premise string | hypothesis string | label int64 |
|---|---|---|
| Errorrate | Layer | #decodable | ITU-Rmark |
| --- | --- | --- | --- |
| 3 | 0<br>1<br>2<br>4<br>5 | 27<br>62<br>26<br>135<br>293 | 1.31<br>6.25<br>1.89<br>6.81<br>6.25 |
| 5 | 0<br>1<br>2<br>4<br>5 | 2<br>13<br>35<br>114<br>152 | 0.22<br>0.40<br>0.48<br>0.76<br>0.76 | | | 10 | 0<br>1<br>2<br>4<br>5 | —<br>—<br>—<br>75<br>117 | —<br>—<br>—<br>2.85<br>2.87 |
| --- | --- | --- | --- |
| 20 | 0<br>1<br>2<br>4<br>5 | —<br>—<br>—<br>123<br>48 | —<br>—<br>—<br>0.85<br>0.61 | | 1 |
| Errorrate | Layer | #decodable | ITU-Rmark |
| --- | --- | --- | --- |
| 3 | 0<br>1<br>2<br>4<br>5 | 27<br>62<br>26<br>135<br>293 | 1.31<br>6.25<br>1.89<br>6.81<br>6.25 |
| 5 | 0<br>1<br>2<br>4<br>5 | 2<br>13<br>35<br>114<br>152 | 0.22<br>0.40<br>0.48<br>0.76<br>0.76 | | | Network | #Predicted | #Matched | #Derivable | #Derived | Pr |
| --- | --- | --- | --- | --- | --- |
| PhysicalP<br>FSW(P)<br>ICD(P)<br>TCSS(P) | 294<br>156<br>167<br>172 | 29<br>31<br>32<br>39 | 155<br>102<br>109<br>112 | 38<br>40<br>40<br>41 | 0.098<br>0.198<br>0.191<br>0.226 |
| PhysicalP<br>FSW(P)<br>ICD(P)<br>TCSS(P) | 297<br>149<br>162<br>168 | 39<br>38<br>41<br>41 | 155<br>102<br>109<br>112 | 49<br>51<br>52<br>54 | 0.131<br>0.255<br>0.253<br>0.244 |
| PhysicalP<br>FSW(P)<br>ICD(P)<br>TCSS(P) | 156<br>144<br>165<br>128 | 41<br>31<br>43<br>39 | 155<br>102<br>109<br>112 | 56<br>59<br>60<br>59 | 0.263<br>0.215<br>0.260<br>0.304 |
| PhysicalP<br>FSW(P)<br>ICD(P)<br>TCSS(P) | 414<br>221<br>248<br>253 | 34<br>32<br>37<br>46 | 155<br>102<br>109<br>112 | 41<br>44<br>45<br>45 | 0.082<br>0.144<br>0.149<br>0.181 | | 0 |
| Errorrate | Layer | #decodable | ITU-Rmark |
| --- | --- | --- | --- |
| 3 | 0<br>1<br>2<br>4<br>5 | 27<br>62<br>26<br>135<br>293 | 1.31<br>6.25<br>1.89<br>6.81<br>6.25 | | | 5 | 0<br>1<br>2<br>4<br>5 | 2<br>13<br>35<br>114<br>152 | 0.22<br>0.40<br>0.48<br>0.76<br>0.76 |
| --- | --- | --- | --- |
| 10 | 0<br>1<br>2<br>4<br>5 | —<br>—<br>—<br>75<br>117 | —<br>—<br>—<br>2.85<br>2.87 |
| 20 | 0<br>1<br>2<br>4<br>5 | —<br>—<br>—<br>123<br>48 | —<br>—<br>—<br>0.85<br>0.61 | | 1 |
| Errorrate | Layer | #decodable | ITU-Rmark |
| --- | --- | --- | --- |
| 3 | 0<br>1<br>2<br>4<br>5 | 27<br>62<br>26<br>135<br>293 | 1.31<br>6.25<br>1.89<br>6.81<br>6.25 | | | PhysicalP<br>FSW(P)<br>ICD(P)<br>TCSS(P) | 297<br>149<br>162<br>168 | 39<br>38<br>41<br>41 | 155<br>102<br>109<br>112 | 49<br>51<br>52<br>54 | 0.131<br>0.255<br>0.253<br>0.244 |
| --- | --- | --- | --- | --- | --- |
| PhysicalP<br>FSW(P)<br>ICD(P)<br>TCSS(P) | 156<br>144<br>165<br>128 | 41<br>31<br>43<br>39 | 155<br>102<br>109<br>112 | 56<br>59<br>60<br>59 | 0.263<br>0.215<br>0.260<br>0.304 |
| PhysicalP<br>FSW(P)<br>ICD(P)<br>TCSS(P) | 414<br>221<br>248<br>253 | 34<br>32<br>37<br>46 | 155<br>102<br>109<br>112 | 41<br>44<br>45<br>45 | 0.082<br>0.144<br>0.149<br>0.181 | | 0 |
| FeatureSet | Description |
| --- | --- |
| Φ9 | Φ\{FunctionTag}8 |
| Φ10 | Φ\{PredicateCluster}8 | | | Φ11 | Φ\{HeadWord}8 |
| --- | --- |
| Φ12 | Φ\{Path}8 |
| Φ13 | Φ\{Position}8 |
| Φ14 | Φ\{Voice}8 |
| Φ15 | Φ\{Subcategorization}8 |
| Φ16 | Φ∩Φ1015 | | 1 |
| FeatureSet | Description |
| --- | --- |
| Φ9 | Φ\{FunctionTag}8 |
| Φ10 | Φ\{PredicateCluster}8 | | | Featurelabel | Description |
| --- | --- |
| c,c,c∧cijij | Thetwoconceptsandtheirconjunction |
| w,w,w∧wijij | Wordsinthecorrespondingspansandtheirconjunction |
| p,p,p∧pijij | POStagsofwordsinspansandtheirconjunction |
| depij | Alldependencyedgeswithtailinwandheadinwij |
| dir | Binaryfeaturewhichistrueiffi<j |
| r | Relationlabelanditsconjunctionwithallotherfeatures | | 0 |
| FeatureSet | Description |
| --- | --- |
| Φ9 | Φ\{FunctionTag}8 | | | Φ10 | Φ\{PredicateCluster}8 |
| --- | --- |
| Φ11 | Φ\{HeadWord}8 |
| Φ12 | Φ\{Path}8 |
| Φ13 | Φ\{Position}8 |
| Φ14 | Φ\{Voice}8 |
| Φ15 | Φ\{Subcategorization}8 |
| Φ16 | Φ∩Φ1015 | | 1 |
| FeatureSet | Description |
| --- | --- |
| Φ9 | Φ\{FunctionTag}8 | | | dir | Binaryfeaturewhichistrueiffi<j |
| --- | --- |
| r | Relationlabelanditsconjunctionwithallotherfeatures | | 0 |
| AdditionalInformation | WN18 |
| --- | --- |
| MeanRankHits@10 | | | | No<br>No<br>No<br>No<br>No<br>No<br>No<br>No<br>No<br>No<br>No<br>No | 98580.5<br>30438.2<br>25189.2<br>30386.7<br>22592.0<br>21892.3<br>34893.2<br>21292.2<br>--<br>-66.1<br>-94.2<br>206(244)93.4(94.7) |
| --- | --- |
| No<br>No | 20594.2<br>22395.2 |
| Path<br>Path<br>Node+LinkFeatures<br>Path<br>ExternalMemory | --<br>--<br>-94.3<br>-94.8<br>24995.3 | | 1 |
| AdditionalInformation | WN18 |
| --- | --- |
| MeanRankHits@10 | | | | Network | #Predicted | #Matched | #Derivable | #Derived | Pr |
| --- | --- | --- | --- | --- | --- |
| PhysicalP<br>FSW(P)<br>ICD(P)<br>TCSS(P) | 294<br>156<br>167<br>172 | 29<br>31<br>32<br>39 | 155<br>102<br>109<br>112 | 38<br>40<br>40<br>41 | 0.098<br>0.198<br>0.191<br>0.226 |
| PhysicalP<br>FSW(P)<br>ICD(P)<br>TCSS(P) | 297<br>149<br>162<br>168 | 39<br>38<br>41<br>41 | 155<br>102<br>109<br>112 | 49<br>51<br>52<br>54 | 0.131<br>0.255<br>0.253<br>0.244 |
| PhysicalP<br>FSW(P)<br>ICD(P)<br>TCSS(P) | 156<br>144<br>165<br>128 | 41<br>31<br>43<br>39 | 155<br>102<br>109<br>112 | 56<br>59<br>60<br>59 | 0.263<br>0.215<br>0.260<br>0.304 |
| PhysicalP<br>FSW(P)<br>ICD(P)<br>TCSS(P) | 414<br>221<br>248<br>253 | 34<br>32<br>37<br>46 | 155<br>102<br>109<br>112 | 41<br>44<br>45<br>45 | 0.082<br>0.144<br>0.149<br>0.181 | | 0 |
| AdditionalInformation | WN18 |
| --- | --- |
| MeanRankHits@10 | |
| No<br>No<br>No<br>No<br>No<br>No<br>No<br>No<br>No<br>No<br>No<br>No | 98580.5<br>30438.2<br>25189.2<br>30386.7<br>22592.0<br>21892.3<br>34893.2<br>21292.2<br>--<br>-66.1<br>-94.2<br>206(244)93.4(94.7) | | | No<br>No | 20594.2<br>22395.2 |
| --- | --- |
| Path<br>Path<br>Node+LinkFeatures<br>Path<br>ExternalMemory | --<br>--<br>-94.3<br>-94.8<br>24995.3 | | 1 |
| AdditionalInformation | WN18 |
| --- | --- |
| MeanRankHits@10 | |
| No<br>No<br>No<br>No<br>No<br>No<br>No<br>No<br>No<br>No<br>No<br>No | 98580.5<br>30438.2<br>25189.2<br>30386.7<br>22592.0<br>21892.3<br>34893.2<br>21292.2<br>--<br>-66.1<br>-94.2<br>206(244)93.4(94.7) | | | PhysicalP<br>FSW(P)<br>ICD(P)<br>TCSS(P) | 297<br>149<br>162<br>168 | 39<br>38<br>41<br>41 | 155<br>102<br>109<br>112 | 49<br>51<br>52<br>54 | 0.131<br>0.255<br>0.253<br>0.244 |
| --- | --- | --- | --- | --- | --- |
| PhysicalP<br>FSW(P)<br>ICD(P)<br>TCSS(P) | 156<br>144<br>165<br>128 | 41<br>31<br>43<br>39 | 155<br>102<br>109<br>112 | 56<br>59<br>60<br>59 | 0.263<br>0.215<br>0.260<br>0.304 |
| PhysicalP<br>FSW(P)<br>ICD(P)<br>TCSS(P) | 414<br>221<br>248<br>253 | 34<br>32<br>37<br>46 | 155<br>102<br>109<br>112 | 41<br>44<br>45<br>45 | 0.082<br>0.144<br>0.149<br>0.181 | | 0 |
| method | d.o.f. | matrixelements | fractureelements |
| --- | --- | --- | --- |
| Box-DFM | 1422 | 2691triangles | 130 |
| CC-DFM | 1481 | 1386triangles | 95 | | | EDFM | 1501 | 1369quads | 132 |
| --- | --- | --- | --- |
| mortar-DFM | 3366 | 1280triangles | 75 |
| P-XFEM | 1632 | 961quads | 318 |
| D-XFEM | 4474 | 1250triangles | 126 |
| MFD | 2352280 | 1136456quads | 38600 | | 1 |
| method | d.o.f. | matrixelements | fractureelements |
| --- | --- | --- | --- |
| Box-DFM | 1422 | 2691triangles | 130 |
| CC-DFM | 1481 | 1386triangles | 95 | | | method | d.o.f. | matrixelements | fractureelements |
| --- | --- | --- | --- |
| Box-DFM | 1496 | 2863triangles | 74 |
| CC-DFM | 1459 | 1416triangles | 43 |
| EDFM | 1044 | 960quads | 84 |
| mortar-DFM | 3647 | 1384triangles | 63 |
| P-XFEM | 1667 | 1320quads | 68 |
| D-XFEM | 3514 | 1132triangles | 160 |
| MFD | 889233 | 424921mixed | 19287 | | 0 |
| method | d.o.f. | matrixelements | fractureelements |
| --- | --- | --- | --- |
| Box-DFM | 1422 | 2691triangles | 130 |
| CC-DFM | 1481 | 1386triangles | 95 |
| EDFM | 1501 | 1369quads | 132 |
| mortar-DFM | 3366 | 1280triangles | 75 | | | P-XFEM | 1632 | 961quads | 318 |
| --- | --- | --- | --- |
| D-XFEM | 4474 | 1250triangles | 126 |
| MFD | 2352280 | 1136456quads | 38600 | | 1 |
| method | d.o.f. | matrixelements | fractureelements |
| --- | --- | --- | --- |
| Box-DFM | 1422 | 2691triangles | 130 |
| CC-DFM | 1481 | 1386triangles | 95 |
| EDFM | 1501 | 1369quads | 132 |
| mortar-DFM | 3366 | 1280triangles | 75 | | | mortar-DFM | 3647 | 1384triangles | 63 |
| --- | --- | --- | --- |
| P-XFEM | 1667 | 1320quads | 68 |
| D-XFEM | 3514 | 1132triangles | 160 |
| MFD | 889233 | 424921mixed | 19287 | | 0 |
| SearchScore | ScoreChange | DiscountFactor | ContributiontoTotalError |
| --- | --- | --- | --- |
| 10 | 0 | 0.7 | 0 |
| 20 | 10 | 0.7 | 7 |
| 20 | 0 | 0.7 | 0 |
| 20 | 0 | 0.7 | 0 |
| -10 | -30 | 0.7 | -7.2 |
| -10 | 0 | 0.7 | 0 |
| -10 | 0 | 0.7 | 0 |
| 40 | 50 | 0.7 | 4.12 | | | 40 | 0 | 0.7 | 0 |
| --- | --- | --- | --- |
| 40 | 0 | 0.7 | 0 |
| 40 | 0 | 0.7 | 0 |
| 40 | 0 | 0.7 | 0 | | 1 |
| SearchScore | ScoreChange | DiscountFactor | ContributiontoTotalError |
| --- | --- | --- | --- |
| 10 | 0 | 0.7 | 0 |
| 20 | 10 | 0.7 | 7 |
| 20 | 0 | 0.7 | 0 |
| 20 | 0 | 0.7 | 0 |
| -10 | -30 | 0.7 | -7.2 |
| -10 | 0 | 0.7 | 0 |
| -10 | 0 | 0.7 | 0 |
| 40 | 50 | 0.7 | 4.12 | | | Student | Obtainedscore | FinalScore |
| --- | --- | --- |
| 1 | 1 | 50.32 |
| 2 | 0 | 59.89 |
| 3 | 0 | 61.63 |
| 4 | 1 | 66.50 |
| 5 | 1 | 67.54 |
| 6 | 0 | 67.92 |
| 7 | 1 | 69.57 |
| 8 | 0 | 83.16 |
| 9 | 0 | 84.73 | | 0 |
| SearchScore | ScoreChange | DiscountFactor | ContributiontoTotalError |
| --- | --- | --- | --- |
| 10 | 0 | 0.7 | 0 |
| 20 | 10 | 0.7 | 7 |
| 20 | 0 | 0.7 | 0 |
| 20 | 0 | 0.7 | 0 |
| -10 | -30 | 0.7 | -7.2 | | | -10 | 0 | 0.7 | 0 |
| --- | --- | --- | --- |
| -10 | 0 | 0.7 | 0 |
| 40 | 50 | 0.7 | 4.12 |
| 40 | 0 | 0.7 | 0 |
| 40 | 0 | 0.7 | 0 |
| 40 | 0 | 0.7 | 0 |
| 40 | 0 | 0.7 | 0 | | 1 |
| SearchScore | ScoreChange | DiscountFactor | ContributiontoTotalError |
| --- | --- | --- | --- |
| 10 | 0 | 0.7 | 0 |
| 20 | 10 | 0.7 | 7 |
| 20 | 0 | 0.7 | 0 |
| 20 | 0 | 0.7 | 0 |
| -10 | -30 | 0.7 | -7.2 | | | 7 | 1 | 69.57 |
| --- | --- | --- |
| 8 | 0 | 83.16 |
| 9 | 0 | 84.73 | | 0 |
| Method | Recall | Precision | F-measure |
| --- | --- | --- | --- |
| FCRNall+filts | 0.76 | 0.92 | 0.83 | | | TextBoxes | 0.74 | 0.88 | 0.81 |
| --- | --- | --- | --- |
| TextBoxes+MS | 0.83 | 0.89 | 0.86 |
| Seglink | 0.83 | 0.88 | 0.85 |
| Tianetal. | 0.83 | 0.93 | 0.88 |
| Tangetal. | 0.87 | 0.92 | 0.90 |
| Heetal. | 0.86 | 0.89 | 0.88 |
| Heetal. | 0.81 | 0.92 | 0.86 |
| WordSup+MS | 0.88 | 0.93 | 0.90 |
| Baseline | 0.74 | 0.88 | 0.81 |
| Baseline+MS | 0.85 | 0.92 | 0.88 |
| RRD | 0.75 | 0.88 | 0.81 |
| RRD+MS | 0.86 | 0.92 | 0.89 | | 1 |
| Method | Recall | Precision | F-measure |
| --- | --- | --- | --- |
| FCRNall+filts | 0.76 | 0.92 | 0.83 | | | Methods | recall | precision | f-measure |
| --- | --- | --- | --- |
| BaselineA | 0.233 | 0.8378 | 0.3648 |
| BaselineB | 0.107 | 0.8973 | 0.1914 |
| BaselineC | 0.047 | 0.1856 | 0.0747 |
| Yaoetal. | 0.271 | 0.4323 | 0.3331 |
| Zhouetal. | 0.324 | 0.5039 | 0.3945 |
| TextBoxes++ | 0.5600 | 0.5582 | 0.5591 |
| TextBoxes++MS | 0.5670 | 0.6087 | 0.5872 | | 0 |
| Method | Recall | Precision | F-measure |
| --- | --- | --- | --- |
| FCRNall+filts | 0.76 | 0.92 | 0.83 |
| TextBoxes | 0.74 | 0.88 | 0.81 |
| TextBoxes+MS | 0.83 | 0.89 | 0.86 |
| Seglink | 0.83 | 0.88 | 0.85 |
| Tianetal. | 0.83 | 0.93 | 0.88 |
| Tangetal. | 0.87 | 0.92 | 0.90 |
| Heetal. | 0.86 | 0.89 | 0.88 |
| Heetal. | 0.81 | 0.92 | 0.86 | | | WordSup+MS | 0.88 | 0.93 | 0.90 |
| --- | --- | --- | --- |
| Baseline | 0.74 | 0.88 | 0.81 |
| Baseline+MS | 0.85 | 0.92 | 0.88 |
| RRD | 0.75 | 0.88 | 0.81 |
| RRD+MS | 0.86 | 0.92 | 0.89 | | 1 |
| Method | Recall | Precision | F-measure |
| --- | --- | --- | --- |
| FCRNall+filts | 0.76 | 0.92 | 0.83 |
| TextBoxes | 0.74 | 0.88 | 0.81 |
| TextBoxes+MS | 0.83 | 0.89 | 0.86 |
| Seglink | 0.83 | 0.88 | 0.85 |
| Tianetal. | 0.83 | 0.93 | 0.88 |
| Tangetal. | 0.87 | 0.92 | 0.90 |
| Heetal. | 0.86 | 0.89 | 0.88 |
| Heetal. | 0.81 | 0.92 | 0.86 | | | Yaoetal. | 0.271 | 0.4323 | 0.3331 |
| --- | --- | --- | --- |
| Zhouetal. | 0.324 | 0.5039 | 0.3945 |
| TextBoxes++ | 0.5600 | 0.5582 | 0.5591 |
| TextBoxes++MS | 0.5670 | 0.6087 | 0.5872 | | 0 |
| #Clusters | Criterion | BaseMethods | LocalityBased | SparsityBased | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Kmeans | NCUT | LLC | LSGC+LLC | SP | RSP | LSGC+SP | | |
| 2 | NMI | 80.79 | 77.85 | 81.04 | 98.48 | 74.05 | 76.77 | 98.42 |
| AC | 93.76 | 92.46 | 93.46 | 99.40 | 89.83 | 91.92 | 99.36 | |
| 4 | NMI | 76.60 | 88.36 | 82.24 | 98.09 | 77.54 | 78.70 | 93.73 |
| AC | 82.50 | 90.65 | 86.99 | 98.49 | 81.24 | 83.98 | 93.78 | |
| 6 | NMI | 76.29 | 85.88 | 78.93 | 97.75 | 76.97 | 79.60 | 90.28 |
| AC | 76.32 | 83.53 | 78.58 | 97.21 | 74.40 | 78.80 | 84.72 | |
| 8 | NMI | 76.23 | 87.46 | 74.40 | 95.32 | 73.06 | 79.03 | 88.18 |
| AC | 73.28 | 83.57 | 71.20 | 92.28 | 66.97 | 76.12 | 79.72 | |
| 10 | NMI | 78.08 | 83.19 | 76.07 | 94.74 | 73.11 | 78.57 | 88.24 |
| AC | 73.74 | 77.13 | 69.36 | 89.21 | 65.25 | 73.79 | 77.67 | |
| 12 | NMI | 79.45 | 80.33 | 75.67 | 93.35 | 73.75 | 76.35 | 87.24 |
| AC | 72.64 | 73.07 | 68.08 | 86.14 | 64.63 | 69.15 | 76.01 | |
| 14 | NMI | 76.20 | 81.47 | 75.55 | 93.21 | 74.96 | 77.56 | 87.60 |
| AC | 68.59 | 73.03 | 65.83 | 85.60 | 64.95 | 68.71 | 74.54 | |
| 16 | NMI | 77.41 | 77.81 | 75.72 | 93.21 | 73.46 | 76.62 | 85.79 |
| AC | 68.84 | 65.99 | 64.97 | 84.77 | 62.37 | 66.56 | 71.38 | |
| 18 | NMI | 76.69 | 77.76 | 74.76 | 91.38 | 74.18 | 76.91 | 85.26 | | | AC | 65.53 | 65.14 | 63.18 | 80.97 | 62.46 | 66.00 | 69.48 | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 20 | NMI | 77.10 | 79.87 | 74.63 | 91.86 | 73.42 | 76.55 | 84.95 |
| AC | 65.35 | 65.91 | 62.46 | 81.85 | 60.65 | 64.57 | 68.14 | |
| Avg | NMI | 77.48 | 82.00 | 76.90 | 94.74 | 74.45 | 77.67 | 88.97 |
| AC | 74.06 | 77.05 | 72.41 | 89.59 | 69.28 | 73.96 | 79.48 | | | 1 |
| #Clusters | Criterion | BaseMethods | LocalityBased | SparsityBased | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Kmeans | NCUT | LLC | LSGC+LLC | SP | RSP | LSGC+SP | | |
| 2 | NMI | 80.79 | 77.85 | 81.04 | 98.48 | 74.05 | 76.77 | 98.42 |
| AC | 93.76 | 92.46 | 93.46 | 99.40 | 89.83 | 91.92 | 99.36 | |
| 4 | NMI | 76.60 | 88.36 | 82.24 | 98.09 | 77.54 | 78.70 | 93.73 |
| AC | 82.50 | 90.65 | 86.99 | 98.49 | 81.24 | 83.98 | 93.78 | |
| 6 | NMI | 76.29 | 85.88 | 78.93 | 97.75 | 76.97 | 79.60 | 90.28 |
| AC | 76.32 | 83.53 | 78.58 | 97.21 | 74.40 | 78.80 | 84.72 | |
| 8 | NMI | 76.23 | 87.46 | 74.40 | 95.32 | 73.06 | 79.03 | 88.18 |
| AC | 73.28 | 83.57 | 71.20 | 92.28 | 66.97 | 76.12 | 79.72 | |
| 10 | NMI | 78.08 | 83.19 | 76.07 | 94.74 | 73.11 | 78.57 | 88.24 |
| AC | 73.74 | 77.13 | 69.36 | 89.21 | 65.25 | 73.79 | 77.67 | |
| 12 | NMI | 79.45 | 80.33 | 75.67 | 93.35 | 73.75 | 76.35 | 87.24 |
| AC | 72.64 | 73.07 | 68.08 | 86.14 | 64.63 | 69.15 | 76.01 | |
| 14 | NMI | 76.20 | 81.47 | 75.55 | 93.21 | 74.96 | 77.56 | 87.60 |
| AC | 68.59 | 73.03 | 65.83 | 85.60 | 64.95 | 68.71 | 74.54 | |
| 16 | NMI | 77.41 | 77.81 | 75.72 | 93.21 | 73.46 | 76.62 | 85.79 |
| AC | 68.84 | 65.99 | 64.97 | 84.77 | 62.37 | 66.56 | 71.38 | |
| 18 | NMI | 76.69 | 77.76 | 74.76 | 91.38 | 74.18 | 76.91 | 85.26 | | | Clusters | 1-rule | 2-rule |
| --- | --- | --- |
| 1 | 29.4 | 34.3 |
| 2 | 31.4 | 35.5 |
| 3 | 31.8 | 36.2 |
| 4 | 31.7 | 37.0 |
| 5 | 32.3 | 37.2 |
| 6 | 31.9 | 37.3 |
| 10 | 32.8 | 37.5 |
| 20 | 35.1 | 38.3 |
| 40 | 35.8 | 38.9 | | 0 |
| #Clusters | Criterion | BaseMethods | LocalityBased | SparsityBased | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Kmeans | NCUT | LLC | LSGC+LLC | SP | RSP | LSGC+SP | | |
| 2 | NMI | 80.79 | 77.85 | 81.04 | 98.48 | 74.05 | 76.77 | 98.42 |
| AC | 93.76 | 92.46 | 93.46 | 99.40 | 89.83 | 91.92 | 99.36 | |
| 4 | NMI | 76.60 | 88.36 | 82.24 | 98.09 | 77.54 | 78.70 | 93.73 |
| AC | 82.50 | 90.65 | 86.99 | 98.49 | 81.24 | 83.98 | 93.78 | |
| 6 | NMI | 76.29 | 85.88 | 78.93 | 97.75 | 76.97 | 79.60 | 90.28 | | | AC | 76.32 | 83.53 | 78.58 | 97.21 | 74.40 | 78.80 | 84.72 | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 8 | NMI | 76.23 | 87.46 | 74.40 | 95.32 | 73.06 | 79.03 | 88.18 |
| AC | 73.28 | 83.57 | 71.20 | 92.28 | 66.97 | 76.12 | 79.72 | |
| 10 | NMI | 78.08 | 83.19 | 76.07 | 94.74 | 73.11 | 78.57 | 88.24 |
| AC | 73.74 | 77.13 | 69.36 | 89.21 | 65.25 | 73.79 | 77.67 | |
| 12 | NMI | 79.45 | 80.33 | 75.67 | 93.35 | 73.75 | 76.35 | 87.24 |
| AC | 72.64 | 73.07 | 68.08 | 86.14 | 64.63 | 69.15 | 76.01 | |
| 14 | NMI | 76.20 | 81.47 | 75.55 | 93.21 | 74.96 | 77.56 | 87.60 |
| AC | 68.59 | 73.03 | 65.83 | 85.60 | 64.95 | 68.71 | 74.54 | |
| 16 | NMI | 77.41 | 77.81 | 75.72 | 93.21 | 73.46 | 76.62 | 85.79 |
| AC | 68.84 | 65.99 | 64.97 | 84.77 | 62.37 | 66.56 | 71.38 | |
| 18 | NMI | 76.69 | 77.76 | 74.76 | 91.38 | 74.18 | 76.91 | 85.26 |
| AC | 65.53 | 65.14 | 63.18 | 80.97 | 62.46 | 66.00 | 69.48 | |
| 20 | NMI | 77.10 | 79.87 | 74.63 | 91.86 | 73.42 | 76.55 | 84.95 |
| AC | 65.35 | 65.91 | 62.46 | 81.85 | 60.65 | 64.57 | 68.14 | |
| Avg | NMI | 77.48 | 82.00 | 76.90 | 94.74 | 74.45 | 77.67 | 88.97 |
| AC | 74.06 | 77.05 | 72.41 | 89.59 | 69.28 | 73.96 | 79.48 | | | 1 |
| #Clusters | Criterion | BaseMethods | LocalityBased | SparsityBased | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Kmeans | NCUT | LLC | LSGC+LLC | SP | RSP | LSGC+SP | | |
| 2 | NMI | 80.79 | 77.85 | 81.04 | 98.48 | 74.05 | 76.77 | 98.42 |
| AC | 93.76 | 92.46 | 93.46 | 99.40 | 89.83 | 91.92 | 99.36 | |
| 4 | NMI | 76.60 | 88.36 | 82.24 | 98.09 | 77.54 | 78.70 | 93.73 |
| AC | 82.50 | 90.65 | 86.99 | 98.49 | 81.24 | 83.98 | 93.78 | |
| 6 | NMI | 76.29 | 85.88 | 78.93 | 97.75 | 76.97 | 79.60 | 90.28 | | | 2 | 31.4 | 35.5 |
| --- | --- | --- |
| 3 | 31.8 | 36.2 |
| 4 | 31.7 | 37.0 |
| 5 | 32.3 | 37.2 |
| 6 | 31.9 | 37.3 |
| 10 | 32.8 | 37.5 |
| 20 | 35.1 | 38.3 |
| 40 | 35.8 | 38.9 | | 0 |
| CPUModel | IntelXeonE5-2690 |
| --- | --- |
| CPUCores | 8 |
| DRAMSize | 128GB |
| GPUModel | TeslaK20c |
| DeviceMemorySize | 5GBGDDR5 | | | SMsandSPs | 13and192 |
| --- | --- |
| ComputeCapability | 3.5 |
| CUDASDK | 7.5 |
| PCIeBus | PCIex16Gen2 | | 1 |
| CPUModel | IntelXeonE5-2690 |
| --- | --- |
| CPUCores | 8 |
| DRAMSize | 128GB |
| GPUModel | TeslaK20c |
| DeviceMemorySize | 5GBGDDR5 | | | CPUModel | IntelXeonE5-2690 |
| --- | --- |
| CPUCores | 8 |
| DRAMSize | 128GB |
| GPUModel | TeslaK20c |
| DeviceMemorySize | 5GBGDDR5 |
| SMsandSPs | 13and192 |
| ComputeCapability | 3.5 |
| CUDASDK | 7.5 |
| PCIeBus | PCIex16Gen2 | | 0 |
| CPUModel | IntelXeonE5-2690 |
| --- | --- |
| CPUCores | 8 |
| DRAMSize | 128GB |
| GPUModel | TeslaK20c | | | DeviceMemorySize | 5GBGDDR5 |
| --- | --- |
| SMsandSPs | 13and192 |
| ComputeCapability | 3.5 |
| CUDASDK | 7.5 |
| PCIeBus | PCIex16Gen2 | | 1 |
| CPUModel | IntelXeonE5-2690 |
| --- | --- |
| CPUCores | 8 |
| DRAMSize | 128GB |
| GPUModel | TeslaK20c | | | ComputeCapability | 3.5 |
| --- | --- |
| CUDASDK | 7.5 |
| PCIeBus | PCIex16Gen2 | | 0 |
| 32 | 128 | 512 |
| --- | --- | --- |
| 32 | 128 | 512 |
| 288 | 1152 | 4608 | | | 800 | 3200 | 12800 |
| --- | --- | --- |
| 1568 | 6272 | 25088 | | 1 |
| 32 | 128 | 512 |
| --- | --- | --- |
| 32 | 128 | 512 |
| 288 | 1152 | 4608 | | | 318739 | 472 | 138 | 7 | 16 |
| --- | --- | --- | --- | --- |
| 229 | 32090 | 217 | 0 | 9 |
| 33 | 115 | 885 | 0 | 16 |
| 0 | 0 | 0 | 5 | 0 |
| 5 | 23 | 26 | 0 | 3128 |
| 11 | 32 | 0 | 0 | 0 | | 0 |
| 32 | 128 | 512 |
| --- | --- | --- |
| 32 | 128 | 512 |
| 288 | 1152 | 4608 | | | 800 | 3200 | 12800 |
| --- | --- | --- |
| 1568 | 6272 | 25088 | | 1 |
| 32 | 128 | 512 |
| --- | --- | --- |
| 32 | 128 | 512 |
| 288 | 1152 | 4608 | | | 5 | 23 | 26 | 0 | 3128 |
| --- | --- | --- | --- | --- |
| 11 | 32 | 0 | 0 | 0 | | 0 |
| Scenario | b | d | s |
| --- | --- | --- | --- |
| 1 | 0.002 | 0.1908 | 0.318 |
| 2 | 0.004 | 2 | 0.318 | | | 3 | 0.002 | 0.3743 | 0.1181 |
| --- | --- | --- | --- |
| 4 | 0.002 | 0.3743 | 0 | | 1 |
| Scenario | b | d | s |
| --- | --- | --- | --- |
| 1 | 0.002 | 0.1908 | 0.318 |
| 2 | 0.004 | 2 | 0.318 | | | | a | b | c | d | e |
| --- | --- | --- | --- | --- | --- |
| i | 1.25 | 1.05 | 1.12 | 1.57 | |
| j | .83 | 1.13 | 1.02 | .35 | .18 |
| k | 0 | .35 | .21 | -.56 | 1.02 |
| (cid:96) | -.12 | | | | .98 | | 0 |
| Scenario | b | d | s |
| --- | --- | --- | --- |
| 1 | 0.002 | 0.1908 | 0.318 |
| 2 | 0.004 | 2 | 0.318 | | | 3 | 0.002 | 0.3743 | 0.1181 |
| --- | --- | --- | --- |
| 4 | 0.002 | 0.3743 | 0 | | 1 |
| Scenario | b | d | s |
| --- | --- | --- | --- |
| 1 | 0.002 | 0.1908 | 0.318 |
| 2 | 0.004 | 2 | 0.318 | | | k | 0 | .35 | .21 | -.56 | 1.02 |
| --- | --- | --- | --- | --- | --- |
| (cid:96) | -.12 | | | | .98 | | 0 |
| Facedetection(FasterR-CNN,ZFNet) | 65ms |
| --- | --- |
| TrainingofFasterR-CNN/ZFNeton393kfaces | 12.2h |
| Landmarklocalization(RTSM) | 42ms | | | 3Dcomponentreconstruction(persubject) | 17.6s |
| --- | --- |
| 3Dwholefacereconstruction(persubject) | 151.6s |
| Featureextractionfora3Dcomponent | 1.6ms |
| IdentificationbySRC(100subjectsingallery) | 1.85s |
| CNNtrainingonhybriddatabase(500kfaces) | 42h26m |
| IdentificationbyCNN(100subjectsingallery) | 0.397s | | 1 |
| Facedetection(FasterR-CNN,ZFNet) | 65ms |
| --- | --- |
| TrainingofFasterR-CNN/ZFNeton393kfaces | 12.2h |
| Landmarklocalization(RTSM) | 42ms | | | Feature |
| --- |
| ResNet |
| P3DResNet(16-frame) |
| P3DResNet(128-frame) |
| P3DResNet(16-frame) |
| - | | 0 |
| Facedetection(FasterR-CNN,ZFNet) | 65ms |
| --- | --- |
| TrainingofFasterR-CNN/ZFNeton393kfaces | 12.2h |
| Landmarklocalization(RTSM) | 42ms |
| 3Dcomponentreconstruction(persubject) | 17.6s |
| 3Dwholefacereconstruction(persubject) | 151.6s | | | Featureextractionfora3Dcomponent | 1.6ms |
| --- | --- |
| IdentificationbySRC(100subjectsingallery) | 1.85s |
| CNNtrainingonhybriddatabase(500kfaces) | 42h26m |
| IdentificationbyCNN(100subjectsingallery) | 0.397s | | 1 |
| Facedetection(FasterR-CNN,ZFNet) | 65ms |
| --- | --- |
| TrainingofFasterR-CNN/ZFNeton393kfaces | 12.2h |
| Landmarklocalization(RTSM) | 42ms |
| 3Dcomponentreconstruction(persubject) | 17.6s |
| 3Dwholefacereconstruction(persubject) | 151.6s | | | P3DResNet(128-frame) |
| --- |
| P3DResNet(16-frame) |
| - | | 0 |
| Category | Lh1 | Lh2 | Lh3 |
| --- | --- | --- | --- |
| card(entries) | 6.5∗10 | 1.01∗10 | 8.3∗10 | | | card(A)1 | 400+ | 350+ | 350+ |
| --- | --- | --- | --- |
| card(A)2 | 200+ | 200+ | 200+ |
| card(A)3 | 160+ | 150+ | 120+ |
| card(A)4 | 200+ | 50+ | ≈50 |
| E2ETTD | ≤60mins | ≤55mins | ≤50mins | | 1 |
| Category | Lh1 | Lh2 | Lh3 |
| --- | --- | --- | --- |
| card(entries) | 6.5∗10 | 1.01∗10 | 8.3∗10 | | | b | 7 | 9 | 10 | 12 |
| --- | --- | --- | --- | --- |
| CW | 81min | 92min | 103min | 124min |
| QC | 0.99 | 0.994 | 0.993 | 0.991 |
| CC | 102min | 123min | 128min | 131min |
| QD | 0.94 | 0.96 | 0.95 | 0.94 | | 0 |
| Category | Lh1 | Lh2 | Lh3 |
| --- | --- | --- | --- |
| card(entries) | 6.5∗10 | 1.01∗10 | 8.3∗10 |
| card(A)1 | 400+ | 350+ | 350+ | | | card(A)2 | 200+ | 200+ | 200+ |
| --- | --- | --- | --- |
| card(A)3 | 160+ | 150+ | 120+ |
| card(A)4 | 200+ | 50+ | ≈50 |
| E2ETTD | ≤60mins | ≤55mins | ≤50mins | | 1 |
| Category | Lh1 | Lh2 | Lh3 |
| --- | --- | --- | --- |
| card(entries) | 6.5∗10 | 1.01∗10 | 8.3∗10 |
| card(A)1 | 400+ | 350+ | 350+ | | | CC | 102min | 123min | 128min | 131min |
| --- | --- | --- | --- | --- |
| QD | 0.94 | 0.96 | 0.95 | 0.94 | | 0 |
| | C1,2/8 | C1,8/2 | C2,2/8 | C2,8/2 |
| --- | --- | --- | --- | --- |
| | 0.69 | 0.72 | 0.60 | 0.60 |
| | 0.68 | 0.71 | 0.62 | 0.63 | | | | 0.74 | 0.75 | 0.65 | 0.66 |
| --- | --- | --- | --- | --- |
| Cglove | 0.76 | 0.83 | 0.73 | 0.77 | | 1 |
| | C1,2/8 | C1,8/2 | C2,2/8 | C2,8/2 |
| --- | --- | --- | --- | --- |
| | 0.69 | 0.72 | 0.60 | 0.60 |
| | 0.68 | 0.71 | 0.62 | 0.63 | | | c1 | c2 | c3 | c4 | c5 | AA | OA |
| --- | --- | --- | --- | --- | --- | --- |
| 0.8689 | 0.8282 | 0.8054 | 0.8297 | 0.8424 | 0.8349 | 0.8623 |
| 0.8913 | 0.8648 | 0.8824 | 0.8910 | 0.8231 | 0.8705 | 0.8913 |
| 0.9281 | 0.9292 | 0.9386 | 0.9413 | 0.8593 | 0.9193 | 0.9305 |
| 0.8628 | 0.9407 | 0.9456 | 0.9354 | 0.8724 | 0.9114 | 0.9214 |
| 0.9347 | 0.9739 | 0.9207 | 0.9642 | 0.9242 | 0.9435 | 0.9505 |
| 0.9620 | 0.9483 | 0.9856 | 0.9850 | 0.9879 | 0.9738 | 0.9811 | | 0 |
| | C1,2/8 | C1,8/2 | C2,2/8 | C2,8/2 |
| --- | --- | --- | --- | --- |
| | 0.69 | 0.72 | 0.60 | 0.60 |
| | 0.68 | 0.71 | 0.62 | 0.63 | | | | 0.74 | 0.75 | 0.65 | 0.66 |
| --- | --- | --- | --- | --- |
| Cglove | 0.76 | 0.83 | 0.73 | 0.77 | | 1 |
| | C1,2/8 | C1,8/2 | C2,2/8 | C2,8/2 |
| --- | --- | --- | --- | --- |
| | 0.69 | 0.72 | 0.60 | 0.60 |
| | 0.68 | 0.71 | 0.62 | 0.63 | | | 0.8628 | 0.9407 | 0.9456 | 0.9354 | 0.8724 | 0.9114 | 0.9214 |
| --- | --- | --- | --- | --- | --- | --- |
| 0.9347 | 0.9739 | 0.9207 | 0.9642 | 0.9242 | 0.9435 | 0.9505 |
| 0.9620 | 0.9483 | 0.9856 | 0.9850 | 0.9879 | 0.9738 | 0.9811 | | 0 |
| | #ofepisodes | #ofwordtokens |
| --- | --- | --- |
| fiction | 3760 | 13.4M | | | documentary | 3561 | 12.5M |
| --- | --- | --- |
| talkshow | 1318 | 11.7M |
| quiz | 2047 | 8M |
| lifestyle | 258 | 472k |
| news/weather | 13 | 52k |
| total | 10957 | 46M | | 1 |
| | #ofepisodes | #ofwordtokens |
| --- | --- | --- |
| fiction | 3760 | 13.4M | | | Numberofwords | | | |
| --- | --- | --- | --- |
| 1Quartile | 2Quartile(Median) | 3Quartile | |
| Stanford | 5 | 15 | 18,5 |
| Yelp | 15,5 | 36 | 67,6 |
| Debate | 12 | 15,5 | 18 |
| ReviewsI | 19 | 13 | 32,5 |
| TwitterI | 14 | 20 | 23,5 |
| Myspace | 12 | 18 | 17 |
| Youtube | 6 | 11 | 26 |
| Digg | 5,5 | 15 | 19 |
| RW | 20 | 27 | 104 |
| BBC | 14 | 68 | 17 |
| Amazon | 14 | 10 | 4 |
| NYT | 18 | 8 | 6 |
| TweetsII | 8 | 10 | 15 |
| ReviewsII | 20 | 11 | 10 |
| Tricky | 10 | 12 | 11 | | 0 |
| | #ofepisodes | #ofwordtokens |
| --- | --- | --- |
| fiction | 3760 | 13.4M |
| documentary | 3561 | 12.5M |
| talkshow | 1318 | 11.7M |
| quiz | 2047 | 8M | | | lifestyle | 258 | 472k |
| --- | --- | --- |
| news/weather | 13 | 52k |
| total | 10957 | 46M | | 1 |
| | #ofepisodes | #ofwordtokens |
| --- | --- | --- |
| fiction | 3760 | 13.4M |
| documentary | 3561 | 12.5M |
| talkshow | 1318 | 11.7M |
| quiz | 2047 | 8M | | | TwitterI | 14 | 20 | 23,5 |
| --- | --- | --- | --- |
| Myspace | 12 | 18 | 17 |
| Youtube | 6 | 11 | 26 |
| Digg | 5,5 | 15 | 19 |
| RW | 20 | 27 | 104 |
| BBC | 14 | 68 | 17 |
| Amazon | 14 | 10 | 4 |
| NYT | 18 | 8 | 6 |
| TweetsII | 8 | 10 | 15 |
| ReviewsII | 20 | 11 | 10 |
| Tricky | 10 | 12 | 11 | | 0 |
| Framework | Model | CIR | COL | IBD | OBE | T2D | WT2 | AVG |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| MetAML | RF | 0.877 | 0.805 | 0.809 | 0.644 | 0.664 | 0.703 | 0.750 | | | | SVM | 0.834 | 0.743 | 0.809 | 0.636 | 0.613 | 0.596 | 0.705 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Met2Img | RF | 0.877 | 0.812 | 0.808 | 0.645 | 0.672 | 0.703 | 0.753 |
| | SVM-Sigmoid | 0.509 | 0.603 | 0.775 | 0.648 | 0.515 | 0.553 | 0.600 |
| | SVM-Radial | 0.529 | 0.603 | 0.775 | 0.648 | 0.593 | 0.553 | 0.617 |
| | SVM-Linear | 0.766 | 0.666 | 0.792 | 0.612 | 0.634 | 0.676 | 0.691 |
| | FC | 0.776 | 0.685 | 0.775 | 0.656 | 0.665 | 0.607 | 0.694 |
| | CNN1D | 0.775 | 0.722 | 0.842 | 0.663 | 0.668 | 0.618 | 0.715 | | 1 |
| Framework | Model | CIR | COL | IBD | OBE | T2D | WT2 | AVG |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| MetAML | RF | 0.877 | 0.805 | 0.809 | 0.644 | 0.664 | 0.703 | 0.750 | | | ML | TPR | FPR | TNR | FNR | W-FM |
| --- | --- | --- | --- | --- | --- |
| SVM-linear | 0.89 | 0.122 | 0.878 | 0.11 | 0.885 |
| NB | 0.537 | 0.18 | 0.82 | 0.463 | 0.654 |
| SL | 0.884 | 0.11 | 0.89 | 0.116 | 0.887 |
| MLP | 0.887 | 0.106 | 0.894 | 0.113 | 0.89 |
| PART | 0.893 | 0.122 | 0.878 | 0.107 | 0.887 |
| RF | 0.911 | 0.069 | 0.931 | 0.089 | 0.919 |
| J48 | 0.869 | 0.094 | 0.906 | 0.131 | 0.885 | | 0 |
| Framework | Model | CIR | COL | IBD | OBE | T2D | WT2 | AVG |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| MetAML | RF | 0.877 | 0.805 | 0.809 | 0.644 | 0.664 | 0.703 | 0.750 |
| | SVM | 0.834 | 0.743 | 0.809 | 0.636 | 0.613 | 0.596 | 0.705 |
| Met2Img | RF | 0.877 | 0.812 | 0.808 | 0.645 | 0.672 | 0.703 | 0.753 |
| | SVM-Sigmoid | 0.509 | 0.603 | 0.775 | 0.648 | 0.515 | 0.553 | 0.600 |
| | SVM-Radial | 0.529 | 0.603 | 0.775 | 0.648 | 0.593 | 0.553 | 0.617 | | | | SVM-Linear | 0.766 | 0.666 | 0.792 | 0.612 | 0.634 | 0.676 | 0.691 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | FC | 0.776 | 0.685 | 0.775 | 0.656 | 0.665 | 0.607 | 0.694 |
| | CNN1D | 0.775 | 0.722 | 0.842 | 0.663 | 0.668 | 0.618 | 0.715 | | 1 |
| Framework | Model | CIR | COL | IBD | OBE | T2D | WT2 | AVG |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| MetAML | RF | 0.877 | 0.805 | 0.809 | 0.644 | 0.664 | 0.703 | 0.750 |
| | SVM | 0.834 | 0.743 | 0.809 | 0.636 | 0.613 | 0.596 | 0.705 |
| Met2Img | RF | 0.877 | 0.812 | 0.808 | 0.645 | 0.672 | 0.703 | 0.753 |
| | SVM-Sigmoid | 0.509 | 0.603 | 0.775 | 0.648 | 0.515 | 0.553 | 0.600 |
| | SVM-Radial | 0.529 | 0.603 | 0.775 | 0.648 | 0.593 | 0.553 | 0.617 | | | NB | 0.537 | 0.18 | 0.82 | 0.463 | 0.654 |
| --- | --- | --- | --- | --- | --- |
| SL | 0.884 | 0.11 | 0.89 | 0.116 | 0.887 |
| MLP | 0.887 | 0.106 | 0.894 | 0.113 | 0.89 |
| PART | 0.893 | 0.122 | 0.878 | 0.107 | 0.887 |
| RF | 0.911 | 0.069 | 0.931 | 0.089 | 0.919 |
| J48 | 0.869 | 0.094 | 0.906 | 0.131 | 0.885 | | 0 |
| method/distr. | D1 | D2 | D3 | D4 | D5 |
| --- | --- | --- | --- | --- | --- |
| ES | 0.47 | 0.87 | 2.31 | 7.54 | 66.41 |
| ES4LT | 0.27 | 0.35 | 1.14 | 3.59 | 25.01 |
| MD | 8.37 | 2.89 | 3.30 | 3.46 | 25.01 |
| MD4LT | 0.70 | 0.59 | 1.33 | 1.79 | 2.02 | | | VO | 1.77 | 2.16 | 2.82 | 3.37 | 7.78 |
| --- | --- | --- | --- | --- | --- |
| VO4LT | 0.32 | 0.56 | 1.24 | 1.68 | 1.82 | | 1 |
| method/distr. | D1 | D2 | D3 | D4 | D5 |
| --- | --- | --- | --- | --- | --- |
| ES | 0.47 | 0.87 | 2.31 | 7.54 | 66.41 |
| ES4LT | 0.27 | 0.35 | 1.14 | 3.59 | 25.01 |
| MD | 8.37 | 2.89 | 3.30 | 3.46 | 25.01 |
| MD4LT | 0.70 | 0.59 | 1.33 | 1.79 | 2.02 | | | method/distr. | D1 | D2 | D3 | D4 | D5 |
| --- | --- | --- | --- | --- | --- |
| ES | 0.76 | 1.78 | 4.83 | 3.63 | 59.74 |
| ES4LT | 0.28 | 0.84 | 6.40 | 1.40 | 31.12 |
| MD | 5.79 | 16.04 | 6.65 | 13.56 | 33.51 |
| MD4LT | 0.80 | 1.60 | 2.32 | 2.36 | 4.87 |
| VO | 1.68 | 5.96 | 6.16 | 7.25 | 18.10 |
| VO4LT | 0.32 | 1.41 | 4.85 | 1.53 | 3.12 | | 0 |
| method/distr. | D1 | D2 | D3 | D4 | D5 |
| --- | --- | --- | --- | --- | --- |
| ES | 0.47 | 0.87 | 2.31 | 7.54 | 66.41 |
| ES4LT | 0.27 | 0.35 | 1.14 | 3.59 | 25.01 |
| MD | 8.37 | 2.89 | 3.30 | 3.46 | 25.01 | | | MD4LT | 0.70 | 0.59 | 1.33 | 1.79 | 2.02 |
| --- | --- | --- | --- | --- | --- |
| VO | 1.77 | 2.16 | 2.82 | 3.37 | 7.78 |
| VO4LT | 0.32 | 0.56 | 1.24 | 1.68 | 1.82 | | 1 |
| method/distr. | D1 | D2 | D3 | D4 | D5 |
| --- | --- | --- | --- | --- | --- |
| ES | 0.47 | 0.87 | 2.31 | 7.54 | 66.41 |
| ES4LT | 0.27 | 0.35 | 1.14 | 3.59 | 25.01 |
| MD | 8.37 | 2.89 | 3.30 | 3.46 | 25.01 | | | MD | 5.79 | 16.04 | 6.65 | 13.56 | 33.51 |
| --- | --- | --- | --- | --- | --- |
| MD4LT | 0.80 | 1.60 | 2.32 | 2.36 | 4.87 |
| VO | 1.68 | 5.96 | 6.16 | 7.25 | 18.10 |
| VO4LT | 0.32 | 1.41 | 4.85 | 1.53 | 3.12 | | 0 |
| Case | Emptycells<br>inh(x)1 | Emptycells<br>inh(x)2 | xisafalsepositive<br>ontheCBBF | InsertingxontheCBBF<br>createsfalsepositives |
| --- | --- | --- | --- | --- |
| Case1 | Yes/No | Yes/No | Yes | Yes/No |
| Case2 | Yes | Yes/No | No | Yes/No |
| Case3 | No | Yes | No | No | | | Case4 | No | Yes/No | No | Yes |
| --- | --- | --- | --- | --- |
| Case5 | No | No | No | No | | 1 |
| Case | Emptycells<br>inh(x)1 | Emptycells<br>inh(x)2 | xisafalsepositive<br>ontheCBBF | InsertingxontheCBBF<br>createsfalsepositives |
| --- | --- | --- | --- | --- |
| Case1 | Yes/No | Yes/No | Yes | Yes/No |
| Case2 | Yes | Yes/No | No | Yes/No |
| Case3 | No | Yes | No | No | | | x1 | x2 | x3 | x4 | f(x):Case1 | Case2 | Case3 |
| --- | --- | --- | --- | --- | --- | --- |
| 0 | 0 | 0 | 0 | 0 | 1 | 1 |
| 0 | 0 | 0 | 1 | 1 | 1 | 1 |
| 0 | 0 | 1 | 0 | 1 | 1 | * |
| 0 | 0 | 1 | 1 | 1 | 1 | * |
| 0 | 1 | 0 | 0 | 1 | 1 | 1 |
| 0 | 1 | 0 | 1 | 1 | 1 | 1 |
| 0 | 1 | 1 | 0 | 1 | 1 | 1 |
| 0 | 1 | 1 | 1 | 1 | 0 | 1 |
| 1 | 0 | 0 | 0 | 1 | 1 | 1 |
| 1 | 0 | 0 | 1 | 1 | 1 | 1 |
| 1 | 0 | 1 | 0 | 1 | 1 | 1 |
| 1 | 0 | 1 | 1 | 1 | 0 | 1 |
| 1 | 1 | 0 | 0 | 1 | 1 | * |
| 1 | 1 | 0 | 1 | 1 | 0 | * |
| 1 | 1 | 1 | 0 | 1 | 0 | * |
| 1 | 1 | 1 | 1 | * | * | * | | 0 |
| Case | Emptycells<br>inh(x)1 | Emptycells<br>inh(x)2 | xisafalsepositive<br>ontheCBBF | InsertingxontheCBBF<br>createsfalsepositives |
| --- | --- | --- | --- | --- |
| Case1 | Yes/No | Yes/No | Yes | Yes/No |
| Case2 | Yes | Yes/No | No | Yes/No | | | Case3 | No | Yes | No | No |
| --- | --- | --- | --- | --- |
| Case4 | No | Yes/No | No | Yes |
| Case5 | No | No | No | No | | 1 |
| Case | Emptycells<br>inh(x)1 | Emptycells<br>inh(x)2 | xisafalsepositive<br>ontheCBBF | InsertingxontheCBBF<br>createsfalsepositives |
| --- | --- | --- | --- | --- |
| Case1 | Yes/No | Yes/No | Yes | Yes/No |
| Case2 | Yes | Yes/No | No | Yes/No | | | 0 | 1 | 0 | 0 | 1 | 1 | 1 |
| --- | --- | --- | --- | --- | --- | --- |
| 0 | 1 | 0 | 1 | 1 | 1 | 1 |
| 0 | 1 | 1 | 0 | 1 | 1 | 1 |
| 0 | 1 | 1 | 1 | 1 | 0 | 1 |
| 1 | 0 | 0 | 0 | 1 | 1 | 1 |
| 1 | 0 | 0 | 1 | 1 | 1 | 1 |
| 1 | 0 | 1 | 0 | 1 | 1 | 1 |
| 1 | 0 | 1 | 1 | 1 | 0 | 1 |
| 1 | 1 | 0 | 0 | 1 | 1 | * |
| 1 | 1 | 0 | 1 | 1 | 0 | * |
| 1 | 1 | 1 | 0 | 1 | 0 | * |
| 1 | 1 | 1 | 1 | * | * | * | | 0 |
| CNNsName | VGG-F | VGG-M | VGG-S | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| | PostReLU | PreReLU | PostReLU | PreReLU | PostReLU | PreReLU | PostReLU |
| Dimensions | 43264 | 43264 | 86528 | 86528 | 147968 | 147968 | 100352 | | | Selection | SU(10) | SU(15) | SU(10) | SU(15) | RF(15) | SU(10) | SU(15) |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Classifier | NB | NB | NB | RFT | NB | RFT | NB |
| Accuracy | 87.13 | 84.72 | 86.32 | 83.06 | 86.31 | 84.13 | 88.23 |
| AUC | 0.713 | 0.764 | 0.754 | 0.663 | 0.711 | 0.703 | 0.797 | | 1 |
| CNNsName | VGG-F | VGG-M | VGG-S | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| | PostReLU | PreReLU | PostReLU | PreReLU | PostReLU | PreReLU | PostReLU |
| Dimensions | 43264 | 43264 | 86528 | 86528 | 147968 | 147968 | 100352 | | | CNNsName | VGG-F | VGG-M | VGG-S | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| | PostReLU | PreReLU | PostReLU | PreReLU | PostReLU | PreReLU | PostReLU |
| Dimensions | 4096 | 4096 | 4096 | 4096 | 4096 | 4096 | 4096 |
| Selection | RF(5) | SU(5) | SU(10) | SU(10) | RF(10) | SU(5) | SU(15) |
| Classifier | SVMs | NB | RFT | NB | NB | RFT | kNN |
| Accuracy | 83.86 | 89.29 | 83.13 | 83.86 | 90.41 | 87.10 | 90.34 |
| AUC | 0.741 | 0.744 | 0.740 | 0.750 | 0.742 | 0.716 | 0.841 | | 0 |
| CNNsName | VGG-F | VGG-M | VGG-S | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| | PostReLU | PreReLU | PostReLU | PreReLU | PostReLU | PreReLU | PostReLU |
| Dimensions | 43264 | 43264 | 86528 | 86528 | 147968 | 147968 | 100352 |
| Selection | SU(10) | SU(15) | SU(10) | SU(15) | RF(15) | SU(10) | SU(15) | | | Classifier | NB | NB | NB | RFT | NB | RFT | NB |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Accuracy | 87.13 | 84.72 | 86.32 | 83.06 | 86.31 | 84.13 | 88.23 |
| AUC | 0.713 | 0.764 | 0.754 | 0.663 | 0.711 | 0.703 | 0.797 | | 1 |
| CNNsName | VGG-F | VGG-M | VGG-S | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| | PostReLU | PreReLU | PostReLU | PreReLU | PostReLU | PreReLU | PostReLU |
| Dimensions | 43264 | 43264 | 86528 | 86528 | 147968 | 147968 | 100352 |
| Selection | SU(10) | SU(15) | SU(10) | SU(15) | RF(15) | SU(10) | SU(15) | | | Selection | RF(5) | SU(5) | SU(10) | SU(10) | RF(10) | SU(5) | SU(15) |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Classifier | SVMs | NB | RFT | NB | NB | RFT | kNN |
| Accuracy | 83.86 | 89.29 | 83.13 | 83.86 | 90.41 | 87.10 | 90.34 |
| AUC | 0.741 | 0.744 | 0.740 | 0.750 | 0.742 | 0.716 | 0.841 | | 0 |
| Level | Score[pts] | Hints | Penalty[pts] | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | G1 | G2 | G1 | G2 | G1 | G2 |
| 1 | 8 | 16 | 2 | 2 | −2,−2 | −3,−5 |
| 2 | 12 | 22 | 2 | 2 | −2,−3 | −7,−5 |
| 3 | 23 | 27 | 3 | 4 | −1,−3,−2 | −5,−10,−0,−0 |
| 4 | 20 | 35 | 2 | 4 | −2,−3 | −5,−10,−5,−5 |
| 5 | 22 | — | 2 | — | −3,−4 | — | | | 6 | 15 | — | 2 | — | −5,−2 | — |
| --- | --- | --- | --- | --- | --- | --- |
| Total | 100 | 100 | 13 | 12 | −34 | −60 | | 1 |
| Level | Score[pts] | Hints | Penalty[pts] | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | G1 | G2 | G1 | G2 | G1 | G2 |
| 1 | 8 | 16 | 2 | 2 | −2,−2 | −3,−5 |
| 2 | 12 | 22 | 2 | 2 | −2,−3 | −7,−5 |
| 3 | 23 | 27 | 3 | 4 | −1,−3,−2 | −5,−10,−0,−0 |
| 4 | 20 | 35 | 2 | 4 | −2,−3 | −5,−10,−5,−5 |
| 5 | 22 | — | 2 | — | −3,−4 | — | | | Scoretype | Points |
| --- | --- |
| Goal | 3 |
| Assist | 2 |
| ShotonGoal | 0.5 |
| BlockedShot | 0.5 |
| ShortHandedPointBonus(Goal/Assist) | 1 |
| ShootoutGoal | 0.2 |
| HatTrickBonus | 1.5 |
| Win(goalieonly) | 3 |
| Save(goalieonly) | 0.2 |
| Goalallowed(goalieonly) | -1 |
| ShutoutBonus(goalieonly) | 2 | | 0 |
| Level | Score[pts] | Hints | Penalty[pts] | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | G1 | G2 | G1 | G2 | G1 | G2 | | | 1 | 8 | 16 | 2 | 2 | −2,−2 | −3,−5 |
| --- | --- | --- | --- | --- | --- | --- |
| 2 | 12 | 22 | 2 | 2 | −2,−3 | −7,−5 |
| 3 | 23 | 27 | 3 | 4 | −1,−3,−2 | −5,−10,−0,−0 |
| 4 | 20 | 35 | 2 | 4 | −2,−3 | −5,−10,−5,−5 |
| 5 | 22 | — | 2 | — | −3,−4 | — |
| 6 | 15 | — | 2 | — | −5,−2 | — |
| Total | 100 | 100 | 13 | 12 | −34 | −60 | | 1 |
| Level | Score[pts] | Hints | Penalty[pts] | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | G1 | G2 | G1 | G2 | G1 | G2 | | | Assist | 2 |
| --- | --- |
| ShotonGoal | 0.5 |
| BlockedShot | 0.5 |
| ShortHandedPointBonus(Goal/Assist) | 1 |
| ShootoutGoal | 0.2 |
| HatTrickBonus | 1.5 |
| Win(goalieonly) | 3 |
| Save(goalieonly) | 0.2 |
| Goalallowed(goalieonly) | -1 |
| ShutoutBonus(goalieonly) | 2 | | 0 |
| AU4 | AU6 | AU9 | AU12 | AU25 | AU26 |
| --- | --- | --- | --- | --- | --- |
| 51.93 | 42.34 | 41.06 | 58.89 | 78.84 | 57.98 |
| 59.85 | 48.54 | 46.79 | 53.23 | 63.14 | 54.61 | | | 56.75 | 47.97 | 43.88 | 60.33 | 78.35 | 59.82 |
| --- | --- | --- | --- | --- | --- |
| 60.20 | 50.90 | 47.67 | 59.17 | 73.82 | 59.17 |
| 65.59 | 53.62 | 47.10 | 60.02 | 79.96 | 57.08 | | 1 |
| AU4 | AU6 | AU9 | AU12 | AU25 | AU26 |
| --- | --- | --- | --- | --- | --- |
| 51.93 | 42.34 | 41.06 | 58.89 | 78.84 | 57.98 |
| 59.85 | 48.54 | 46.79 | 53.23 | 63.14 | 54.61 | | | 0 | 10 | 20 | 30 | 40 | 50 | 60 |
| --- | --- | --- | --- | --- | --- | --- |
| 9.3 | 7.6 | 5.9 | 4.3 | 3.0 | 2.0 | 1.2 |
| 38.2 | 31.1 | 24.4 | 18.3 | 13.1 | 8.8 | 5.5 |
| 86.7 | 70.4 | 55.2 | 41.4 | 29.7 | 19.9 | 12.4 |
| 155.4 | 125.9 | 98.9 | 74.4 | 53.5 | 36.1 | 22.5 |
| 326.0 | 264.5 | 207.6 | 156.2 | 111.9 | 75.7 | 47.1 | | 0 |
| AU4 | AU6 | AU9 | AU12 | AU25 | AU26 |
| --- | --- | --- | --- | --- | --- |
| 51.93 | 42.34 | 41.06 | 58.89 | 78.84 | 57.98 |
| 59.85 | 48.54 | 46.79 | 53.23 | 63.14 | 54.61 | | | 56.75 | 47.97 | 43.88 | 60.33 | 78.35 | 59.82 |
| --- | --- | --- | --- | --- | --- |
| 60.20 | 50.90 | 47.67 | 59.17 | 73.82 | 59.17 |
| 65.59 | 53.62 | 47.10 | 60.02 | 79.96 | 57.08 | | 1 |
| AU4 | AU6 | AU9 | AU12 | AU25 | AU26 |
| --- | --- | --- | --- | --- | --- |
| 51.93 | 42.34 | 41.06 | 58.89 | 78.84 | 57.98 |
| 59.85 | 48.54 | 46.79 | 53.23 | 63.14 | 54.61 | | | 38.2 | 31.1 | 24.4 | 18.3 | 13.1 | 8.8 | 5.5 |
| --- | --- | --- | --- | --- | --- | --- |
| 86.7 | 70.4 | 55.2 | 41.4 | 29.7 | 19.9 | 12.4 |
| 155.4 | 125.9 | 98.9 | 74.4 | 53.5 | 36.1 | 22.5 |
| 326.0 | 264.5 | 207.6 | 156.2 | 111.9 | 75.7 | 47.1 | | 0 |
| Parameter | 8-bit | | |
| --- | --- | --- | --- |
| Silicon | Carbon | Silicon | |
| Totalpowerdissipation<br>(watts) | 85.1609µ | 33.728n | 132.9407µ |
| Averagepower<br>consumption(watts) | 14.42E-05 | 2.615E-05 | 28.147E-05 | | | PropagationDelay(s) | 155.61p | 132.74f | 195.02p |
| --- | --- | --- | --- |
| Powerdelayproduct(J) | 22.438E-15 | 3.471E-18 | 54.89E-15 | | 1 |
| Parameter | 8-bit | | |
| --- | --- | --- | --- |
| Silicon | Carbon | Silicon | |
| Totalpowerdissipation<br>(watts) | 85.1609µ | 33.728n | 132.9407µ |
| Averagepower<br>consumption(watts) | 14.42E-05 | 2.615E-05 | 28.147E-05 | | | Parameter | 32-bit | | |
| --- | --- | --- | --- |
| Silicon | Carbon | Silicon | |
| Totalpowerdissipation<br>(watts) | 234.8754µ | 79.3373n | 301.5764µ |
| Averagepower<br>consumption(watts) | 4.4421E-04 | 1.2223E-04 | 5.8691E-04 |
| PropagationDelay(s) | 174.63p | 658.85f | 223.85p |
| Powerdelayproduct(J) | 77.572E-15 | 80.53E-18 | 131.37E-15 | | 0 |
| Parameter | 8-bit | | |
| --- | --- | --- | --- |
| Silicon | Carbon | Silicon | |
| Totalpowerdissipation<br>(watts) | 85.1609µ | 33.728n | 132.9407µ | | | Averagepower<br>consumption(watts) | 14.42E-05 | 2.615E-05 | 28.147E-05 |
| --- | --- | --- | --- |
| PropagationDelay(s) | 155.61p | 132.74f | 195.02p |
| Powerdelayproduct(J) | 22.438E-15 | 3.471E-18 | 54.89E-15 | | 1 |
| Parameter | 8-bit | | |
| --- | --- | --- | --- |
| Silicon | Carbon | Silicon | |
| Totalpowerdissipation<br>(watts) | 85.1609µ | 33.728n | 132.9407µ | | | PropagationDelay(s) | 174.63p | 658.85f | 223.85p |
| --- | --- | --- | --- |
| Powerdelayproduct(J) | 77.572E-15 | 80.53E-18 | 131.37E-15 | | 0 |
| Model | Time(inhours) |
| --- | --- |
| Huangetal | 168 |
| MSSG50d | 1 | | | MSSG-300d | 6 |
| --- | --- |
| NP-MSSG-50d | 1.83 |
| NP-MSSG-300d | 5 |
| Skip-gram-50d | 0.33 |
| Skip-gram-300d | 1.5 | | 1 |
| Model | Time(inhours) |
| --- | --- |
| Huangetal | 168 |
| MSSG50d | 1 | | | Model | ρ×100 |
| --- | --- |
| HLBL | 33.2 |
| C&W | 55.3 |
| Skip-gram-300d | 70.4 |
| Huangetal-G | 22.8 |
| Huangetal-M | 64.2 |
| MSSG50d-G | 60.6 |
| MSSG50d-M | 63.2 |
| MSSG300d-G | 69.2 |
| MSSG300d-M | 70.9 |
| NP-MSSG50d-G | 61.5 |
| NP-MSSG50d-M | 62.4 |
| NP-MSSG300d-G | 69.1 |
| NP-MSSG300d-M | 68.6 |
| PrunedTF-IDF | 73.4 |
| ESA | 75 |
| TieredTF-IDF | 76.9 | | 0 |
| Model | Time(inhours) |
| --- | --- |
| Huangetal | 168 | | | MSSG50d | 1 |
| --- | --- |
| MSSG-300d | 6 |
| NP-MSSG-50d | 1.83 |
| NP-MSSG-300d | 5 |
| Skip-gram-50d | 0.33 |
| Skip-gram-300d | 1.5 | | 1 |
| Model | Time(inhours) |
| --- | --- |
| Huangetal | 168 | | | MSSG50d-G | 60.6 |
| --- | --- |
| MSSG50d-M | 63.2 |
| MSSG300d-G | 69.2 |
| MSSG300d-M | 70.9 |
| NP-MSSG50d-G | 61.5 |
| NP-MSSG50d-M | 62.4 |
| NP-MSSG300d-G | 69.1 |
| NP-MSSG300d-M | 68.6 |
| PrunedTF-IDF | 73.4 |
| ESA | 75 |
| TieredTF-IDF | 76.9 | | 0 |
| System | Field | RealError | NoError | Total |
| --- | --- | --- | --- | --- |
| Uncommon<br>CharacterSystem | POS | 16 | 1 | 17 |
| MAIN | 4 | 10 | 14 | | | | TextLength<br>System | POS | 110 | 3 | 113 |
| --- | --- | --- | --- | --- |
| MAIN | 30 | 1 | 31 | | | 1 |
| System | Field | RealError | NoError | Total |
| --- | --- | --- | --- | --- |
| Uncommon<br>CharacterSystem | POS | 16 | 1 | 17 |
| MAIN | 4 | 10 | 14 | | | | Test<br>Case | HAMPI | Kaluza | SUSHI | CVC4 | Rex | XData<br>solver |
| --- | --- | --- | --- | --- | --- | --- |
| S1 | 150 | 706 | 22 | 6 | 124 | 4 |
| S2 | 136 | 706 | 34 | 6 | 140 | 4 |
| S3 | 139 | 708 | 39 | 9 | 140 | 4 |
| S4 | - | 2444 | 175 | 17 | 168 | 15 |
| S5 | - | 671 | 160 | 19 | 156 | 14 |
| S6 | 137 | 380 | 54 | * | 256 | 4 |
| S7 | - | 653 | - | 20 | - | 11 |
| S8 | - | - | - | - | - | 23 |
| S9 | - | - | - | - | - | 11 |
| S10 | - | - | - | - | - | 30 | | 0 |
| System | Field | RealError | NoError | Total |
| --- | --- | --- | --- | --- |
| Uncommon<br>CharacterSystem | POS | 16 | 1 | 17 |
| MAIN | 4 | 10 | 14 | | | | TextLength<br>System | POS | 110 | 3 | 113 |
| --- | --- | --- | --- | --- |
| MAIN | 30 | 1 | 31 | | | 1 |
| System | Field | RealError | NoError | Total |
| --- | --- | --- | --- | --- |
| Uncommon<br>CharacterSystem | POS | 16 | 1 | 17 |
| MAIN | 4 | 10 | 14 | | | | S4 | - | 2444 | 175 | 17 | 168 | 15 |
| --- | --- | --- | --- | --- | --- | --- |
| S5 | - | 671 | 160 | 19 | 156 | 14 |
| S6 | 137 | 380 | 54 | * | 256 | 4 |
| S7 | - | 653 | - | 20 | - | 11 |
| S8 | - | - | - | - | - | 23 |
| S9 | - | - | - | - | - | 11 |
| S10 | - | - | - | - | - | 30 | | 0 |
| i | xandx12 | xthroughx3i |
| --- | --- | --- |
| 3 | 2.127480103088468 | 2.715029663803688 |
| 4 | 3.2023557495551507 | 4.175556640172782 | | | 5 | 4.270167577054796 | 5.608618419590356 |
| --- | --- | --- |
| 6 | 5.335126162486634 | 7.033301794415261 |
| 7 | 6.3986555212789265 | 8.454218195486414 |
| 8 | 7.461367172755974 | 9.873101560726544 |
| 9 | 8.52356722480373 | 11.290758818589284 |
| 10 | 9.585425903496056 | 12.707618366991161 | | 1 |
| i | xandx12 | xthroughx3i |
| --- | --- | --- |
| 3 | 2.127480103088468 | 2.715029663803688 |
| 4 | 3.2023557495551507 | 4.175556640172782 | | | n | xandx12 | xthroughx3n | xn+1 |
| --- | --- | --- | --- |
| 3 | 2.4556264573869506 | 3.5140460449331314 | 1.5613009117434562 |
| 4 | 3.5424450202354296 | 4.920230571592636 | 2.294026685501083 |
| 5 | 4.618609731491003 | 6.336229610465761 | 3.0154193383617174 |
| 6 | 5.689328832275783 | 7.753335975414664 | 3.7315531287091606 |
| 7 | 6.757011330006688 | 9.170224016158656 | 4.4448690694127775 |
| 8 | 7.822844123284092 | 10.58670954888685 | 5.15650608100577 |
| 9 | 8.88747045789415 | 12.002823667602273 | 5.867063400774457 |
| 10 | 9.951267362449125 | 13.41863151261787 | 6.576885724382338 | | 0 |
| i | xandx12 | xthroughx3i |
| --- | --- | --- |
| 3 | 2.127480103088468 | 2.715029663803688 |
| 4 | 3.2023557495551507 | 4.175556640172782 | | | 5 | 4.270167577054796 | 5.608618419590356 |
| --- | --- | --- |
| 6 | 5.335126162486634 | 7.033301794415261 |
| 7 | 6.3986555212789265 | 8.454218195486414 |
| 8 | 7.461367172755974 | 9.873101560726544 |
| 9 | 8.52356722480373 | 11.290758818589284 |
| 10 | 9.585425903496056 | 12.707618366991161 | | 1 |
| i | xandx12 | xthroughx3i |
| --- | --- | --- |
| 3 | 2.127480103088468 | 2.715029663803688 |
| 4 | 3.2023557495551507 | 4.175556640172782 | | | 8 | 7.822844123284092 | 10.58670954888685 | 5.15650608100577 |
| --- | --- | --- | --- |
| 9 | 8.88747045789415 | 12.002823667602273 | 5.867063400774457 |
| 10 | 9.951267362449125 | 13.41863151261787 | 6.576885724382338 | | 0 |
| Algorithm | Modularity | | |
| --- | --- | --- | --- |
| Min. | Avg. | Max. | |
| multilevel | 0.73 | 0.97 | 0.99 |
| fastgreedy | 0.71 | 0.96 | 0.99 | | | walktrap | 0.61 | 0.75 | 0.87 |
| --- | --- | --- | --- |
| labelpropagation | 0.61 | 0.91 | 0.96 |
| infomap | 0.66 | 0.91 | 0.94 | | 1 |
| Algorithm | Modularity | | |
| --- | --- | --- | --- |
| Min. | Avg. | Max. | |
| multilevel | 0.73 | 0.97 | 0.99 |
| fastgreedy | 0.71 | 0.96 | 0.99 | | | Micro-F1 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Algorithm | d=16 | d=32 | d=64 | d=128 | Algorithm | d=16 | d=32 | d=64 |
| Deepwalk | 0.5600 | 0.5769 | 0.5839 | 0.6027 | Deepwalk | 0.4552 | 0.4896 | 0.5114 |
| Line | 0.5220 | 0.4939 | 0.4895 | 0.5080 | Line | 0.4193 | 0.3920 | 0.3946 |
| Node2vec | 0.5760 | 0.5860 | 0.5952 | 0.6112 | Node2vec | 0.4858 | 0.5040 | 0.525 |
| TextOnly | 0.6113 | 0.6472 | 0.6698 | 0.6894 | TextOnly | 0.6044 | 0.6333 | 0.6521 |
| Naivecombination | 0.7440 | 0.7476 | 0.7524 | 0.7511 | Naivecombination | 0.718 | 0.7233 | 0.7284 |
| TADW | 0.5023 | 0.6031 | 0.6657 | 0.7179 | TADW | 0.4925 | 0.5904 | 0.6497 |
| Deepwalk(hete) | 0.7555 | 0.7582 | 0.7684 | 0.7771 | Deepwalk(hete) | 0.7299 | 0.7319 | 0.7451 |
| Line(hete) | 0.7669 | 0.7703 | 0.7792 | 0.7853 | Line(hete) | 0.7442 | 0.7479 | 0.7578 |
| Node2vec(hete) | 0.7553 | 0.7623 | 0.7716 | 0.7787 | Node2vec(hete) | 0.7294 | 0.7387 | 0.7495 |
| GERI | 0.7695 | 0.7786 | 0.7867 | 0.7919 | GERI | 0.7474 | 0.7548 | 0.7646 | | 0 |
| Algorithm | Modularity | | |
| --- | --- | --- | --- |
| Min. | Avg. | Max. | |
| multilevel | 0.73 | 0.97 | 0.99 |
| fastgreedy | 0.71 | 0.96 | 0.99 | | | walktrap | 0.61 | 0.75 | 0.87 |
| --- | --- | --- | --- |
| labelpropagation | 0.61 | 0.91 | 0.96 |
| infomap | 0.66 | 0.91 | 0.94 | | 1 |
| Algorithm | Modularity | | |
| --- | --- | --- | --- |
| Min. | Avg. | Max. | |
| multilevel | 0.73 | 0.97 | 0.99 |
| fastgreedy | 0.71 | 0.96 | 0.99 | | | Node2vec | 0.5760 | 0.5860 | 0.5952 | 0.6112 | Node2vec | 0.4858 | 0.5040 | 0.525 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| TextOnly | 0.6113 | 0.6472 | 0.6698 | 0.6894 | TextOnly | 0.6044 | 0.6333 | 0.6521 |
| Naivecombination | 0.7440 | 0.7476 | 0.7524 | 0.7511 | Naivecombination | 0.718 | 0.7233 | 0.7284 |
| TADW | 0.5023 | 0.6031 | 0.6657 | 0.7179 | TADW | 0.4925 | 0.5904 | 0.6497 |
| Deepwalk(hete) | 0.7555 | 0.7582 | 0.7684 | 0.7771 | Deepwalk(hete) | 0.7299 | 0.7319 | 0.7451 |
| Line(hete) | 0.7669 | 0.7703 | 0.7792 | 0.7853 | Line(hete) | 0.7442 | 0.7479 | 0.7578 |
| Node2vec(hete) | 0.7553 | 0.7623 | 0.7716 | 0.7787 | Node2vec(hete) | 0.7294 | 0.7387 | 0.7495 |
| GERI | 0.7695 | 0.7786 | 0.7867 | 0.7919 | GERI | 0.7474 | 0.7548 | 0.7646 | | 0 |
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