pathlossexponent | | 0 |
| Protestors | H | I-POMDP | Many-Agent | Exp.Value |
| --- | --- | --- | --- | --- |
| 2 | 2<br>3 | 1s<br>19s | 0.55s<br>17s | 77.42<br>222.42 | | | 3 | 2<br>3 | 3s<br>38s | 0.56s<br>17s | 77.34<br>222.32 |
| --- | --- | --- | --- | --- |
| 4 | 2<br>3 | 39s<br>223s | 0.57s<br>17s | 76.96<br>221.87 |
| 5 | 2<br>3 | 603s<br>2,480s | 0.60s<br>18s | 76.88<br>221.77 | | 1 |
| Protestors | H | I-POMDP | Many-Agent | Exp.Value |
| --- | --- | --- | --- | --- |
| 2 | 2<br>3 | 1s<br>19s | 0.55s<br>17s | 77.42<br>222.42 | | | Numberofproposals | 8 | 16 | 32 | 64 | 128 | 256 |
| --- | --- | --- | --- | --- | --- | --- |
| SS | 59.00 | 64.60 | 70.20 | 74.20 | 77.50 | 78.40 |
| GOP | 66.20 | 71.50 | 73.30 | 76.30 | 77.70 | 79.60 |
| MCG | 77.20 | 77.50 | 78.60 | 79.30 | 80.20 | 80.90 |
| SharpMask | 73.79 | 74.07 | 73.34 | 73.15 | 73.70 | 74.01 |
| FastMask | 75.87 | 75.03 | 74.42 | 74.04 | − | − | | 0 |
| Protestors | H | I-POMDP | Many-Agent | Exp.Value |
| --- | --- | --- | --- | --- |
| 2 | 2<br>3 | 1s<br>19s | 0.55s<br>17s | 77.42<br>222.42 |
| 3 | 2<br>3 | 3s<br>38s | 0.56s<br>17s | 77.34<br>222.32 | | | 4 | 2<br>3 | 39s<br>223s | 0.57s<br>17s | 76.96<br>221.87 |
| --- | --- | --- | --- | --- |
| 5 | 2<br>3 | 603s<br>2,480s | 0.60s<br>18s | 76.88<br>221.77 | | 1 |
| Protestors | H | I-POMDP | Many-Agent | Exp.Value |
| --- | --- | --- | --- | --- |
| 2 | 2<br>3 | 1s<br>19s | 0.55s<br>17s | 77.42<br>222.42 |
| 3 | 2<br>3 | 3s<br>38s | 0.56s<br>17s | 77.34<br>222.32 | | | MCG | 77.20 | 77.50 | 78.60 | 79.30 | 80.20 | 80.90 |
| --- | --- | --- | --- | --- | --- | --- |
| SharpMask | 73.79 | 74.07 | 73.34 | 73.15 | 73.70 | 74.01 |
| FastMask | 75.87 | 75.03 | 74.42 | 74.04 | − | − | | 0 |
| Query | NAT1 | NAT2 | NAT3 | NATR1 |
| --- | --- | --- | --- | --- |
| NG1 | 590 | 2489 | 10056 | 2475 |
| NG2 | 3 | 10 | 24 | 11 |
| NG3 | 63 | 128 | 256 | 248 | | | NG4 | 1839 | N/A | N/A | N/A |
| --- | --- | --- | --- | --- |
| NG5 | 204 | 702 | 2965 | 94 |
| NG6 | 355 | 2474 | 10225 | 2242 |
| NG7 | 19 | 33 | 76 | 37 |
| NG8 | 142 | 124 | 256 | 241 |
| NG11 | 637 | 2645 | 10406 | 2269 |
| NG12 | 17 | 36 | 79 | 37 |
| NG13 | 64 | 128 | 265 | 241 |
| NG14 | 720 | 5886 | 11777 | 2413 |
| NG15 | 678 | 2714 | 10696 | 2334 |
| NG16 | 19 | 37 | 103 | 34 |
| NG17 | 69 | 131 | 268 | 240 | | 1 |
| Query | NAT1 | NAT2 | NAT3 | NATR1 |
| --- | --- | --- | --- | --- |
| NG1 | 590 | 2489 | 10056 | 2475 |
| NG2 | 3 | 10 | 24 | 11 |
| NG3 | 63 | 128 | 256 | 248 | | | Query | MEM1 | MEM2 | MEM3 |
| --- | --- | --- | --- |
| NG1 | 446 | 1757 | 7057 |
| NG2 | 3 | 6 | 13 |
| NG3 | 52 | 105 | 203 |
| NG4 | 0 | 0 | 0 |
| NG5 | 27 | 104 | 465 |
| NG6 | 434 | 1666 | 6974 |
| NG7 | 11 | 22 | 46 |
| NG8 | 53 | 100 | 202 |
| NG11 | 533 | 1773 | 7208 |
| NG12 | 12 | 23 | 61 |
| NG13 | 53 | 109 | 220 |
| NG14 | 446 | 1774 | 7106 |
| NG15 | 454 | 1869 | 7367 |
| NG16 | 12 | 28 | 49 |
| NG17 | 55 | 135 | 227 | | 0 |
| Query | NAT1 | NAT2 | NAT3 | NATR1 |
| --- | --- | --- | --- | --- |
| NG1 | 590 | 2489 | 10056 | 2475 |
| NG2 | 3 | 10 | 24 | 11 | | | NG3 | 63 | 128 | 256 | 248 |
| --- | --- | --- | --- | --- |
| NG4 | 1839 | N/A | N/A | N/A |
| NG5 | 204 | 702 | 2965 | 94 |
| NG6 | 355 | 2474 | 10225 | 2242 |
| NG7 | 19 | 33 | 76 | 37 |
| NG8 | 142 | 124 | 256 | 241 |
| NG11 | 637 | 2645 | 10406 | 2269 |
| NG12 | 17 | 36 | 79 | 37 |
| NG13 | 64 | 128 | 265 | 241 |
| NG14 | 720 | 5886 | 11777 | 2413 |
| NG15 | 678 | 2714 | 10696 | 2334 |
| NG16 | 19 | 37 | 103 | 34 |
| NG17 | 69 | 131 | 268 | 240 | | 1 |
| Query | NAT1 | NAT2 | NAT3 | NATR1 |
| --- | --- | --- | --- | --- |
| NG1 | 590 | 2489 | 10056 | 2475 |
| NG2 | 3 | 10 | 24 | 11 | | | NG8 | 53 | 100 | 202 |
| --- | --- | --- | --- |
| NG11 | 533 | 1773 | 7208 |
| NG12 | 12 | 23 | 61 |
| NG13 | 53 | 109 | 220 |
| NG14 | 446 | 1774 | 7106 |
| NG15 | 454 | 1869 | 7367 |
| NG16 | 12 | 28 | 49 |
| NG17 | 55 | 135 | 227 | | 0 |
| r | (i,j)00 | Z |
| --- | --- | --- |
| 0,4,7,8,12,13,15,16,21,22,23 | (1,11) | 010000100101110000011110 |
| 1,2,3,5,10,17,18,19,20,21 | (1,6) | 111100100001001011100000 | | | 0,1,6,9,14,22,23 | (6,9) | 000111010101000101001100 |
| --- | --- | --- |
| 11 | (3,3) | 000110011101001011001011 | | 1 |
| r | (i,j)00 | Z |
| --- | --- | --- |
| 0,4,7,8,12,13,15,16,21,22,23 | (1,11) | 010000100101110000011110 |
| 1,2,3,5,10,17,18,19,20,21 | (1,6) | 111100100001001011100000 | | | 0 | - | - | - | - | - | - | - | - | - |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| 2 | 1 | 2 | 1 | 2 | 2 | 2 | 2 | 2 | 2 |
| 3 | 1 | 1 | 3 | 3 | 3 | 3 | 3 | 3 | 3 |
| 4 | 1 | 2 | 3 | 4 | 4 | 4 | 4 | 8 | 8 |
| 4,5 | 1 | 2 | 3 | 4 | 5 | 4 | 5 | 8 | 9 |
| 4,6 | 1 | 2 | 3 | 4,6 | 4,6 | 4,6 | 4,6 | 8 | 8 |
| 4,5,6,7 | 1 | 2 | 3 | 4,6 | 5,7 | 4,6 | 5,7 | 8 | 9 | | 0 |
| r | (i,j)00 | Z |
| --- | --- | --- |
| 0,4,7,8,12,13,15,16,21,22,23 | (1,11) | 010000100101110000011110 |
| 1,2,3,5,10,17,18,19,20,21 | (1,6) | 111100100001001011100000 | | | 0,1,6,9,14,22,23 | (6,9) | 000111010101000101001100 |
| --- | --- | --- |
| 11 | (3,3) | 000110011101001011001011 | | 1 |
| r | (i,j)00 | Z |
| --- | --- | --- |
| 0,4,7,8,12,13,15,16,21,22,23 | (1,11) | 010000100101110000011110 |
| 1,2,3,5,10,17,18,19,20,21 | (1,6) | 111100100001001011100000 | | | 4 | 1 | 2 | 3 | 4 | 4 | 4 | 4 | 8 | 8 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 4,5 | 1 | 2 | 3 | 4 | 5 | 4 | 5 | 8 | 9 |
| 4,6 | 1 | 2 | 3 | 4,6 | 4,6 | 4,6 | 4,6 | 8 | 8 |
| 4,5,6,7 | 1 | 2 | 3 | 4,6 | 5,7 | 4,6 | 5,7 | 8 | 9 | | 0 |
| Dataset | MMPC | HITON-PC | MMMB | HITON-MB | IAMB | mRMR | CMI | JMI |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| mushroom | 10 | 10 | 20 | 20 | 3 | 5/15 | 5/5 | 10/5 |
| kr-vs-kp | 8 | 8 | 19 | 19 | 7 | 10/25 | 5/15 | 5/15 |
| madelon | 5 | 5 | 6 | 5 | 6 | 25/20 | 5/15 | 20/20 |
| gisstee | 295 | 294 | 1384 | 1402 | 2 | 15/20 | 25/25 | 25/20 | | | spambase | 24 | 24 | 45 | 45 | 8 | 20/25 | 15/20 | 10/15 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| bankrupty | 29 | 28 | 60 | 56 | 9 | 15/20 | 5/15 | 5/25 | | 1 |
| Dataset | MMPC | HITON-PC | MMMB | HITON-MB | IAMB | mRMR | CMI | JMI |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| mushroom | 10 | 10 | 20 | 20 | 3 | 5/15 | 5/5 | 10/5 |
| kr-vs-kp | 8 | 8 | 19 | 19 | 7 | 10/25 | 5/15 | 5/15 |
| madelon | 5 | 5 | 6 | 5 | 6 | 25/20 | 5/15 | 20/20 |
| gisstee | 295 | 294 | 1384 | 1402 | 2 | 15/20 | 25/25 | 25/20 | | | Dataset | MMPC | HITON-PC | MMMB | HITON-MB | IAMB | mRMR | CMI | JMI |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| mushroom | 0.89 | 1.19 | 42.98 | 44.12 | 0.16 | 0.03 | 0.01 | 0.03 |
| kr-vs-kp | 0.31 | 0.33 | 6.87 | 6.21 | 0.43 | 0.04 | 0.03 | 0.07 |
| madelon | 0.18 | 0.21 | 0.87 | 0.9448 | 3.07 | 0.4 | 0.03 | 1.53 |
| gisstee | 32,684 | 65,308 | 50,929 | 107,870 | 12.90 | 8.38 | 1.32 | 52 |
| spambase | 35 | 37 | 200 | 203 | 0.7648 | 0.09 | 0.06 | 0.24 |
| bankrupty | 112 | 95 | 296 | 239 | 2.06 | 0.31 | 0.11 | 1.27 | | 0 |
| Dataset | MMPC | HITON-PC | MMMB | HITON-MB | IAMB | mRMR | CMI | JMI |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| mushroom | 10 | 10 | 20 | 20 | 3 | 5/15 | 5/5 | 10/5 |
| kr-vs-kp | 8 | 8 | 19 | 19 | 7 | 10/25 | 5/15 | 5/15 |
| madelon | 5 | 5 | 6 | 5 | 6 | 25/20 | 5/15 | 20/20 |
| gisstee | 295 | 294 | 1384 | 1402 | 2 | 15/20 | 25/25 | 25/20 | | | spambase | 24 | 24 | 45 | 45 | 8 | 20/25 | 15/20 | 10/15 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| bankrupty | 29 | 28 | 60 | 56 | 9 | 15/20 | 5/15 | 5/25 | | 1 |
| Dataset | MMPC | HITON-PC | MMMB | HITON-MB | IAMB | mRMR | CMI | JMI |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| mushroom | 10 | 10 | 20 | 20 | 3 | 5/15 | 5/5 | 10/5 |
| kr-vs-kp | 8 | 8 | 19 | 19 | 7 | 10/25 | 5/15 | 5/15 |
| madelon | 5 | 5 | 6 | 5 | 6 | 25/20 | 5/15 | 20/20 |
| gisstee | 295 | 294 | 1384 | 1402 | 2 | 15/20 | 25/25 | 25/20 | | | spambase | 35 | 37 | 200 | 203 | 0.7648 | 0.09 | 0.06 | 0.24 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| bankrupty | 112 | 95 | 296 | 239 | 2.06 | 0.31 | 0.11 | 1.27 | | 0 |
| 2Dvs2.5Dvs3D | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Subject | 2D | 2.5D | 3D | | | |
| | Mean | Std | Mean | Std | Mean | Std |
| 1 | 3461.68,938.55 | 1931.83,567.68 | 238.88,112.91 | 159.53,69.42 | 75.95,117.01 | 71.02,76.82 |
| 2 | 3125.42,361.55 | 5874.41,253.68 | 229.78,104.72 | 137.44,73.58 | 79.16,115.87 | 58.79,82.01 |
| 3 | 3531.19,564.11 | 7725.46,353.82 | 253.51,103.87 | 162.11,77.08 | 78.73,128.01 | 67.48,77.07 |
| 4 | 2380.21,400.89 | 2002.35,608.31 | 277.71,134.53 | 180.27,139.32 | 99.29,115.16 | 108.59,150.38 |
| 5 | 3554.94,656.51 | 2799.42,468.44 | 268.51,105.09 | 165.54,77.78 | 85.77,101.13 | 78.03,72.79 |
| 6 | 2365.84,472.37 | 1574.86,336.32 | 254.63,95.47 | 165.61,62.83 | 80.25,78.27 | 78.67,57.13 |
| 7 | 3606.85,729.86 | 3414.06,1730.97 | 282.74,101.62 | 179.79,76.36 | 93.81,104.64 | 84.21,81.32 |
| 8 | 3332.96,573.66 | 6989.07,625.28 | 278.79,188.84 | 189.94,137.01 | 92.25,92.77 | 85.31,65.44 |
| 9 | 11958.67,775.88 | 21508.32,752.94 | 250.25,200.03 | 180.95,139.38 | 92.52,99.32 | 72.27,71.75 | | | 10 | 5082.26,731.92 | 9972.58,719.33 | 295.22,168.61 | 190.91,115.41 | 91.92,92.21 | 86.09,59.38 |
| --- | --- | --- | --- | --- | --- | --- |
| 11 | 8482.27,693.31 | 13728.11,832.69 | 303.83,179.69 | 201.23,162.51 | 89.36,98.12 | 109.38,138.84 | | 1 |
| 2Dvs2.5Dvs3D | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Subject | 2D | 2.5D | 3D | | | |
| | Mean | Std | Mean | Std | Mean | Std |
| 1 | 3461.68,938.55 | 1931.83,567.68 | 238.88,112.91 | 159.53,69.42 | 75.95,117.01 | 71.02,76.82 |
| 2 | 3125.42,361.55 | 5874.41,253.68 | 229.78,104.72 | 137.44,73.58 | 79.16,115.87 | 58.79,82.01 |
| 3 | 3531.19,564.11 | 7725.46,353.82 | 253.51,103.87 | 162.11,77.08 | 78.73,128.01 | 67.48,77.07 |
| 4 | 2380.21,400.89 | 2002.35,608.31 | 277.71,134.53 | 180.27,139.32 | 99.29,115.16 | 108.59,150.38 |
| 5 | 3554.94,656.51 | 2799.42,468.44 | 268.51,105.09 | 165.54,77.78 | 85.77,101.13 | 78.03,72.79 |
| 6 | 2365.84,472.37 | 1574.86,336.32 | 254.63,95.47 | 165.61,62.83 | 80.25,78.27 | 78.67,57.13 |
| 7 | 3606.85,729.86 | 3414.06,1730.97 | 282.74,101.62 | 179.79,76.36 | 93.81,104.64 | 84.21,81.32 |
| 8 | 3332.96,573.66 | 6989.07,625.28 | 278.79,188.84 | 189.94,137.01 | 92.25,92.77 | 85.31,65.44 |
| 9 | 11958.67,775.88 | 21508.32,752.94 | 250.25,200.03 | 180.95,139.38 | 92.52,99.32 | 72.27,71.75 | | | 2Dvs2.5Dvs3D | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Subject | 2D | 2.5D | 3D | | | |
| | Mean | Std | Mean | Std | Mean | Std |
| 1 | 271.91,73.74 | 120.39,54.93 | 128.29,82.42 | 61.93,57.59 | 90.72,165.98 | 52.69,88.66 |
| 2 | 272.13,74.71 | 174.92,60.23 | 104.76,74.68 | 62.57,57.42 | 78.93,110.95 | 53.01,72.12 |
| 3 | 269.11,96.05 | 643.46,198.38 | 621.51,226.25 | 357.53,103.18 | 621.03,311.18 | 344.64,91.91 |
| 4 | 448.56,317.26 | 775.57,1134.81 | 171.02,127.61 | 82.94,79.97 | 126.67,175.23 | 84.47,91.81 |
| 5 | 453.31,98.76 | 313.59,62.72 | 847.58,105.51 | 372.41,65.22 | 851.03,127.28 | 405.94,71.71 |
| 6 | 315.27,97.65 | 166.49,67.03 | 238.81,88.71 | 81.87,69.14 | 199.57,84.55 | 78.85,65.08 |
| 7 | 163.26,124.66 | 148.24,69.82 | 423.71,86.75 | 273.51,63.16 | 483.87,98.61 | 262.28,68.97 |
| 8 | 170.48,82.16 | 135.11,55.27 | 500.16,291.91 | 327.32,125.91 | 557.58,263.84 | 306.18,106.34 |
| 9 | 174.44,124.41 | 158.03,90.47 | 474.84,309.11 | 293.31,197.14 | 471.45,348.61 | 273.68,197.46 |
| 10 | 189.03,93.93 | 254.06,347.13 | 204.03,68.67 | 110.11,44.11 | 211.56,101.18 | 129.56,55.63 |
| 11 | 242.43,58.49 | 178.81,60.65 | 601.07,651.39 | 358.44,291.53 | 650.83,643.25 | 326.46,275.01 | | 0 |
| 2Dvs2.5Dvs3D | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Subject | 2D | 2.5D | 3D | | | |
| | Mean | Std | Mean | Std | Mean | Std |
| 1 | 3461.68,938.55 | 1931.83,567.68 | 238.88,112.91 | 159.53,69.42 | 75.95,117.01 | 71.02,76.82 | | | 2 | 3125.42,361.55 | 5874.41,253.68 | 229.78,104.72 | 137.44,73.58 | 79.16,115.87 | 58.79,82.01 |
| --- | --- | --- | --- | --- | --- | --- |
| 3 | 3531.19,564.11 | 7725.46,353.82 | 253.51,103.87 | 162.11,77.08 | 78.73,128.01 | 67.48,77.07 |
| 4 | 2380.21,400.89 | 2002.35,608.31 | 277.71,134.53 | 180.27,139.32 | 99.29,115.16 | 108.59,150.38 |
| 5 | 3554.94,656.51 | 2799.42,468.44 | 268.51,105.09 | 165.54,77.78 | 85.77,101.13 | 78.03,72.79 |
| 6 | 2365.84,472.37 | 1574.86,336.32 | 254.63,95.47 | 165.61,62.83 | 80.25,78.27 | 78.67,57.13 |
| 7 | 3606.85,729.86 | 3414.06,1730.97 | 282.74,101.62 | 179.79,76.36 | 93.81,104.64 | 84.21,81.32 |
| 8 | 3332.96,573.66 | 6989.07,625.28 | 278.79,188.84 | 189.94,137.01 | 92.25,92.77 | 85.31,65.44 |
| 9 | 11958.67,775.88 | 21508.32,752.94 | 250.25,200.03 | 180.95,139.38 | 92.52,99.32 | 72.27,71.75 |
| 10 | 5082.26,731.92 | 9972.58,719.33 | 295.22,168.61 | 190.91,115.41 | 91.92,92.21 | 86.09,59.38 |
| 11 | 8482.27,693.31 | 13728.11,832.69 | 303.83,179.69 | 201.23,162.51 | 89.36,98.12 | 109.38,138.84 | | 1 |
| 2Dvs2.5Dvs3D | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Subject | 2D | 2.5D | 3D | | | |
| | Mean | Std | Mean | Std | Mean | Std |
| 1 | 3461.68,938.55 | 1931.83,567.68 | 238.88,112.91 | 159.53,69.42 | 75.95,117.01 | 71.02,76.82 | | | 1 | 271.91,73.74 | 120.39,54.93 | 128.29,82.42 | 61.93,57.59 | 90.72,165.98 | 52.69,88.66 |
| --- | --- | --- | --- | --- | --- | --- |
| 2 | 272.13,74.71 | 174.92,60.23 | 104.76,74.68 | 62.57,57.42 | 78.93,110.95 | 53.01,72.12 |
| 3 | 269.11,96.05 | 643.46,198.38 | 621.51,226.25 | 357.53,103.18 | 621.03,311.18 | 344.64,91.91 |
| 4 | 448.56,317.26 | 775.57,1134.81 | 171.02,127.61 | 82.94,79.97 | 126.67,175.23 | 84.47,91.81 |
| 5 | 453.31,98.76 | 313.59,62.72 | 847.58,105.51 | 372.41,65.22 | 851.03,127.28 | 405.94,71.71 |
| 6 | 315.27,97.65 | 166.49,67.03 | 238.81,88.71 | 81.87,69.14 | 199.57,84.55 | 78.85,65.08 |
| 7 | 163.26,124.66 | 148.24,69.82 | 423.71,86.75 | 273.51,63.16 | 483.87,98.61 | 262.28,68.97 |
| 8 | 170.48,82.16 | 135.11,55.27 | 500.16,291.91 | 327.32,125.91 | 557.58,263.84 | 306.18,106.34 |
| 9 | 174.44,124.41 | 158.03,90.47 | 474.84,309.11 | 293.31,197.14 | 471.45,348.61 | 273.68,197.46 |
| 10 | 189.03,93.93 | 254.06,347.13 | 204.03,68.67 | 110.11,44.11 | 211.56,101.18 | 129.56,55.63 |
| 11 | 242.43,58.49 | 178.81,60.65 | 601.07,651.39 | 358.44,291.53 | 650.83,643.25 | 326.46,275.01 | | 0 |
| Systems | PSNR | | |
| --- | --- | --- | --- |
| Indoor | Outdoor | All | |
| AOD-Net | 21.01 | 24.08 | 22.55 | | | L2 | 20.73 | 25.58 | 23.15 |
| --- | --- | --- | --- |
| L1 | 20.27 | 25.83 | 23.05 |
| SSIM | 19.64 | 26.65 | 23.15 |
| MS-SSIM | 19.54 | 26.87 | 23.20 |
| MS-SSIM+L1 | 20.16 | 26.20 | 23.18 |
| MS-SSIM+L2 | 20.45 | 26.38 | 23.41 | | 1 |
| Systems | PSNR | | |
| --- | --- | --- | --- |
| Indoor | Outdoor | All | |
| AOD-Net | 21.01 | 24.08 | 22.55 | | | | Scale176×144 | Scale192×160 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | PSNR | SSIM | MOS | PSNR | SSIM | MOS | PSNR | SSIM |
| SGEN | 24.12 | 0.7202 | 4.6333 | 24.55 | 0.7330 | 4.6000 | 24.92 | 0.7429 |
| SGEN-MSE | 24.61 | 0.7501 | 4.3667 | 24.98 | 0.7576 | 4.6333 | 25.39 | 0.7686 |
| SRCNN | 23.17 | 0.6419 | 1.1500 | 23.58 | 0.6548 | 1.2333 | 23.92 | 0.6643 |
| SRResNet | 24.31 | 0.7328 | 3.3500 | 24.77 | 0.7458 | 3.0833 | 25.04 | 0.7543 |
| SRGAN | 24.03 | 0.7198 | 3.8333 | 24.37 | 0.7297 | 3.9444 | 24.71 | 0.7413 |
| RED-Net | 24.30 | 0.7318 | 3.6667 | 24.73 | 0.7461 | 3.6500 | 25.11 | 0.7560 |
| URDGN | 23.98 | 0.7181 | 2.9333 | 24.42 | 0.7306 | 2.9500 | 24.67 | 0.7396 | | 0 |
| Systems | PSNR | | |
| --- | --- | --- | --- |
| Indoor | Outdoor | All | |
| AOD-Net | 21.01 | 24.08 | 22.55 |
| L2 | 20.73 | 25.58 | 23.15 |
| L1 | 20.27 | 25.83 | 23.05 |
| SSIM | 19.64 | 26.65 | 23.15 |
| MS-SSIM | 19.54 | 26.87 | 23.20 | | | MS-SSIM+L1 | 20.16 | 26.20 | 23.18 |
| --- | --- | --- | --- |
| MS-SSIM+L2 | 20.45 | 26.38 | 23.41 | | 1 |
| Systems | PSNR | | |
| --- | --- | --- | --- |
| Indoor | Outdoor | All | |
| AOD-Net | 21.01 | 24.08 | 22.55 |
| L2 | 20.73 | 25.58 | 23.15 |
| L1 | 20.27 | 25.83 | 23.05 |
| SSIM | 19.64 | 26.65 | 23.15 |
| MS-SSIM | 19.54 | 26.87 | 23.20 | | | RED-Net | 24.30 | 0.7318 | 3.6667 | 24.73 | 0.7461 | 3.6500 | 25.11 | 0.7560 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| URDGN | 23.98 | 0.7181 | 2.9333 | 24.42 | 0.7306 | 2.9500 | 24.67 | 0.7396 | | 0 |
| Select | Join | | |
| --- | --- | --- | --- |
| m | b | VC-dimSamplesize | VC-dimSamplesize | | | 1 | 1<br>2<br>3<br>5<br>8 | 21000<br>41400<br>62800<br>102600<br>163800 | 41400<br>163800<br>367800<br>10020600<br>25651800 |
| --- | --- | --- | --- |
| 2 | 2<br>3<br>5<br>8 | 316800<br>5712000<br>11724000<br>22044600 | |
| 5 | 5 | 29459400 | | | 1 |
| Select | Join | | |
| --- | --- | --- | --- |
| m | b | VC-dimSamplesize | VC-dimSamplesize | | | Tab.??name | DIMACSname | \|V\| | d | avgdeg./std.dev. |
| --- | --- | --- | --- | --- |
| g1 | david.col | 87 | 0.11 | 9.33/10.49 |
| g2 | huck.col | 74 | 0.11 | 8.14/7.34 |
| g3 | jean.col | 80 | 0.08 | 6.35/6.02 |
| g4 | queen812.col | 96 | 0.30 | 28.5/2.29 |
| g5 | queen88.col | 64 | 0.36 | 22.75/1.85 |
| g6 | queen99.col | 81 | 0.33 | 26.07/2.09 | | 0 |
| Select | Join | | |
| --- | --- | --- | --- |
| m | b | VC-dimSamplesize | VC-dimSamplesize | | | 1 | 1<br>2<br>3<br>5<br>8 | 21000<br>41400<br>62800<br>102600<br>163800 | 41400<br>163800<br>367800<br>10020600<br>25651800 |
| --- | --- | --- | --- |
| 2 | 2<br>3<br>5<br>8 | 316800<br>5712000<br>11724000<br>22044600 | |
| 5 | 5 | 29459400 | | | 1 |
| Select | Join | | |
| --- | --- | --- | --- |
| m | b | VC-dimSamplesize | VC-dimSamplesize | | | g2 | huck.col | 74 | 0.11 | 8.14/7.34 |
| --- | --- | --- | --- | --- |
| g3 | jean.col | 80 | 0.08 | 6.35/6.02 |
| g4 | queen812.col | 96 | 0.30 | 28.5/2.29 |
| g5 | queen88.col | 64 | 0.36 | 22.75/1.85 |
| g6 | queen99.col | 81 | 0.33 | 26.07/2.09 | | 0 |
| depth | cell.ref | i | parserstr |
| --- | --- | --- | --- |
| 0 | E1 | 0 | |
| 1 | B1 | 0 | |
| 2 | A1 | 0 | A1=2; |
| 1 | B1 | 0 | A1=2;B1=1+A1; |
| 0 | E1 | 1 | A1=2;B1=1+A1; |
| 1 | C1 | 0 | A1=2;B1=1+A1; |
| 2 | A1 | 0 | A1=2;B1=1+A1;A1=2; | | | 1 | C1 | 1 | A1=2;B1=1+A1;A1=2; |
| --- | --- | --- | --- |
| 2 | D1 | 0 | A1=2;B1=1+A1;A1=2;D1=10; |
| 1 | C1 | 1 | A1=2;B1=1+A1;A1=2;D1=10;C1=A1+D1; |
| 0 | E1 | 1 | A1=2;B1=1+A1;A1=2;D1=10;C1=A1+D1;<br>E1=B1+C1; | | 1 |
| depth | cell.ref | i | parserstr |
| --- | --- | --- | --- |
| 0 | E1 | 0 | |
| 1 | B1 | 0 | |
| 2 | A1 | 0 | A1=2; |
| 1 | B1 | 0 | A1=2;B1=1+A1; |
| 0 | E1 | 1 | A1=2;B1=1+A1; |
| 1 | C1 | 0 | A1=2;B1=1+A1; |
| 2 | A1 | 0 | A1=2;B1=1+A1;A1=2; | | | Parameters | g | f |
| --- | --- | --- |
| [40,9,21] | 222<br>aa00a1aa10a1 | 2<br>a0000aa01 |
| [40,10,20] | aaa01a0aa11 | aaa00a1aa1 |
| [40,11,19] | a10aaaa1a1 | a11aa100a01 |
| [40,12,18] | 101a00aa1 | 1a100aaaaaa1 |
| [40,14,16] | 10a1a01 | 11aaaa011 |
| [40,16,15] | 10001 | aa0a01011a1a0a |
| [40,17,14] | a1a1 | aa1a10a0a0aaa0a11 |
| [44,12,20] | 11111aa11a1 | a000aaaa0aa1 |
| [48,11,24] | 1aa1a0aa100101 | aaaaa1a10a1 |
| [48,12,23] | a110a1aa11aa1 | 1a0110010a11 |
| [48,13,22] | aaa00a100111 | 0001a0aaaaaa1 |
| [48,14,21] | 11aaa10a101 | 1a11010a1aaa11 |
| [48,15,20] | aa01a1a111 | 1aaaaaaa0aa1a11 |
| [48,16,19] | a00101aa1 | aa0a1a1aa1aaaaa1 |
| [52,13,24] | aaaa10a1a11aa1 | aa11aa1aaaa11 |
| [60,11,32] | aaaaaa11aa110000aa11 | aaaa0aaa1a1 |
| [60,14,28] | 11aa11aaaaaaaaaa1 | a0aa0a110a1011 | | 0 |
| depth | cell.ref | i | parserstr |
| --- | --- | --- | --- |
| 0 | E1 | 0 | |
| 1 | B1 | 0 | |
| 2 | A1 | 0 | A1=2; |
| 1 | B1 | 0 | A1=2;B1=1+A1; |
| 0 | E1 | 1 | A1=2;B1=1+A1; |
| 1 | C1 | 0 | A1=2;B1=1+A1; |
| 2 | A1 | 0 | A1=2;B1=1+A1;A1=2; |
| 1 | C1 | 1 | A1=2;B1=1+A1;A1=2; | | | 2 | D1 | 0 | A1=2;B1=1+A1;A1=2;D1=10; |
| --- | --- | --- | --- |
| 1 | C1 | 1 | A1=2;B1=1+A1;A1=2;D1=10;C1=A1+D1; |
| 0 | E1 | 1 | A1=2;B1=1+A1;A1=2;D1=10;C1=A1+D1;<br>E1=B1+C1; | | 1 |
| depth | cell.ref | i | parserstr |
| --- | --- | --- | --- |
| 0 | E1 | 0 | |
| 1 | B1 | 0 | |
| 2 | A1 | 0 | A1=2; |
| 1 | B1 | 0 | A1=2;B1=1+A1; |
| 0 | E1 | 1 | A1=2;B1=1+A1; |
| 1 | C1 | 0 | A1=2;B1=1+A1; |
| 2 | A1 | 0 | A1=2;B1=1+A1;A1=2; |
| 1 | C1 | 1 | A1=2;B1=1+A1;A1=2; | | | [48,16,19] | a00101aa1 | aa0a1a1aa1aaaaa1 |
| --- | --- | --- |
| [52,13,24] | aaaa10a1a11aa1 | aa11aa1aaaa11 |
| [60,11,32] | aaaaaa11aa110000aa11 | aaaa0aaa1a1 |
| [60,14,28] | 11aa11aaaaaaaaaa1 | a0aa0a110a1011 | | 0 |
| PoolingType | ODS | OIS | AP |
| --- | --- | --- | --- |
| Average | 0.73 | 0.75 | 0.78 |
| Max | 0.69 | 0.72 | 0.73 | | | Center | 0.74 | 0.76 | 0.8 |
| --- | --- | --- | --- |
| Avg+Max+Cen | 0.75 | 0.77 | 0.81 | | 1 |
| PoolingType | ODS | OIS | AP |
| --- | --- | --- | --- |
| Average | 0.73 | 0.75 | 0.78 |
| Max | 0.69 | 0.72 | 0.73 | | | Method | ODS | OIS | AP |
| --- | --- | --- | --- |
| SE | 0.643 | 0.680 | 0.608 |
| HED | 0.677 | 0.715 | 0.618 |
| CEDN | 0.686 | 0.718 | 0.687 |
| FCSN | 0.698 | 0.729 | 0.705 | | 0 |
| PoolingType | ODS | OIS | AP |
| --- | --- | --- | --- |
| Average | 0.73 | 0.75 | 0.78 | | | Max | 0.69 | 0.72 | 0.73 |
| --- | --- | --- | --- |
| Center | 0.74 | 0.76 | 0.8 |
| Avg+Max+Cen | 0.75 | 0.77 | 0.81 | | 1 |
| PoolingType | ODS | OIS | AP |
| --- | --- | --- | --- |
| Average | 0.73 | 0.75 | 0.78 | | | CEDN | 0.686 | 0.718 | 0.687 |
| --- | --- | --- | --- |
| FCSN | 0.698 | 0.729 | 0.705 | | 0 |
| tid | itemset |
| --- | --- |
| 001 | a,b,b,a |
| 002 | a,a,b,b | | | 003 | a,b,a,a |
| --- | --- |
| 004 | b,b,a,a |
| 005 | b,b,b,a | | 1 |
| tid | itemset |
| --- | --- |
| 001 | a,b,b,a |
| 002 | a,a,b,b | | | K | D |
| --- | --- |
| 20000 | 20000 |
| 64 | 8192 |
| 64 | 4096 |
| 1000 | 2000 | | 0 |
| tid | itemset |
| --- | --- |
| 001 | a,b,b,a |
| 002 | a,a,b,b |
| 003 | a,b,a,a | | | 004 | b,b,a,a |
| --- | --- |
| 005 | b,b,b,a | | 1 |
| tid | itemset |
| --- | --- |
| 001 | a,b,b,a |
| 002 | a,a,b,b |
| 003 | a,b,a,a | | | 64 | 8192 |
| --- | --- |
| 64 | 4096 |
| 1000 | 2000 | | 0 |
| FilterType | PSNRsof | PSNRsof | OurPSNRs |
| --- | --- | --- | --- |
| WLS | 36.2 | 39.4 | 39.6 |
| L0 | 32.8 | 30.9 | 32.6 |
| RTV | 32.1 | 37.1 | 38.0 | | | WMF | 31.6 | 34.0 | 39.3 |
| --- | --- | --- | --- |
| RGF | 35.9 | 42.2 | 42.6 | | 1 |
| FilterType | PSNRsof | PSNRsof | OurPSNRs |
| --- | --- | --- | --- |
| WLS | 36.2 | 39.4 | 39.6 |
| L0 | 32.8 | 30.9 | 32.6 |
| RTV | 32.1 | 37.1 | 38.0 | | | PSNR |
| --- |
| 28.59 |
| 30.14 |
| 29.25 |
| 30.88 |
| 30.60 |
| 31.57 | | 0 |
| FilterType | PSNRsof | PSNRsof | OurPSNRs |
| --- | --- | --- | --- |
| WLS | 36.2 | 39.4 | 39.6 |
| L0 | 32.8 | 30.9 | 32.6 |
| RTV | 32.1 | 37.1 | 38.0 | | | WMF | 31.6 | 34.0 | 39.3 |
| --- | --- | --- | --- |
| RGF | 35.9 | 42.2 | 42.6 | | 1 |
| FilterType | PSNRsof | PSNRsof | OurPSNRs |
| --- | --- | --- | --- |
| WLS | 36.2 | 39.4 | 39.6 |
| L0 | 32.8 | 30.9 | 32.6 |
| RTV | 32.1 | 37.1 | 38.0 | | | 29.25 |
| --- |
| 30.88 |
| 30.60 |
| 31.57 | | 0 |
| | M∗K∗N | (N,S)pi | Time(ms) | GFLOPS |
| --- | --- | --- | --- | --- |
| Conv-1 | 96*363*3025 | (2,128) | 3.53 | 59.7 |
| Conv-2 | 128*1200*729 | (2,128) | 2.55 | 87.8 |
| Conv-3 | 384*2304*169 | (2,96) | 4.61 | 64.9 |
| Conv-4 | 192*1728*169 | (2,96) | 1.75 | 64.1 | | | Conv-5 | 128*1728*169 | (2,128) | 1.19 | 62.9 |
| --- | --- | --- | --- | --- |
| fc-6 | 128*9216*4096 | (2,128) | 95.70 | 100.9 |
| fc-7 | 128*4096*4096 | (2,128) | 43.26 | 99.3 |
| fc-8 | 128*4096*1000 | (2,128) | 10.82 | 96.9 | | 1 |
| | M∗K∗N | (N,S)pi | Time(ms) | GFLOPS |
| --- | --- | --- | --- | --- |
| Conv-1 | 96*363*3025 | (2,128) | 3.53 | 59.7 |
| Conv-2 | 128*1200*729 | (2,128) | 2.55 | 87.8 |
| Conv-3 | 384*2304*169 | (2,96) | 4.61 | 64.9 |
| Conv-4 | 192*1728*169 | (2,96) | 1.75 | 64.1 | | | Method | 750 | 3000 | 12000 | 50000 | 200000 |
| --- | --- | --- | --- | --- | --- |
| DC | (0.1422,1.5259) | (0.1112,0.4187) | (0.0290,0.2091) | (0.0184,0.1071) | (0.0085,0.0361) |
| HF | (0.1133,0.3985) | (0.1236,3.0128) | (0.0828,6.2417) | (0.0325,4.7646) | (0.0343,14.158) |
| (d,d)2∞ | | | | | |
| DC | 0.040 | 0.196 | 1.12 | 5.88 | 59.1 |
| HF | 1.58 | 4.91 | 19.2 | 80.6 | 339 |
| timing(sec) | | | | | | | 0 |
| | M∗K∗N | (N,S)pi | Time(ms) | GFLOPS |
| --- | --- | --- | --- | --- |
| Conv-1 | 96*363*3025 | (2,128) | 3.53 | 59.7 |
| Conv-2 | 128*1200*729 | (2,128) | 2.55 | 87.8 |
| Conv-3 | 384*2304*169 | (2,96) | 4.61 | 64.9 |
| Conv-4 | 192*1728*169 | (2,96) | 1.75 | 64.1 | | | Conv-5 | 128*1728*169 | (2,128) | 1.19 | 62.9 |
| --- | --- | --- | --- | --- |
| fc-6 | 128*9216*4096 | (2,128) | 95.70 | 100.9 |
| fc-7 | 128*4096*4096 | (2,128) | 43.26 | 99.3 |
| fc-8 | 128*4096*1000 | (2,128) | 10.82 | 96.9 | | 1 |
| | M∗K∗N | (N,S)pi | Time(ms) | GFLOPS |
| --- | --- | --- | --- | --- |
| Conv-1 | 96*363*3025 | (2,128) | 3.53 | 59.7 |
| Conv-2 | 128*1200*729 | (2,128) | 2.55 | 87.8 |
| Conv-3 | 384*2304*169 | (2,96) | 4.61 | 64.9 |
| Conv-4 | 192*1728*169 | (2,96) | 1.75 | 64.1 | | | HF | (0.1133,0.3985) | (0.1236,3.0128) | (0.0828,6.2417) | (0.0325,4.7646) | (0.0343,14.158) |
| --- | --- | --- | --- | --- | --- |
| (d,d)2∞ | | | | | |
| DC | 0.040 | 0.196 | 1.12 | 5.88 | 59.1 |
| HF | 1.58 | 4.91 | 19.2 | 80.6 | 339 |
| timing(sec) | | | | | | | 0 |
| Algorithm | nData=5 | | |
| --- | --- | --- | --- |
| recall | precision | F1 | |
| He-Geng | 0.66±0.10 | 1.00±0.00 | 0.7917±0.07 |
| Baseline | 1.00±0.00 | 0.8667±0.07 | 0.9273±0.04 |
| MIMB | 0.94±0.10 | 1.00±0.00 | 0.9667±0.05 | | | | nData=10 | | |
| --- | --- | --- | --- |
| He-Geng | 0.70±0.11 | 0.95±0.16 | 0.7990±0.11 |
| Baseline | 1.00±0.00 | 0.8298±0.14 | 0.9008±0.09 |
| MIMB | 0.84±0.08 | 0.96±0.12 | 0.8661±0.08 | | 1 |
| Algorithm | nData=5 | | |
| --- | --- | --- | --- |
| recall | precision | F1 | |
| He-Geng | 0.66±0.10 | 1.00±0.00 | 0.7917±0.07 |
| Baseline | 1.00±0.00 | 0.8667±0.07 | 0.9273±0.04 |
| MIMB | 0.94±0.10 | 1.00±0.00 | 0.9667±0.05 | | | Algorithm | nData=5 | | |
| --- | --- | --- | --- |
| recall | precision | F1 | |
| He-Geng | 0.70±0.11 | 1.00±0.00 | 0.8194±0.07 |
| Baseline | 1.00±0.00 | 0.8262±0.08 | 0.9030±0.05 |
| MIMB | 0.92±0.10 | 0.9514±0.10 | 0.9300±0.08 |
| | nData=10 | | |
| He-Geng | 0.80±0.00 | 0.98±0.06 | 0.8800±0.03 |
| Baseline | 1.00±0.00 | 0.7976±0.06 | 0.8864±0.04 |
| MIMB | 0.86±0.14 | 1.00±0.00 | 0.9194±0.08 | | 0 |
| Algorithm | nData=5 | | |
| --- | --- | --- | --- |
| recall | precision | F1 | |
| He-Geng | 0.66±0.10 | 1.00±0.00 | 0.7917±0.07 |
| Baseline | 1.00±0.00 | 0.8667±0.07 | 0.9273±0.04 |
| MIMB | 0.94±0.10 | 1.00±0.00 | 0.9667±0.05 | | | | nData=10 | | |
| --- | --- | --- | --- |
| He-Geng | 0.70±0.11 | 0.95±0.16 | 0.7990±0.11 |
| Baseline | 1.00±0.00 | 0.8298±0.14 | 0.9008±0.09 |
| MIMB | 0.84±0.08 | 0.96±0.12 | 0.8661±0.08 | | 1 |
| Algorithm | nData=5 | | |
| --- | --- | --- | --- |
| recall | precision | F1 | |
| He-Geng | 0.66±0.10 | 1.00±0.00 | 0.7917±0.07 |
| Baseline | 1.00±0.00 | 0.8667±0.07 | 0.9273±0.04 |
| MIMB | 0.94±0.10 | 1.00±0.00 | 0.9667±0.05 | | | He-Geng | 0.70±0.11 | 1.00±0.00 | 0.8194±0.07 |
| --- | --- | --- | --- |
| Baseline | 1.00±0.00 | 0.8262±0.08 | 0.9030±0.05 |
| MIMB | 0.92±0.10 | 0.9514±0.10 | 0.9300±0.08 |
| | nData=10 | | |
| He-Geng | 0.80±0.00 | 0.98±0.06 | 0.8800±0.03 |
| Baseline | 1.00±0.00 | 0.7976±0.06 | 0.8864±0.04 |
| MIMB | 0.86±0.14 | 1.00±0.00 | 0.9194±0.08 | | 0 |
| Function | N |
| --- | --- |
| Summarization | 20 |
| Reference | 101 | | | FolderAction | 10 |
| --- | --- |
| ReadMessage | 67 |
| MessageField | 5 |
| Repeat | 4 |
| ClarificationbyUser | 24 |
| ClarificationbyAgent | 13 |
| Searchforamessage | 8 |
| Help | 3 | | 1 |
| Function | N |
| --- | --- |
| Summarization | 20 |
| Reference | 101 | | | Rank | Code | Name | Example | Count | KW | MW |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | TV | VerbTense | IhopeIgivehavegivenyouenoughdetails | 3324 | ** | 34 |
| 2 | RT | ReplacePreposition | oninJuly | 3311 | ** | 31 |
| 3 | MD | MissingDeterminer | Iwentfortheinterview | 2967 | ** | 57 |
| 4 | FV | WrongVerbForm | hadtimetoplayedplay | 1789 | ** | 21 |
| 5 | W | WordOrder | Probablyourhomeswillprobablybe | 1534 | ** | 34 |
| 6 | MT | MissingPreposition | explaintoyou | 1435 | ** | 22 |
| 7 | UD | UnnecessaryDeterminer | acourseattheCornellUniversity | 1321 | | |
| 8 | UT | UnnecessaryPreposition | weneeditoneachminute | 1079 | | |
| 9 | MA | MissingPronoun | becauseitisthebestconference | 984 | ** | 33 |
| 10 | AGV | VerbAgreement | theteacherswaswereveryexperienced | 916 | ** | 21 |
| 11 | FN | WrongFormNoun | becauseofmystudystudies | 884 | ** | 24 |
| 12 | RA | ReplacePronoun | shejustmetSally,whichwho | 847 | ** | 17 |
| 13 | AGN | NounAgreement | twomonthmonthsago | 816 | ** | 24 |
| 14 | RD | ReplaceDeterminer | ofathelastfewyears | 676 | ** | 35 |
| 15 | DJ | WronglyDerivedAdjective | Themotherwasprideproud | 608 | * | 8 |
| 16 | DN | WronglyDerivedNoun | workingplaceworkplace | 536 | | |
| 17 | DY | WronglyDerivedAdverb | EspecialEspecially | 414 | ** | 14 |
| 18 | UA | UnnecessaryPronoun | feelourselvescomfortable | 391 | * | 9 |
| 19 | MC | MissingConjunction | reading,andplayingpianoathome | 346 | * | 11 |
| 20 | RC | ReplaceConjunction | notjustthecar,andbutalsothetrain | 226 | | | | 0 |
| Function | N |
| --- | --- |
| Summarization | 20 |
| Reference | 101 |
| FolderAction | 10 |
| ReadMessage | 67 |
| MessageField | 5 | | | Repeat | 4 |
| --- | --- |
| ClarificationbyUser | 24 |
| ClarificationbyAgent | 13 |
| Searchforamessage | 8 |
| Help | 3 | | 1 |
| Function | N |
| --- | --- |
| Summarization | 20 |
| Reference | 101 |
| FolderAction | 10 |
| ReadMessage | 67 |
| MessageField | 5 | | | 12 | RA | ReplacePronoun | shejustmetSally,whichwho | 847 | ** | 17 |
| --- | --- | --- | --- | --- | --- | --- |
| 13 | AGN | NounAgreement | twomonthmonthsago | 816 | ** | 24 |
| 14 | RD | ReplaceDeterminer | ofathelastfewyears | 676 | ** | 35 |
| 15 | DJ | WronglyDerivedAdjective | Themotherwasprideproud | 608 | * | 8 |
| 16 | DN | WronglyDerivedNoun | workingplaceworkplace | 536 | | |
| 17 | DY | WronglyDerivedAdverb | EspecialEspecially | 414 | ** | 14 |
| 18 | UA | UnnecessaryPronoun | feelourselvescomfortable | 391 | * | 9 |
| 19 | MC | MissingConjunction | reading,andplayingpianoathome | 346 | * | 11 |
| 20 | RC | ReplaceConjunction | notjustthecar,andbutalsothetrain | 226 | | | | 0 |
| Variable | HadoopParameter | DefaultValue | Effect |
| --- | --- | --- | --- |
| pNumNodes<br>pTaskMem<br>pMaxMapsPerNode<br>pMaxRedPerNode | NumberofNodes<br>mapred.child.java.opts<br>mapred.tasktracker.map.tasks.max<br>mapred.tasktracker.reduce.tasks.max | -Xmx200m<br>2<br>2 | System<br>System<br>System<br>System | | | pNumMappers<br>pSortMB<br>pSpillPerc<br>pSortRecPerc<br>pSortFactor<br>pNumSpillsForComb | mapred.map.tasks<br>io.sort.mb<br>io.sort.spill.percent<br>io.sort.record.percent<br>io.sort.factor<br>min.num.spills.for.combine | 100MB<br>0.8<br>0.05<br>10<br>3 | Job<br>Job<br>Job<br>Job<br>Job<br>Job |
| --- | --- | --- | --- |
| pNumReducers<br>pInMemMergeThr<br>pShuffleInBufPerc<br>pShuffleMergePerc<br>pReducerInBufPerc | mapred.reduce.tasks<br>mapred.inmem.merge.threshold<br>mapred.job.shuffle.input.buffer.percent<br>mapred.job.shuffle.merge.percent<br>mapred.job.reduce.input.buffer.percent | 1000<br>0.7<br>0.66<br>0 | Job<br>Job<br>Job<br>Job<br>Job |
| pUseCombine<br>pIsIntermCompressed<br>pIsOutCompressed | mapred.combine.classormapreduce.combine.class<br>mapred.compress.map.output<br>mapred.output.compress | null<br>false<br>false | Job<br>Job<br>Job |
| pReduceSlowstart | mapred.reduce.slowstart.completed.maps | 0.05 | Job |
| pIsInCompressed<br>pSplitSize | Whethertheinputiscompressedornot<br>Thesizeoftheinputsplit | | Input<br>Input | | 1 |
| Variable | HadoopParameter | DefaultValue | Effect |
| --- | --- | --- | --- |
| pNumNodes<br>pTaskMem<br>pMaxMapsPerNode<br>pMaxRedPerNode | NumberofNodes<br>mapred.child.java.opts<br>mapred.tasktracker.map.tasks.max<br>mapred.tasktracker.reduce.tasks.max | -Xmx200m<br>2<br>2 | System<br>System<br>System<br>System | | | parameters | value |
| --- | --- |
| dfs.replication | 1or3 |
| dfs.block.size | 64MB |
| mapred.child.java.opts | -Xmx512m |
| mapred.job.reuse.jvm.num.tasks | -1 |
| io.sort.mb | 125 |
| io.sort.record.percent | 0.2 |
| io.sort.spill.percent | 0.8 |
| io.bytes.per.checksum | 4096 |
| mapred.tasktracker.reduce.<br>tasks.maximum | 2or3 |
| mapred.tasktracker.map.tasks.maximum | 3 | | 0 |
| Variable | HadoopParameter | DefaultValue | Effect |
| --- | --- | --- | --- |
| pNumNodes<br>pTaskMem<br>pMaxMapsPerNode<br>pMaxRedPerNode | NumberofNodes<br>mapred.child.java.opts<br>mapred.tasktracker.map.tasks.max<br>mapred.tasktracker.reduce.tasks.max | -Xmx200m<br>2<br>2 | System<br>System<br>System<br>System |
| pNumMappers<br>pSortMB<br>pSpillPerc<br>pSortRecPerc<br>pSortFactor<br>pNumSpillsForComb | mapred.map.tasks<br>io.sort.mb<br>io.sort.spill.percent<br>io.sort.record.percent<br>io.sort.factor<br>min.num.spills.for.combine | 100MB<br>0.8<br>0.05<br>10<br>3 | Job<br>Job<br>Job<br>Job<br>Job<br>Job | | | pNumReducers<br>pInMemMergeThr<br>pShuffleInBufPerc<br>pShuffleMergePerc<br>pReducerInBufPerc | mapred.reduce.tasks<br>mapred.inmem.merge.threshold<br>mapred.job.shuffle.input.buffer.percent<br>mapred.job.shuffle.merge.percent<br>mapred.job.reduce.input.buffer.percent | 1000<br>0.7<br>0.66<br>0 | Job<br>Job<br>Job<br>Job<br>Job |
| --- | --- | --- | --- |
| pUseCombine<br>pIsIntermCompressed<br>pIsOutCompressed | mapred.combine.classormapreduce.combine.class<br>mapred.compress.map.output<br>mapred.output.compress | null<br>false<br>false | Job<br>Job<br>Job |
| pReduceSlowstart | mapred.reduce.slowstart.completed.maps | 0.05 | Job |
| pIsInCompressed<br>pSplitSize | Whethertheinputiscompressedornot<br>Thesizeoftheinputsplit | | Input<br>Input | | 1 |
| Variable | HadoopParameter | DefaultValue | Effect |
| --- | --- | --- | --- |
| pNumNodes<br>pTaskMem<br>pMaxMapsPerNode<br>pMaxRedPerNode | NumberofNodes<br>mapred.child.java.opts<br>mapred.tasktracker.map.tasks.max<br>mapred.tasktracker.reduce.tasks.max | -Xmx200m<br>2<br>2 | System<br>System<br>System<br>System |
| pNumMappers<br>pSortMB<br>pSpillPerc<br>pSortRecPerc<br>pSortFactor<br>pNumSpillsForComb | mapred.map.tasks<br>io.sort.mb<br>io.sort.spill.percent<br>io.sort.record.percent<br>io.sort.factor<br>min.num.spills.for.combine | 100MB<br>0.8<br>0.05<br>10<br>3 | Job<br>Job<br>Job<br>Job<br>Job<br>Job | | | io.sort.spill.percent | 0.8 |
| --- | --- |
| io.bytes.per.checksum | 4096 |
| mapred.tasktracker.reduce.<br>tasks.maximum | 2or3 |
| mapred.tasktracker.map.tasks.maximum | 3 | | 0 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment | | | \numberofauthors | 200 | Authorenumeration |
| --- | --- | --- |
| \table | 300 | Fortables |
| \table* | 400 | Forwidertables | | 1 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment | | | Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration |
| \table | 300 | Fortables |
| \table* | 400 | Forwidertables | | 0 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration | | | \table | 300 | Fortables |
| --- | --- | --- |
| \table* | 400 | Forwidertables | | 1 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration | | | \numberofauthors | 200 | Authorenumeration |
| --- | --- | --- |
| \table | 300 | Fortables |
| \table* | 400 | Forwidertables | | 0 |
| # | Address | Source(s) |
| --- | --- | --- |
| 1 | 1HqoNfpAJFMy9E36DBSk1ktPQ9o9fn2RxX | |
| 2 | 15QzHEbNZWp2w1i2mfZSx7pV5YNM4ahszB | | | | 3 | 1GaVKrVT17DN4dnWbTqGB9qG3rQrk1JBe9 | |
| --- | --- | --- |
| 4 | 1MZsTFUNMGxQxz38wWm8CtBoycW7VD5z7v | |
| 5 | 1DGqEKZJdCd4YftWPuK5Z1HFBdeyz9RNDU | | | 1 |
| # | Address | Source(s) |
| --- | --- | --- |
| 1 | 1HqoNfpAJFMy9E36DBSk1ktPQ9o9fn2RxX | |
| 2 | 15QzHEbNZWp2w1i2mfZSx7pV5YNM4ahszB | | | | # | Address | Source(s) |
| --- | --- | --- |
| 1 | 1NRn15kJnVRrptTSQJJnMD9KJcWkVFh1Gv | |
| 2 | 15Y2TmHrxjmRFxfNUttwb9aU4DifvDpWKM | |
| 3 | 1JthvnK8aoieXpx8YCAEtQwhfZSjSkdNox | |
| 4 | 1L2jriaKw39jZysdH7nhe6eMSLSPNHvvHx | |
| 5 | 1GQf1kEFK3SmVw8AMjRcn7jX1mvrGSDTkK | | | 0 |
| # | Address | Source(s) |
| --- | --- | --- |
| 1 | 1HqoNfpAJFMy9E36DBSk1ktPQ9o9fn2RxX | |
| 2 | 15QzHEbNZWp2w1i2mfZSx7pV5YNM4ahszB | | | | 3 | 1GaVKrVT17DN4dnWbTqGB9qG3rQrk1JBe9 | |
| --- | --- | --- |
| 4 | 1MZsTFUNMGxQxz38wWm8CtBoycW7VD5z7v | |
| 5 | 1DGqEKZJdCd4YftWPuK5Z1HFBdeyz9RNDU | | | 1 |
| # | Address | Source(s) |
| --- | --- | --- |
| 1 | 1HqoNfpAJFMy9E36DBSk1ktPQ9o9fn2RxX | |
| 2 | 15QzHEbNZWp2w1i2mfZSx7pV5YNM4ahszB | | | | 4 | 1L2jriaKw39jZysdH7nhe6eMSLSPNHvvHx | |
| --- | --- | --- |
| 5 | 1GQf1kEFK3SmVw8AMjRcn7jX1mvrGSDTkK | | | 0 |
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