premise string | hypothesis string | label int64 |
|---|---|---|
| method | d.o.f. | matrixelements | fractureelements |
| --- | --- | --- | --- |
| Box-DFM | 1460 | 2838triangles | 155 |
| CC-DFM | 1510 | 1407triangles | 103 |
| EDFM | 1572 | 1369quads | 203 | | | mortar-DFM | 3953 | 1452triangles | 105 |
| --- | --- | --- | --- |
| D-XFEM | 7180 | 1922triangles | 199 |
| MFD | 1800770 | 1192504mixed | 7876 | | 1 |
| method | d.o.f. | matrixelements | fractureelements |
| --- | --- | --- | --- |
| Box-DFM | 1460 | 2838triangles | 155 |
| CC-DFM | 1510 | 1407triangles | 103 |
| EDFM | 1572 | 1369quads | 203 | | | 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 | 1460 | 2838triangles | 155 |
| CC-DFM | 1510 | 1407triangles | 103 |
| EDFM | 1572 | 1369quads | 203 |
| mortar-DFM | 3953 | 1452triangles | 105 | | | D-XFEM | 7180 | 1922triangles | 199 |
| --- | --- | --- | --- |
| MFD | 1800770 | 1192504mixed | 7876 | | 1 |
| method | d.o.f. | matrixelements | fractureelements |
| --- | --- | --- | --- |
| Box-DFM | 1460 | 2838triangles | 155 |
| CC-DFM | 1510 | 1407triangles | 103 |
| EDFM | 1572 | 1369quads | 203 |
| mortar-DFM | 3953 | 1452triangles | 105 | | | P-XFEM | 1667 | 1320quads | 68 |
| --- | --- | --- | --- |
| D-XFEM | 3514 | 1132triangles | 160 |
| MFD | 889233 | 424921mixed | 19287 | | 0 |
| n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {29},...(1) | {15} | {1} | {29} |
| 2 | {2,29} | {0,15},...(1) | {1,2} | {29,39} | | | 3 | {2,8,29},...(3) | {0,15,32},...(7) | {1,2,8} | {2,8,39} |
| --- | --- | --- | --- | --- |
| 4 | {2,8,29,39},...(2) | {2,26,29,39},...(1) | {2,8,10,29} | {2,26,29,39} | | 1 |
| n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {29},...(1) | {15} | {1} | {29} |
| 2 | {2,29} | {0,15},...(1) | {1,2} | {29,39} | | | n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {29} | {9} | {9} | {29} |
| 2 | {26,29} | {26,29} | {9,29} | {26,29} |
| 3 | {10,12,26} | {10,12,26} | {9,26,29} | {10,12,26} |
| 4 | {10,12,26,32},...(4) | {10,12,24,26},...(4) | {10,12,26,29} | {10,12,26,29} | | 0 |
| n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {29},...(1) | {15} | {1} | {29} |
| 2 | {2,29} | {0,15},...(1) | {1,2} | {29,39} | | | 3 | {2,8,29},...(3) | {0,15,32},...(7) | {1,2,8} | {2,8,39} |
| --- | --- | --- | --- | --- |
| 4 | {2,8,29,39},...(2) | {2,26,29,39},...(1) | {2,8,10,29} | {2,26,29,39} | | 1 |
| n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {29},...(1) | {15} | {1} | {29} |
| 2 | {2,29} | {0,15},...(1) | {1,2} | {29,39} | | | 3 | {10,12,26} | {10,12,26} | {9,26,29} | {10,12,26} |
| --- | --- | --- | --- | --- |
| 4 | {10,12,26,32},...(4) | {10,12,24,26},...(4) | {10,12,26,29} | {10,12,26,29} | | 0 |
| Network | Asymmetric,<br>per-layer | Symmetric,<br>per-channel | Asymmetric,<br>per-channel | Floating<br>Point |
| --- | --- | --- | --- | --- |
| Mobilenetv11224 | 0.001 | 0.591 | 0.704 | 0.709 |
| Mobilenetv21224 | 0.001 | 0.698 | 0.698 | 0.719 |
| NasnetMobile | 0.722 | 0.721 | 0.74 | 0.74 |
| Mobilenetv21.4224 | 0.004 | 0.74 | 0.74 | 0.749 |
| Inceptionv3 | 0.78 | 0.78 | 0.78 | 0.78 |
| Resnetv150 | 0.75 | 0.751 | 0.752 | 0.752 | | | Resnetv250 | 0.75 | 0.75 | 0.75 | 0.756 |
| --- | --- | --- | --- | --- |
| Resnetv1152 | 0.766 | 0.763 | 0.762 | 0.768 |
| Resnetv2152 | 0.761 | 0.76 | 0.77 | 0.778 | | 1 |
| Network | Asymmetric,<br>per-layer | Symmetric,<br>per-channel | Asymmetric,<br>per-channel | Floating<br>Point |
| --- | --- | --- | --- | --- |
| Mobilenetv11224 | 0.001 | 0.591 | 0.704 | 0.709 |
| Mobilenetv21224 | 0.001 | 0.698 | 0.698 | 0.719 |
| NasnetMobile | 0.722 | 0.721 | 0.74 | 0.74 |
| Mobilenetv21.4224 | 0.004 | 0.74 | 0.74 | 0.749 |
| Inceptionv3 | 0.78 | 0.78 | 0.78 | 0.78 |
| Resnetv150 | 0.75 | 0.751 | 0.752 | 0.752 | | | Network | Asymmetric,<br>per-layer | Symmetric,<br>per-channel | Asymmetric,<br>per-channel | Activation<br>Only | Floating<br>Point |
| --- | --- | --- | --- | --- | --- |
| Mobilenet-v11224 | 0.001 | 0.591 | 0.703 | 0.708 | 0.709 |
| Mobilenet-v21224 | 0.001 | 0.698 | 0.697 | 0.7 | 0.719 |
| Nasnet-Mobile | 0.722 | 0.721 | 0.74 | 0.74 | 0.74 |
| Mobilenet-v21.4224 | 0.004 | 0.74 | 0.74 | 0.742 | 0.749 |
| Inception-v3 | 0.78 | 0.78 | 0.78 | 0.78 | 0.78 |
| Resnet-v150 | 0.75 | 0.751 | 0.751 | 0.751 | 0.752 |
| Resnet-v250 | 0.75 | 0.75 | 0.75 | 0.75 | 0.756 |
| Resnet-v1152 | 0.766 | 0.762 | 0.767 | 0.761 | 0.768 |
| Resnet-v2152 | 0.761 | 0.76 | 0.76 | 0.76 | 0.778 | | 0 |
| Network | Asymmetric,<br>per-layer | Symmetric,<br>per-channel | Asymmetric,<br>per-channel | Floating<br>Point |
| --- | --- | --- | --- | --- |
| Mobilenetv11224 | 0.001 | 0.591 | 0.704 | 0.709 |
| Mobilenetv21224 | 0.001 | 0.698 | 0.698 | 0.719 |
| NasnetMobile | 0.722 | 0.721 | 0.74 | 0.74 |
| Mobilenetv21.4224 | 0.004 | 0.74 | 0.74 | 0.749 |
| Inceptionv3 | 0.78 | 0.78 | 0.78 | 0.78 |
| Resnetv150 | 0.75 | 0.751 | 0.752 | 0.752 |
| Resnetv250 | 0.75 | 0.75 | 0.75 | 0.756 | | | Resnetv1152 | 0.766 | 0.763 | 0.762 | 0.768 |
| --- | --- | --- | --- | --- |
| Resnetv2152 | 0.761 | 0.76 | 0.77 | 0.778 | | 1 |
| Network | Asymmetric,<br>per-layer | Symmetric,<br>per-channel | Asymmetric,<br>per-channel | Floating<br>Point |
| --- | --- | --- | --- | --- |
| Mobilenetv11224 | 0.001 | 0.591 | 0.704 | 0.709 |
| Mobilenetv21224 | 0.001 | 0.698 | 0.698 | 0.719 |
| NasnetMobile | 0.722 | 0.721 | 0.74 | 0.74 |
| Mobilenetv21.4224 | 0.004 | 0.74 | 0.74 | 0.749 |
| Inceptionv3 | 0.78 | 0.78 | 0.78 | 0.78 |
| Resnetv150 | 0.75 | 0.751 | 0.752 | 0.752 |
| Resnetv250 | 0.75 | 0.75 | 0.75 | 0.756 | | | Resnet-v150 | 0.75 | 0.751 | 0.751 | 0.751 | 0.752 |
| --- | --- | --- | --- | --- | --- |
| Resnet-v250 | 0.75 | 0.75 | 0.75 | 0.75 | 0.756 |
| Resnet-v1152 | 0.766 | 0.762 | 0.767 | 0.761 | 0.768 |
| Resnet-v2152 | 0.761 | 0.76 | 0.76 | 0.76 | 0.778 | | 0 |
| Botswana | | |
| --- | --- | --- |
| OAAAk | dim | OAAAk | | | 76.8177.0959.15<br>78.1279.2560.20 | 56<br>52 | 81.1187.5762.75<br>82.9888.8463.12 |
| --- | --- | --- |
| 86.9088.1869.02<br>84.0685.5365.95 | 56<br>42 | 83.6688.1561.92<br>83.5786.8161.70 |
| 84.9285.9477.54<br>94.5494.6975.54 | 58<br>58 | 84.5487.2570.45<br>86.4291.6767.53 | | 1 |
| Botswana | | |
| --- | --- | --- |
| OAAAk | dim | OAAAk | | | FRITESDE |
| --- |
| 65.8358.2059.7952.84 |
| 65.97---<br>65.2257.9860.6153.55<br>65.4858.2059.97- |
| 67.5157.9060.6353.28<br>67.4858.1360.9952.81<br>66.4757.5860.4953.91<br>66.9858.2760.7054.80 |
| 67.3858.3560.6153.24<br>66.8758.2560.6352.26<br>66.3358.1460.6155.00<br>66.6258.3160.3956.88 |
| 67.8058.2861.1353.67<br>67.7758.7661.0054.07<br>66.9258.0960.6953.19<br>66.7358.4261.0255.23 | | 0 |
| Botswana | | |
| --- | --- | --- |
| OAAAk | dim | OAAAk | | | 76.8177.0959.15<br>78.1279.2560.20 | 56<br>52 | 81.1187.5762.75<br>82.9888.8463.12 |
| --- | --- | --- |
| 86.9088.1869.02<br>84.0685.5365.95 | 56<br>42 | 83.6688.1561.92<br>83.5786.8161.70 |
| 84.9285.9477.54<br>94.5494.6975.54 | 58<br>58 | 84.5487.2570.45<br>86.4291.6767.53 | | 1 |
| Botswana | | |
| --- | --- | --- |
| OAAAk | dim | OAAAk | | | 65.97---<br>65.2257.9860.6153.55<br>65.4858.2059.97- |
| --- |
| 67.5157.9060.6353.28<br>67.4858.1360.9952.81<br>66.4757.5860.4953.91<br>66.9858.2760.7054.80 |
| 67.3858.3560.6153.24<br>66.8758.2560.6352.26<br>66.3358.1460.6155.00<br>66.6258.3160.3956.88 |
| 67.8058.2861.1353.67<br>67.7758.7661.0054.07<br>66.9258.0960.6953.19<br>66.7358.4261.0255.23 | | 0 |
| Problem | Input | Output |
| --- | --- | --- |
| SEQ-IC-LCS | X,Y,andP | ThelongestcommonsubsequenceofXandY<br>includingPasasubsequence | | | STR-IC-LCS | X,Y,andP | ThelongestcommonsubsequenceofXandY<br>includingPasasubstring |
| --- | --- | --- |
| SEQ-EC-LCS | X,Y,andP | ThelongestcommonsubsequenceofXandY<br>excludingPasasubsequence |
| STR-EC-LCS | X,Y,andP | ThelongestcommonsubsequenceofXandY<br>excludingPasasubstring | | 1 |
| Problem | Input | Output |
| --- | --- | --- |
| SEQ-IC-LCS | X,Y,andP | ThelongestcommonsubsequenceofXandY<br>includingPasasubsequence | | | Problem | Input | Output |
| --- | --- | --- |
| M-SEQ-IC-LCS | X,Y,andasetofconstrains<br>P={P,···,P}1d | ThelongestcommonsubsequenceofXandY<br>includingeachofconstrainP∈Pasasubsequencei |
| M-STR-IC-LCS | X,Y,andasetofconstrains<br>P={P,···,P}1d | ThelongestcommonsubsequenceofXandY<br>includingeachofconstrainP∈Pasasubstringi |
| M-SEQ-EC-LCS | X,Y,andasetofconstrains<br>P={P,···,P}1d | ThelongestcommonsubsequenceofXandY<br>excludingeachofconstrainP∈Pasasubsequencei |
| M-STR-EC-LCS | X,Y,andasetofconstrains<br>P={P,···,P}1d | ThelongestcommonsubsequenceofXandY<br>excludingeachofconstrainP∈Pasasubstringi | | 0 |
| Problem | Input | Output |
| --- | --- | --- |
| SEQ-IC-LCS | X,Y,andP | ThelongestcommonsubsequenceofXandY<br>includingPasasubsequence |
| STR-IC-LCS | X,Y,andP | ThelongestcommonsubsequenceofXandY<br>includingPasasubstring | | | SEQ-EC-LCS | X,Y,andP | ThelongestcommonsubsequenceofXandY<br>excludingPasasubsequence |
| --- | --- | --- |
| STR-EC-LCS | X,Y,andP | ThelongestcommonsubsequenceofXandY<br>excludingPasasubstring | | 1 |
| Problem | Input | Output |
| --- | --- | --- |
| SEQ-IC-LCS | X,Y,andP | ThelongestcommonsubsequenceofXandY<br>includingPasasubsequence |
| STR-IC-LCS | X,Y,andP | ThelongestcommonsubsequenceofXandY<br>includingPasasubstring | | | M-STR-IC-LCS | X,Y,andasetofconstrains<br>P={P,···,P}1d | ThelongestcommonsubsequenceofXandY<br>includingeachofconstrainP∈Pasasubstringi |
| --- | --- | --- |
| M-SEQ-EC-LCS | X,Y,andasetofconstrains<br>P={P,···,P}1d | ThelongestcommonsubsequenceofXandY<br>excludingeachofconstrainP∈Pasasubsequencei |
| M-STR-EC-LCS | X,Y,andasetofconstrains<br>P={P,···,P}1d | ThelongestcommonsubsequenceofXandY<br>excludingeachofconstrainP∈Pasasubstringi | | 0 |
| Instances | LBD | SIZE | CVSIDS | DegComp |
| --- | --- | --- | --- | --- |
| jgiraldezlevy.2200.9086.08.40.8 | - | - | - | 93.71s |
| mantheyDimacsSorterHalf373 | - | - | - | 2642.88s | | | 14packages-2008seed.040 | - | - | - | 1713.46s |
| --- | --- | --- | --- | --- |
| mantheyDimacsSorter373 | - | - | - | 2673.39s |
| jgiraldezlevy.2200.9086.08.40.2 | - | - | - | 3195.03s | | 1 |
| Instances | LBD | SIZE | CVSIDS | DegComp |
| --- | --- | --- | --- | --- |
| jgiraldezlevy.2200.9086.08.40.8 | - | - | - | 93.71s |
| mantheyDimacsSorterHalf373 | - | - | - | 2642.88s | | | Instance | #V#Csolution |
| --- | --- |
| b14optbug2vec1-gt-0 | 130328402707402706 |
| b15-bug-4vec-gt-0 | 5810641712690– |
| b15-bug-1vec-gt-0 | 121836359040359039 |
| c1DDs3f1e2v1-bug-4vec-gt-0 | 391897989885989881 |
| c1DDs3f1e2v1-bug-1vec-gt-0 | 102234258294258293 |
| c2DDs3f1e2v1-bug-4vec-gt-0 | 40008511218101121806 |
| c2DDs3f1e2v1-bug-1vec-gt-0 | 84525236942236941 |
| c3DDs3f1e1v1-bug-4vec-gt-0 | 335408694486940 |
| c3DDs3f1e1v1-bug-1vec-gt-0 | 83852173621735 |
| c4DDs3f1e1v1-bug-gt-0 | 79772820112162011208 |
| c4DDs3f1e2v1-bug-4vec-gt-0 | 44846511306721130668 |
| c4DDs3f1e2v1-bug-1vec-gt-0 | 131584331754331753 |
| c5315-bug-gt-0 | 188050495048 |
| c5DDs3f1e1v1-bug-4vec-gt-0 | 100472270492270488 |
| c5DDs3f1e1v1-bug-gt-0 | 200944540984540976 |
| c5DDs3f1e1v1-bug-1vec-gt-0 | 251186762367622 |
| c5DDs3f1e1v2-bug-gt-0 | 200944540984540976 |
| c6288-bug-gt-0 | 346292859284 |
| c6DDs3f1e1v1-bug-4vec-gt-0 | 170019454050454046 |
| c6DDs3f1e1v1-bug-gt-0 | 298058795900795892 |
| c6DDs3f1e1v1-bug-1vec-gt-0 | 44079117720117719 |
| c6DDs3f1e2v1-bug-4vec-gt-0 | 170019454050454046 |
| c7552-bug-gt-0 | 264070087007 |
| motcomb1.red-gt-0 | 215953265325 |
| motcomb2.red-gt-0 | 54841389413893 |
| motcomb3.red-gt-0 | 112652952029519 |
| s15850-bug-4vec-gt-0 | 88544206252206248 |
| s15850-bug-1vec-gt-0 | 221365156351562 |
| s38584-bug-1vec-gt-0 | 314272819830819829 | | 0 |
| Instances | LBD | SIZE | CVSIDS | DegComp |
| --- | --- | --- | --- | --- |
| jgiraldezlevy.2200.9086.08.40.8 | - | - | - | 93.71s | | | mantheyDimacsSorterHalf373 | - | - | - | 2642.88s |
| --- | --- | --- | --- | --- |
| 14packages-2008seed.040 | - | - | - | 1713.46s |
| mantheyDimacsSorter373 | - | - | - | 2673.39s |
| jgiraldezlevy.2200.9086.08.40.2 | - | - | - | 3195.03s | | 1 |
| Instances | LBD | SIZE | CVSIDS | DegComp |
| --- | --- | --- | --- | --- |
| jgiraldezlevy.2200.9086.08.40.8 | - | - | - | 93.71s | | | c4DDs3f1e2v1-bug-4vec-gt-0 | 44846511306721130668 |
| --- | --- |
| c4DDs3f1e2v1-bug-1vec-gt-0 | 131584331754331753 |
| c5315-bug-gt-0 | 188050495048 |
| c5DDs3f1e1v1-bug-4vec-gt-0 | 100472270492270488 |
| c5DDs3f1e1v1-bug-gt-0 | 200944540984540976 |
| c5DDs3f1e1v1-bug-1vec-gt-0 | 251186762367622 |
| c5DDs3f1e1v2-bug-gt-0 | 200944540984540976 |
| c6288-bug-gt-0 | 346292859284 |
| c6DDs3f1e1v1-bug-4vec-gt-0 | 170019454050454046 |
| c6DDs3f1e1v1-bug-gt-0 | 298058795900795892 |
| c6DDs3f1e1v1-bug-1vec-gt-0 | 44079117720117719 |
| c6DDs3f1e2v1-bug-4vec-gt-0 | 170019454050454046 |
| c7552-bug-gt-0 | 264070087007 |
| motcomb1.red-gt-0 | 215953265325 |
| motcomb2.red-gt-0 | 54841389413893 |
| motcomb3.red-gt-0 | 112652952029519 |
| s15850-bug-4vec-gt-0 | 88544206252206248 |
| s15850-bug-1vec-gt-0 | 221365156351562 |
| s38584-bug-1vec-gt-0 | 314272819830819829 | | 0 |
| Experiment | BigRoots | PCC | | |
| --- | --- | --- | --- | --- |
| TP | FP | TP | FP | |
| CPUAG | 20 | 0 | 20 | 36 | | | I/OAG | 16 | 0 | 9 | 29 |
| --- | --- | --- | --- | --- |
| NetworkAG | 5 | 4 | 5 | 21 | | 1 |
| Experiment | BigRoots | PCC | | |
| --- | --- | --- | --- | --- |
| TP | FP | TP | FP | |
| CPUAG | 20 | 0 | 20 | 36 | | | Network | nC | Smin | R@50 | R@100 | Model | Speed | Network | nC | Smin | R@50 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| PNet | 1 | 16 | 0.9604 | 0.9712 | 28KB | 25.17FPS | APN24 | 3 | 16 | 0.9920 |
| PNet | 1 | 20 | 0.9557 | 0.9700 | 28KB | 33.75FPS | APN24 | 3 | 20 | 0.9898 |
| PNet | 1 | 24 | 0.9540 | 0.9673 | 28KB | 43.15FPS | APN24 | 3 | 24 | 0.9851 |
| APN24 | 1 | 16 | 0.9872 | 0.9910 | 360KB | 22.91FPS | APN12 | 2 | 16 | 0.9598 |
| APN24 | 1 | 20 | 0.9860 | 0.9882 | 360KB | 32.63FPS | APN12 | 2 | 20 | 0.9484 |
| APN24 | 1 | 24 | 0.9825 | 0.9856 | 360KB | 43.39FPS | APN12 | 2 | 24 | 0.9354 |
| APN24 | 2 | 16 | 0.9907 | 0.9946 | 360KB | 20.82FPS | APN24(S) | 2 | 16 | 0.9760 |
| APN24 | 2 | 20 | 0.9888 | 0.9921 | 360KB | 29.68FPS | APN24(S) | 2 | 20 | 0.9604 |
| APN24 | 2 | 24 | 0.9859 | 0.9901 | 360KB | 38.02FPS | APN24(S) | 2 | 24 | 0.9564 | | 0 |
| Experiment | BigRoots | PCC | | |
| --- | --- | --- | --- | --- |
| TP | FP | TP | FP | |
| CPUAG | 20 | 0 | 20 | 36 | | | I/OAG | 16 | 0 | 9 | 29 |
| --- | --- | --- | --- | --- |
| NetworkAG | 5 | 4 | 5 | 21 | | 1 |
| Experiment | BigRoots | PCC | | |
| --- | --- | --- | --- | --- |
| TP | FP | TP | FP | |
| CPUAG | 20 | 0 | 20 | 36 | | | APN24 | 1 | 24 | 0.9825 | 0.9856 | 360KB | 43.39FPS | APN12 | 2 | 24 | 0.9354 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| APN24 | 2 | 16 | 0.9907 | 0.9946 | 360KB | 20.82FPS | APN24(S) | 2 | 16 | 0.9760 |
| APN24 | 2 | 20 | 0.9888 | 0.9921 | 360KB | 29.68FPS | APN24(S) | 2 | 20 | 0.9604 |
| APN24 | 2 | 24 | 0.9859 | 0.9901 | 360KB | 38.02FPS | APN24(S) | 2 | 24 | 0.9564 | | 0 |
| -classe1800(attendus=169,ramenes=75.00,corrects=4.00)<br>rappel=0.024precision=0.053f-mesure=0.033 |
| --- |
| -classe1810(attendus=169,ramenes=85.00,corrects=17.00)<br>rappel=0.101precision=0.200f-mesure=0.134 |
| -classe1820(attendus=169,ramenes=208.00,corrects=31.00)<br>rappel=0.183precision=0.149f-mesure=0.164 |
| -classe1830(attendus=169,ramenes=546.00,corrects=51.00)<br>rappel=0.302precision=0.093f-mesure=0.143 | | | -classe1840(attendus=169,ramenes=88.00,corrects=8.00)<br>rappel=0.047precision=0.091f-mesure=0.062 |
| --- |
| -classe1850(attendus=169,ramenes=126.00,corrects=8.00)<br>rappel=0.047precision=0.063f-mesure=0.054 |
| -classe1860(attendus=170,ramenes=96.00,corrects=5.00)<br>rappel=0.029precision=0.052f-mesure=0.038 |
| -classe1870(attendus=169,ramenes=102.00,corrects=8.00)<br>rappel=0.047precision=0.078f-mesure=0.059 |
| -classe1880(attendus=169,ramenes=156.00,corrects=14.00)<br>rappel=0.083precision=0.090f-mesure=0.086 |
| -classe1890(attendus=197,ramenes=117.00,corrects=8.00)<br>rappel=0.041precision=0.068f-mesure=0.051 |
| -classe1900(attendus=203,ramenes=274.00,corrects=20.00)<br>rappel=0.099precision=0.073f-mesure=0.084 |
| -classe1910(attendus=201,ramenes=72.00,corrects=3.00)<br>rappel=0.015precision=0.042f-mesure=0.022 |
| -classe1920(attendus=200,ramenes=137.00,corrects=12.00)<br>rappel=0.060precision=0.088f-mesure=0.071 |
| -classe1930(attendus=200,ramenes=111.00,corrects=8.00)<br>rappel=0.040precision=0.072f-mesure=0.051 |
| -classe1940(attendus=198,ramenes=528.00,corrects=75.00)<br>rappel=0.379precision=0.142f-mesure=0.207 |
| -surl’ensembledes15classes<br>macrorappel=0.100macroprecision=0.090macroF-mesure=0.095 | | 1 |
| -classe1800(attendus=169,ramenes=75.00,corrects=4.00)<br>rappel=0.024precision=0.053f-mesure=0.033 |
| --- |
| -classe1810(attendus=169,ramenes=85.00,corrects=17.00)<br>rappel=0.101precision=0.200f-mesure=0.134 |
| -classe1820(attendus=169,ramenes=208.00,corrects=31.00)<br>rappel=0.183precision=0.149f-mesure=0.164 |
| -classe1830(attendus=169,ramenes=546.00,corrects=51.00)<br>rappel=0.302precision=0.093f-mesure=0.143 | | | -classe1800(attendus=169,ramenes=75.00,corrects=4.00)<br>rappel=0.024precision=0.053f-mesure=0.033 |
| --- |
| -classe1810(attendus=169,ramenes=85.00,corrects=17.00)<br>rappel=0.101precision=0.200f-mesure=0.134 |
| -classe1820(attendus=169,ramenes=208.00,corrects=31.00)<br>rappel=0.183precision=0.149f-mesure=0.164 |
| -classe1830(attendus=169,ramenes=546.00,corrects=51.00)<br>rappel=0.302precision=0.093f-mesure=0.143 |
| -classe1840(attendus=169,ramenes=88.00,corrects=8.00)<br>rappel=0.047precision=0.091f-mesure=0.062 |
| -classe1850(attendus=169,ramenes=126.00,corrects=8.00)<br>rappel=0.047precision=0.063f-mesure=0.054 |
| -classe1860(attendus=170,ramenes=96.00,corrects=5.00)<br>rappel=0.029precision=0.052f-mesure=0.038 |
| -classe1870(attendus=169,ramenes=102.00,corrects=8.00)<br>rappel=0.047precision=0.078f-mesure=0.059 |
| -classe1880(attendus=169,ramenes=156.00,corrects=14.00)<br>rappel=0.083precision=0.090f-mesure=0.086 |
| -classe1890(attendus=197,ramenes=117.00,corrects=8.00)<br>rappel=0.041precision=0.068f-mesure=0.051 |
| -classe1900(attendus=203,ramenes=274.00,corrects=20.00)<br>rappel=0.099precision=0.073f-mesure=0.084 |
| -classe1910(attendus=201,ramenes=72.00,corrects=3.00)<br>rappel=0.015precision=0.042f-mesure=0.022 |
| -classe1920(attendus=200,ramenes=137.00,corrects=12.00)<br>rappel=0.060precision=0.088f-mesure=0.071 |
| -classe1930(attendus=200,ramenes=111.00,corrects=8.00)<br>rappel=0.040precision=0.072f-mesure=0.051 |
| -classe1940(attendus=198,ramenes=528.00,corrects=75.00)<br>rappel=0.379precision=0.142f-mesure=0.207 |
| -surl’ensembledes15classes<br>macrorappel=0.100macroprecision=0.090macroF-mesure=0.095 | | 0 |
| -classe1800(attendus=169,ramenes=75.00,corrects=4.00)<br>rappel=0.024precision=0.053f-mesure=0.033 |
| --- |
| -classe1810(attendus=169,ramenes=85.00,corrects=17.00)<br>rappel=0.101precision=0.200f-mesure=0.134 |
| -classe1820(attendus=169,ramenes=208.00,corrects=31.00)<br>rappel=0.183precision=0.149f-mesure=0.164 |
| -classe1830(attendus=169,ramenes=546.00,corrects=51.00)<br>rappel=0.302precision=0.093f-mesure=0.143 |
| -classe1840(attendus=169,ramenes=88.00,corrects=8.00)<br>rappel=0.047precision=0.091f-mesure=0.062 |
| -classe1850(attendus=169,ramenes=126.00,corrects=8.00)<br>rappel=0.047precision=0.063f-mesure=0.054 |
| -classe1860(attendus=170,ramenes=96.00,corrects=5.00)<br>rappel=0.029precision=0.052f-mesure=0.038 | | | -classe1870(attendus=169,ramenes=102.00,corrects=8.00)<br>rappel=0.047precision=0.078f-mesure=0.059 |
| --- |
| -classe1880(attendus=169,ramenes=156.00,corrects=14.00)<br>rappel=0.083precision=0.090f-mesure=0.086 |
| -classe1890(attendus=197,ramenes=117.00,corrects=8.00)<br>rappel=0.041precision=0.068f-mesure=0.051 |
| -classe1900(attendus=203,ramenes=274.00,corrects=20.00)<br>rappel=0.099precision=0.073f-mesure=0.084 |
| -classe1910(attendus=201,ramenes=72.00,corrects=3.00)<br>rappel=0.015precision=0.042f-mesure=0.022 |
| -classe1920(attendus=200,ramenes=137.00,corrects=12.00)<br>rappel=0.060precision=0.088f-mesure=0.071 |
| -classe1930(attendus=200,ramenes=111.00,corrects=8.00)<br>rappel=0.040precision=0.072f-mesure=0.051 |
| -classe1940(attendus=198,ramenes=528.00,corrects=75.00)<br>rappel=0.379precision=0.142f-mesure=0.207 |
| -surl’ensembledes15classes<br>macrorappel=0.100macroprecision=0.090macroF-mesure=0.095 | | 1 |
| -classe1800(attendus=169,ramenes=75.00,corrects=4.00)<br>rappel=0.024precision=0.053f-mesure=0.033 |
| --- |
| -classe1810(attendus=169,ramenes=85.00,corrects=17.00)<br>rappel=0.101precision=0.200f-mesure=0.134 |
| -classe1820(attendus=169,ramenes=208.00,corrects=31.00)<br>rappel=0.183precision=0.149f-mesure=0.164 |
| -classe1830(attendus=169,ramenes=546.00,corrects=51.00)<br>rappel=0.302precision=0.093f-mesure=0.143 |
| -classe1840(attendus=169,ramenes=88.00,corrects=8.00)<br>rappel=0.047precision=0.091f-mesure=0.062 |
| -classe1850(attendus=169,ramenes=126.00,corrects=8.00)<br>rappel=0.047precision=0.063f-mesure=0.054 |
| -classe1860(attendus=170,ramenes=96.00,corrects=5.00)<br>rappel=0.029precision=0.052f-mesure=0.038 | | | -classe1860(attendus=170,ramenes=96.00,corrects=5.00)<br>rappel=0.029precision=0.052f-mesure=0.038 |
| --- |
| -classe1870(attendus=169,ramenes=102.00,corrects=8.00)<br>rappel=0.047precision=0.078f-mesure=0.059 |
| -classe1880(attendus=169,ramenes=156.00,corrects=14.00)<br>rappel=0.083precision=0.090f-mesure=0.086 |
| -classe1890(attendus=197,ramenes=117.00,corrects=8.00)<br>rappel=0.041precision=0.068f-mesure=0.051 |
| -classe1900(attendus=203,ramenes=274.00,corrects=20.00)<br>rappel=0.099precision=0.073f-mesure=0.084 |
| -classe1910(attendus=201,ramenes=72.00,corrects=3.00)<br>rappel=0.015precision=0.042f-mesure=0.022 |
| -classe1920(attendus=200,ramenes=137.00,corrects=12.00)<br>rappel=0.060precision=0.088f-mesure=0.071 |
| -classe1930(attendus=200,ramenes=111.00,corrects=8.00)<br>rappel=0.040precision=0.072f-mesure=0.051 |
| -classe1940(attendus=198,ramenes=528.00,corrects=75.00)<br>rappel=0.379precision=0.142f-mesure=0.207 |
| -surl’ensembledes15classes<br>macrorappel=0.100macroprecision=0.090macroF-mesure=0.095 | | 0 |
| Referrer | Clicks |
| --- | --- |
| http://www.google.com | 980 |
| http://m.facebook.com | 670 | | | http://fasebook.c0m.at | 640 |
| --- | --- |
| http://www.facebook.com | 550 |
| http://www.clixsense.com | 220 |
| http://www.youtube.com | 181 |
| http://servinox.com.co | 132 |
| http://www.akihabarashop.jp | 130 |
| http://dflogins.1s.fr | 91 |
| http://www.google.ro | 90 | | 1 |
| Referrer | Clicks |
| --- | --- |
| http://www.google.com | 980 |
| http://m.facebook.com | 670 | | | | | | |
| --- | --- | --- | --- |
| YouTube | 1729 | 9 | 1721 |
| Facebook | 903 | 1 | 903 |
| LiveJournal | 7011 | 16 | 6978 |
| Orkut | 10824 | 13 | 10812 |
| Flickr | 4778 | 1 | 4778 |
| AuthorCitations | 1110 | 1 | 1110 |
| Wikipedia | 6039 | 2 | 6038 |
| AS | 274 | 4 | 271 |
| ER | 3158 | 2888 | 3 |
| BA | 3158 | 1 | 3158 |
| Affiliation | 5665 | 1 | 5665 | | 0 |
| Referrer | Clicks |
| --- | --- |
| http://www.google.com | 980 |
| http://m.facebook.com | 670 |
| http://fasebook.c0m.at | 640 | | | http://www.facebook.com | 550 |
| --- | --- |
| http://www.clixsense.com | 220 |
| http://www.youtube.com | 181 |
| http://servinox.com.co | 132 |
| http://www.akihabarashop.jp | 130 |
| http://dflogins.1s.fr | 91 |
| http://www.google.ro | 90 | | 1 |
| Referrer | Clicks |
| --- | --- |
| http://www.google.com | 980 |
| http://m.facebook.com | 670 |
| http://fasebook.c0m.at | 640 | | | LiveJournal | 7011 | 16 | 6978 |
| --- | --- | --- | --- |
| Orkut | 10824 | 13 | 10812 |
| Flickr | 4778 | 1 | 4778 |
| AuthorCitations | 1110 | 1 | 1110 |
| Wikipedia | 6039 | 2 | 6038 |
| AS | 274 | 4 | 271 |
| ER | 3158 | 2888 | 3 |
| BA | 3158 | 1 | 3158 |
| Affiliation | 5665 | 1 | 5665 | | 0 |
| Dataset | Train | Test | | |
| --- | --- | --- | --- | --- |
| Damage | DAV | DAP | DAV | DAP |
| Nepal | 1.01e-161 | 1.20e-10 | 3.76e-61 | 6.58e-31 | | | Ruby | 0.2416 | 0.4137 | 0.3705 | 0.8256 |
| --- | --- | --- | --- | --- |
| Matthew | 0.0675 | 0.0809 | 0.1328 | 0.3250 |
| Ecuador | 1.66e-18 | 0.1422 | 0.0014 | 0.0207 | | 1 |
| Dataset | Train | Test | | |
| --- | --- | --- | --- | --- |
| Damage | DAV | DAP | DAV | DAP |
| Nepal | 1.01e-161 | 1.20e-10 | 3.76e-61 | 6.58e-31 | | | V | H | E | Data | Train,Val,Test |
| --- | --- | --- | --- | --- |
| 10 | 128 | 200 | 9k,1k,10k | 0.9362,0.8732,0.8731 |
| 100 | 128 | 200 | 9k,1k,10k | 0.3967,0.1884,0.1883 |
| 100 | 128 | 200 | 135k,15k,10k | 0.9690,0.9613,0.9623 |
| 100 | 256 | 81 | 135k,150k,10k | 0.9904,0.9784,0.9787 |
| 1000 | 256 | 133 | 135k,15k,10k | 0.9410,0.9151,0.9155 | | 0 |
| Dataset | Train | Test | | |
| --- | --- | --- | --- | --- |
| Damage | DAV | DAP | DAV | DAP |
| Nepal | 1.01e-161 | 1.20e-10 | 3.76e-61 | 6.58e-31 | | | Ruby | 0.2416 | 0.4137 | 0.3705 | 0.8256 |
| --- | --- | --- | --- | --- |
| Matthew | 0.0675 | 0.0809 | 0.1328 | 0.3250 |
| Ecuador | 1.66e-18 | 0.1422 | 0.0014 | 0.0207 | | 1 |
| Dataset | Train | Test | | |
| --- | --- | --- | --- | --- |
| Damage | DAV | DAP | DAV | DAP |
| Nepal | 1.01e-161 | 1.20e-10 | 3.76e-61 | 6.58e-31 | | | 100 | 256 | 81 | 135k,150k,10k | 0.9904,0.9784,0.9787 |
| --- | --- | --- | --- | --- |
| 1000 | 256 | 133 | 135k,15k,10k | 0.9410,0.9151,0.9155 | | 0 |
| Scalingfactorset | Number<br>correct | Percentage<br>correct |
| --- | --- | --- |
| (Randombaseline) | 1949 | 47.6 |
| Normalized | 3549 | 86.7 | | | Handtuned | 3717 | 90.8 |
| --- | --- | --- |
| Leastsquares | 3841 | 93.9 |
| Hill-climbing | 3857 | 94.3 | | 1 |
| Scalingfactorset | Number<br>correct | Percentage<br>correct |
| --- | --- | --- |
| (Randombaseline) | 1949 | 47.6 |
| Normalized | 3549 | 86.7 | | | Function | Number<br>correct | Percentage<br>correct |
| --- | --- | --- |
| (Randombaseline) | 1949 | 47.6 |
| Mutualinfo | 2817 | 68.9 |
| Syntacticrulecost | 2913 | 71.2 |
| L’hoodratio | 3120 | 76.3 |
| χ | 3339 | 81.6 |
| χ | 3407 | 83.3 |
| Meandistance | 3670 | 89.7 | | 0 |
| Scalingfactorset | Number<br>correct | Percentage<br>correct |
| --- | --- | --- |
| (Randombaseline) | 1949 | 47.6 | | | Normalized | 3549 | 86.7 |
| --- | --- | --- |
| Handtuned | 3717 | 90.8 |
| Leastsquares | 3841 | 93.9 |
| Hill-climbing | 3857 | 94.3 | | 1 |
| Scalingfactorset | Number<br>correct | Percentage<br>correct |
| --- | --- | --- |
| (Randombaseline) | 1949 | 47.6 | | | χ | 3407 | 83.3 |
| --- | --- | --- |
| Meandistance | 3670 | 89.7 | | 0 |
| W.No. | ActiveWord | Phonetic |
| --- | --- | --- |
| W1 | kirayajankari | KIRAAYAAJAAtNKAARI | | | W2 | kiraya | KIRAAYAA |
| --- | --- | --- |
| W3 | fare | FAYR |
| W4 | aagamanjankari | AAGAXMAXtNJAAtNKAARI |
| W5 | aagaman | AAGAXMAXtN |
| W6 | arrivaldeparture | AXRAAIVAXLdDIPAARCHAXR |
| W7 | upalabdhatajankari | UPAXLAXBtDHAXtTAAJAAtNKAARI |
| W8 | ticketavailability | tTIKEYtTAXVAYLAXBILItTY |
| W9 | upalabdhata | UPAXLAXBtDAXtTHAA |
| W10 | arrival | AXRAAIVAXL |
| W11 | prasthan | PRAXStTHAAtN |
| W12 | departure | dDIPAARCHAXR |
| W13 | pnrjankari | PIEYtNAARJAAtNKAARI |
| W14 | pnr | PIAXtNAAR | | 1 |
| W.No. | ActiveWord | Phonetic |
| --- | --- | --- |
| W1 | kirayajankari | KIRAAYAAJAAtNKAARI | | | Segmenttype | H | L | S | HL | LH |
| --- | --- | --- | --- | --- | --- |
| Vowels | 91.8 | 4.8 | 0.5 | 2.2 | 0.7 |
| Semivowels | 86.2 | 9.2 | 1.3 | 2.5 | 0.9 |
| Nasals | 82.0 | 7.2 | 6.8 | 3.3 | 0.8 |
| Unvoicedfricatives | 4.2 | 91.1 | 2.0 | 2.2 | 0.4 |
| Voicedfricatives | 28.6 | 56.9 | 8.3 | 5.0 | 1.2 |
| Voicedstops | 48.0 | 37.3 | 12.1 | 1.6 | 1.1 |
| Unvoicedstops | 16.3 | 70.5 | 11.3 | 1.3 | 0.5 |
| Affricates | 6.3 | 91.0 | 0.1 | 1.8 | 0.7 |
| Others | 4.5 | 13.3 | 82.1 | 0.1 | 0.0 |
| Voicedclosures | 10.6 | 8.7 | 78.4 | 1.7 | 0.7 |
| Unvoicedclosures | 2.1 | 5.6 | 92.0 | 0.2 | 0.1 | | 0 |
| W.No. | ActiveWord | Phonetic |
| --- | --- | --- |
| W1 | kirayajankari | KIRAAYAAJAAtNKAARI |
| W2 | kiraya | KIRAAYAA |
| W3 | fare | FAYR |
| W4 | aagamanjankari | AAGAXMAXtNJAAtNKAARI |
| W5 | aagaman | AAGAXMAXtN |
| W6 | arrivaldeparture | AXRAAIVAXLdDIPAARCHAXR |
| W7 | upalabdhatajankari | UPAXLAXBtDHAXtTAAJAAtNKAARI |
| W8 | ticketavailability | tTIKEYtTAXVAYLAXBILItTY | | | W9 | upalabdhata | UPAXLAXBtDAXtTHAA |
| --- | --- | --- |
| W10 | arrival | AXRAAIVAXL |
| W11 | prasthan | PRAXStTHAAtN |
| W12 | departure | dDIPAARCHAXR |
| W13 | pnrjankari | PIEYtNAARJAAtNKAARI |
| W14 | pnr | PIAXtNAAR | | 1 |
| W.No. | ActiveWord | Phonetic |
| --- | --- | --- |
| W1 | kirayajankari | KIRAAYAAJAAtNKAARI |
| W2 | kiraya | KIRAAYAA |
| W3 | fare | FAYR |
| W4 | aagamanjankari | AAGAXMAXtNJAAtNKAARI |
| W5 | aagaman | AAGAXMAXtN |
| W6 | arrivaldeparture | AXRAAIVAXLdDIPAARCHAXR |
| W7 | upalabdhatajankari | UPAXLAXBtDHAXtTAAJAAtNKAARI |
| W8 | ticketavailability | tTIKEYtTAXVAYLAXBILItTY | | | Voicedclosures | 10.6 | 8.7 | 78.4 | 1.7 | 0.7 |
| --- | --- | --- | --- | --- | --- |
| Unvoicedclosures | 2.1 | 5.6 | 92.0 | 0.2 | 0.1 | | 0 |
| | NoFaults | OneInjectedFault | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Numberof<br>Processes | Partial-Order<br>Methods | Computation<br>Slicing | Partial-Order<br>Methods | Computation<br>Slicing | | | | |
| n | T | M | T | M | T | M | T | M |
| 6 | 69 | 0.62 | 356 | 1.21 | 46 | 0.41 | 366 | 1.38 |
| 7 | 163 | 1.11 | 609 | 1.34 | 110 | 0.81 | 584 | 1.41 |
| 8 | 367 | 2.06 | 901 | 1.54 | 312 | 1.79 | 908 | 1.61 | | | 9 | 832 | 4.37 | 1243 | 1.70 | 586 | 3.05 | 1207 | 1.77 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 10 | 1516 | 7.26 | 1734 | 1.81 | 1115 | 5.54 | 1700 | 2.00 |
| 11 | 2992 | 13.14 | 2147 | 1.93 | 2087 | 9.50 | 2128 | 2.27 |
| 12 | 4997 | 21.56 | 2849 | 2.16 | 3510 | 14.13 | 2765 | 2.43 | | 1 |
| | NoFaults | OneInjectedFault | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Numberof<br>Processes | Partial-Order<br>Methods | Computation<br>Slicing | Partial-Order<br>Methods | Computation<br>Slicing | | | | |
| n | T | M | T | M | T | M | T | M |
| 6 | 69 | 0.62 | 356 | 1.21 | 46 | 0.41 | 366 | 1.38 |
| 7 | 163 | 1.11 | 609 | 1.34 | 110 | 0.81 | 584 | 1.41 |
| 8 | 367 | 2.06 | 901 | 1.54 | 312 | 1.79 | 908 | 1.61 | | | | NoFaults | OneInjectedFault | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Numberof<br>Processes | Partial-Order<br>Methods | Computation<br>Slicing | Partial-Order<br>Methods | Computation<br>Slicing | | | | |
| n | T | M | T | M | T | M | T | M |
| 4 | 0.05 | 0.07 | 0.24 | 1.06 | 0.03 | 0.05 | 0.24 | 0.95 |
| 5 | 0.05 | 0.09 | 0.34 | 1.13 | 0.03 | 0.08 | 0.36 | 0.99 |
| 6 | 0.05 | 0.13 | 0.50 | 1.22 | 0.03 | 0.10 | 0.48 | 1.13 |
| 7 | 0.05 | 0.22 | 0.59 | 1.33 | 0.04 | 0.16 | 0.62 | 1.25 |
| 8 | 0.07 | 0.31 | 0.76 | 1.41 | 0.04 | 0.23 | 0.73 | 1.57 |
| 9 | ∗<br>0.07 | ∗<br>0.36 | 0.89 | 1.56 | 0.05 | 0.31 | 0.92 | 1.69 |
| 10 | ∗<br>0.08 | ∗<br>0.40 | 1.09 | 1.80 | ∗<br>0.05 | ∗<br>0.42 | 1.07 | 1.80 | | 0 |
| | NoFaults | OneInjectedFault | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Numberof<br>Processes | Partial-Order<br>Methods | Computation<br>Slicing | Partial-Order<br>Methods | Computation<br>Slicing | | | | |
| n | T | M | T | M | T | M | T | M |
| 6 | 69 | 0.62 | 356 | 1.21 | 46 | 0.41 | 366 | 1.38 | | | 7 | 163 | 1.11 | 609 | 1.34 | 110 | 0.81 | 584 | 1.41 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 8 | 367 | 2.06 | 901 | 1.54 | 312 | 1.79 | 908 | 1.61 |
| 9 | 832 | 4.37 | 1243 | 1.70 | 586 | 3.05 | 1207 | 1.77 |
| 10 | 1516 | 7.26 | 1734 | 1.81 | 1115 | 5.54 | 1700 | 2.00 |
| 11 | 2992 | 13.14 | 2147 | 1.93 | 2087 | 9.50 | 2128 | 2.27 |
| 12 | 4997 | 21.56 | 2849 | 2.16 | 3510 | 14.13 | 2765 | 2.43 | | 1 |
| | NoFaults | OneInjectedFault | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Numberof<br>Processes | Partial-Order<br>Methods | Computation<br>Slicing | Partial-Order<br>Methods | Computation<br>Slicing | | | | |
| n | T | M | T | M | T | M | T | M |
| 6 | 69 | 0.62 | 356 | 1.21 | 46 | 0.41 | 366 | 1.38 | | | 6 | 0.05 | 0.13 | 0.50 | 1.22 | 0.03 | 0.10 | 0.48 | 1.13 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 7 | 0.05 | 0.22 | 0.59 | 1.33 | 0.04 | 0.16 | 0.62 | 1.25 |
| 8 | 0.07 | 0.31 | 0.76 | 1.41 | 0.04 | 0.23 | 0.73 | 1.57 |
| 9 | ∗<br>0.07 | ∗<br>0.36 | 0.89 | 1.56 | 0.05 | 0.31 | 0.92 | 1.69 |
| 10 | ∗<br>0.08 | ∗<br>0.40 | 1.09 | 1.80 | ∗<br>0.05 | ∗<br>0.42 | 1.07 | 1.80 | | 0 |
| today | hour | operation |
| --- | --- | --- |
| =workday | ¿17 | =nbizhrs |
| =weekend | =ANY | =nbizhrs | | | =workday | ¡9 | =nbizhrs |
| --- | --- | --- |
| =workday | in[9,17] | =bizhrs | | 1 |
| today | hour | operation |
| --- | --- | --- |
| =workday | ¿17 | =nbizhrs |
| =weekend | =ANY | =nbizhrs | | | ID | Name | TimeInterval |
| --- | --- | --- |
| 0 | Morning | 6:00∼9:00 |
| 1 | Forenoon | 9:00∼12:00 |
| 2 | Noon | 12:00∼14:00 |
| 3 | Afternoon | 14:00∼17:00 |
| 4 | Evening | 17:00∼21:00 |
| 5 | Night | 21:00∼24:00 |
| 6 | Midnight | 0:00∼6:00 |
| 7 | Weekday | Monday∼Friday |
| 8 | Weekend | Saturday,Sunday | | 0 |
| today | hour | operation |
| --- | --- | --- |
| =workday | ¿17 | =nbizhrs |
| =weekend | =ANY | =nbizhrs | | | =workday | ¡9 | =nbizhrs |
| --- | --- | --- |
| =workday | in[9,17] | =bizhrs | | 1 |
| today | hour | operation |
| --- | --- | --- |
| =workday | ¿17 | =nbizhrs |
| =weekend | =ANY | =nbizhrs | | | 4 | Evening | 17:00∼21:00 |
| --- | --- | --- |
| 5 | Night | 21:00∼24:00 |
| 6 | Midnight | 0:00∼6:00 |
| 7 | Weekday | Monday∼Friday |
| 8 | Weekend | Saturday,Sunday | | 0 |
| SourceText | Verb | Reference | Choice1 | Choice2 | Ratio |
| --- | --- | --- | --- | --- | --- |
| makeanattempt | attempt | [??] | make | include | 9.36 |
| makeachange | change | [??] | make | produce | 1.85 |
| makeaconcession | concede | [??] | make | include | 11.47 |
| makeademand | demand | [??] | make | create | 1.03 |
| makeadistinction | distinguish | [??] | make | have | 3.04 |
| haveadrink(of) | drink | [??] | become | N/A | N/A |
| haveaneffect(on) | affect | [??] | have | produce | 3.04 |
| haveafeeling | feel | [??] | have | produce | 3.27 |
| makeagift(of) | give | [??] | have | include | 9.89 |
| doharm(to) | harm | [??] | cause | do | 1.26 |
| makeajudgment | judge | [??] | make | have | 2.43 |
| haveaknowledge(of) | know | [??] | have | use | 12.36 |
| makeprogress | progress | [??] | make | allow | 64.33 |
| makeaproposal | propose | [??] | make | include | 1.10 | | | beararesemblance(to) | resemble | [??] | bear | have | 2.64 |
| --- | --- | --- | --- | --- | --- |
| giveashove(to) | shove | [??] | N/A | N/A | N/A |
| haveasnooze | snooze | [??] | N/A | N/A | N/A |
| makeuse(of) | use | [??] | make | have | 6.55 | | 1 |
| SourceText | Verb | Reference | Choice1 | Choice2 | Ratio |
| --- | --- | --- | --- | --- | --- |
| makeanattempt | attempt | [??] | make | include | 9.36 |
| makeachange | change | [??] | make | produce | 1.85 |
| makeaconcession | concede | [??] | make | include | 11.47 |
| makeademand | demand | [??] | make | create | 1.03 |
| makeadistinction | distinguish | [??] | make | have | 3.04 |
| haveadrink(of) | drink | [??] | become | N/A | N/A |
| haveaneffect(on) | affect | [??] | have | produce | 3.04 |
| haveafeeling | feel | [??] | have | produce | 3.27 |
| makeagift(of) | give | [??] | have | include | 9.89 |
| doharm(to) | harm | [??] | cause | do | 1.26 |
| makeajudgment | judge | [??] | make | have | 2.43 |
| haveaknowledge(of) | know | [??] | have | use | 12.36 |
| makeprogress | progress | [??] | make | allow | 64.33 |
| makeaproposal | propose | [??] | make | include | 1.10 | | | SourceText | Verb | Reference | Choice1 | Choice2 | Ratio |
| --- | --- | --- | --- | --- | --- |
| makeanattempt | attempt | [??] | make | include | 9.36 |
| makeachange | change | [??] | make | produce | 1.85 |
| makeaconcession | concede | [??] | make | include | 11.47 |
| makeademand | demand | [??] | make | create | 1.03 |
| makeadistinction | distinguish | [??] | make | have | 3.04 |
| haveadrink(of) | drink | [??] | become | N/A | N/A |
| haveaneffect(on) | affect | [??] | have | produce | 3.04 |
| haveafeeling | feel | [??] | have | produce | 3.27 |
| makeagift(of) | give | [??] | have | include | 9.89 |
| doharm(to) | harm | [??] | cause | do | 1.26 |
| makeajudgment | judge | [??] | make | have | 2.43 |
| haveaknowledge(of) | know | [??] | have | use | 12.36 |
| makeprogress | progress | [??] | make | allow | 64.33 |
| makeaproposal | propose | [??] | make | include | 1.10 |
| beararesemblance(to) | resemble | [??] | bear | have | 2.64 |
| giveashove(to) | shove | [??] | N/A | N/A | N/A |
| haveasnooze | snooze | [??] | N/A | N/A | N/A |
| makeuse(of) | use | [??] | make | have | 6.55 | | 0 |
| SourceText | Verb | Reference | Choice1 | Choice2 | Ratio |
| --- | --- | --- | --- | --- | --- |
| makeanattempt | attempt | [??] | make | include | 9.36 |
| makeachange | change | [??] | make | produce | 1.85 |
| makeaconcession | concede | [??] | make | include | 11.47 |
| makeademand | demand | [??] | make | create | 1.03 |
| makeadistinction | distinguish | [??] | make | have | 3.04 |
| haveadrink(of) | drink | [??] | become | N/A | N/A |
| haveaneffect(on) | affect | [??] | have | produce | 3.04 |
| haveafeeling | feel | [??] | have | produce | 3.27 |
| makeagift(of) | give | [??] | have | include | 9.89 |
| doharm(to) | harm | [??] | cause | do | 1.26 |
| makeajudgment | judge | [??] | make | have | 2.43 |
| haveaknowledge(of) | know | [??] | have | use | 12.36 | | | makeprogress | progress | [??] | make | allow | 64.33 |
| --- | --- | --- | --- | --- | --- |
| makeaproposal | propose | [??] | make | include | 1.10 |
| beararesemblance(to) | resemble | [??] | bear | have | 2.64 |
| giveashove(to) | shove | [??] | N/A | N/A | N/A |
| haveasnooze | snooze | [??] | N/A | N/A | N/A |
| makeuse(of) | use | [??] | make | have | 6.55 | | 1 |
| SourceText | Verb | Reference | Choice1 | Choice2 | Ratio |
| --- | --- | --- | --- | --- | --- |
| makeanattempt | attempt | [??] | make | include | 9.36 |
| makeachange | change | [??] | make | produce | 1.85 |
| makeaconcession | concede | [??] | make | include | 11.47 |
| makeademand | demand | [??] | make | create | 1.03 |
| makeadistinction | distinguish | [??] | make | have | 3.04 |
| haveadrink(of) | drink | [??] | become | N/A | N/A |
| haveaneffect(on) | affect | [??] | have | produce | 3.04 |
| haveafeeling | feel | [??] | have | produce | 3.27 |
| makeagift(of) | give | [??] | have | include | 9.89 |
| doharm(to) | harm | [??] | cause | do | 1.26 |
| makeajudgment | judge | [??] | make | have | 2.43 |
| haveaknowledge(of) | know | [??] | have | use | 12.36 | | | haveasnooze | snooze | [??] | N/A | N/A | N/A |
| --- | --- | --- | --- | --- | --- |
| makeuse(of) | use | [??] | make | have | 6.55 | | 0 |
| Training | Connection | Dataset | Spanish-French | German-French | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| es→en | en→fr | es→fr | de→en | en→fr | de→fr | | | |
| indep. | - | Dev.<br>Test | 31.53<br>31.54 | 30.46<br>31.42 | 29.52<br>29.79 | 26.52<br>26.47 | 30.46<br>31.42 | 23.67<br>23.70 | | | joint | hard | Dev.<br>Test | 31.81<br>31.55 | 30.18<br>31.13 | 29.11<br>29.93 | 26.48<br>26.58 | 30.47<br>31.35 | 23.87<br>23.88 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| soft | Dev.<br>Test | 32.11<br>∗<br>31.96 | 30.41<br>31.40 | 30.24<br>∗∗<br>30.57 | 26.92<br>26.55 | 30.39<br>31.33 | 23.99<br>23.79 | |
| likelihood | Dev.<br>Test | 33.35<br>∗∗<br>33.54 | 31.63<br>∗∗<br>32.33 | 32.45<br>∗∗<br>32.59 | 27.90<br>∗∗<br>28.01 | 31.49<br>∗∗<br>32.34 | 25.21<br>∗∗<br>25.93 | | | 1 |
| Training | Connection | Dataset | Spanish-French | German-French | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| es→en | en→fr | es→fr | de→en | en→fr | de→fr | | | |
| indep. | - | Dev.<br>Test | 31.53<br>31.54 | 30.46<br>31.42 | 29.52<br>29.79 | 26.52<br>26.47 | 30.46<br>31.42 | 23.67<br>23.70 | | | Dataset | Numberof<br>categorical<br>features | Numberof<br>numerical<br>features | Number<br>ofclasses | Numberof<br>objectsin<br>trainingset | Numberof<br>objectsin<br>testset |
| --- | --- | --- | --- | --- | --- |
| Dexter | 0 | 20000 | 2 | 420 | 180 |
| GermanCredit | 13 | 7 | 2 | 700 | 300 |
| Dorothea | 0 | 100000 | 2 | 805 | 345 |
| Yeast | 0 | 8 | 10 | 1039 | 445 |
| Secom | 0 | 590 | 2 | 1097 | 470 |
| Semeion | 0 | 256 | 10 | 1116 | 477 |
| Car | 6 | 0 | 4 | 1210 | 518 |
| KR-vs-KP | 36 | 0 | 2 | 2238 | 958 |
| Waveform | 0 | 40 | 3 | 3500 | 1500 |
| Shuttle | 38 | 192 | 2 | 35000 | 15000 | | 0 |
| Training | Connection | Dataset | Spanish-French | German-French | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| es→en | en→fr | es→fr | de→en | en→fr | de→fr | | | |
| indep. | - | Dev.<br>Test | 31.53<br>31.54 | 30.46<br>31.42 | 29.52<br>29.79 | 26.52<br>26.47 | 30.46<br>31.42 | 23.67<br>23.70 | | | joint | hard | Dev.<br>Test | 31.81<br>31.55 | 30.18<br>31.13 | 29.11<br>29.93 | 26.48<br>26.58 | 30.47<br>31.35 | 23.87<br>23.88 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| soft | Dev.<br>Test | 32.11<br>∗<br>31.96 | 30.41<br>31.40 | 30.24<br>∗∗<br>30.57 | 26.92<br>26.55 | 30.39<br>31.33 | 23.99<br>23.79 | |
| likelihood | Dev.<br>Test | 33.35<br>∗∗<br>33.54 | 31.63<br>∗∗<br>32.33 | 32.45<br>∗∗<br>32.59 | 27.90<br>∗∗<br>28.01 | 31.49<br>∗∗<br>32.34 | 25.21<br>∗∗<br>25.93 | | | 1 |
| Training | Connection | Dataset | Spanish-French | German-French | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| es→en | en→fr | es→fr | de→en | en→fr | de→fr | | | |
| indep. | - | Dev.<br>Test | 31.53<br>31.54 | 30.46<br>31.42 | 29.52<br>29.79 | 26.52<br>26.47 | 30.46<br>31.42 | 23.67<br>23.70 | | | KR-vs-KP | 36 | 0 | 2 | 2238 | 958 |
| --- | --- | --- | --- | --- | --- |
| Waveform | 0 | 40 | 3 | 3500 | 1500 |
| Shuttle | 38 | 192 | 2 | 35000 | 15000 | | 0 |
| Non-ConstructiveCell-ProbeModel | | | |
| --- | --- | --- | --- |
| Space | Probes | Independence | Reference | | | u<br>1/c<br>u<br>1/c<br>u | -<br>t<c<br>O(c) | ≤u<br>≤t<br>Ω(1/c)<br>u | Trivial |
| --- | --- | --- | --- |
| C-programmableWordRAMmodel | | | |
| Space | Time | Independence | Reference |
| k<br>u<br>1/c<br>u<br>1/c<br>u<br>1/c<br>u<br>1/c<br>u | O(k)<br>1<br>c<br>O(c)<br>O(ck)<br>O(c)<br>lgc<br>O(c) | k<br>u<br>2<br>Ω(1/c)<br>u<br>k<br>2<br>Ω(1/c)<br>u<br>Ω(1/c)<br>u | Polynomial<br>Completetable<br>Thispaper<br>Thispaper | | 1 |
| Non-ConstructiveCell-ProbeModel | | | |
| --- | --- | --- | --- |
| Space | Probes | Independence | Reference | | | Req. | Pseudorandom<br>PFNC | ModelcheckingTA<br>PFNC | BDIagents<br>PFNC | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| CooperativeManufacturingAssistant(160testspermethod) | | | | | | | | | |
| 1<br>2<br>3<br>4<br>5<br>6 | 19<br>3<br>24<br>57<br>33<br>160 | 4<br>0<br>0<br>0<br>31<br>0 | 137<br>157<br>136<br>103<br>96<br>0 | 37<br>35<br>97<br>99<br>128<br>160 | 50<br>10<br>0<br>0<br>2<br>0 | 73<br>115<br>63<br>61<br>30<br>0 | 45<br>31<br>63<br>72<br>79<br>160 | 16<br>5<br>2<br>0<br>4<br>0 | 99<br>124<br>95<br>88<br>77<br>0 |
| HomeCareAssistant(50testspermethod) | | | | | | | | | |
| 1<br>2<br>3<br>4 | 16<br>19<br>38<br>13 | 7<br>7<br>11<br>36 | 27<br>24<br>1<br>1 | 19<br>13<br>29<br>2 | 11<br>16<br>19<br>46 | 20<br>21<br>2<br>2 | 17<br>21<br>40<br>10 | 6<br>7<br>8<br>38 | 27<br>22<br>2<br>2 | | 0 |
| Non-ConstructiveCell-ProbeModel | | | |
| --- | --- | --- | --- |
| Space | Probes | Independence | Reference | | | u<br>1/c<br>u<br>1/c<br>u | -<br>t<c<br>O(c) | ≤u<br>≤t<br>Ω(1/c)<br>u | Trivial |
| --- | --- | --- | --- |
| C-programmableWordRAMmodel | | | |
| Space | Time | Independence | Reference |
| k<br>u<br>1/c<br>u<br>1/c<br>u<br>1/c<br>u<br>1/c<br>u | O(k)<br>1<br>c<br>O(c)<br>O(ck)<br>O(c)<br>lgc<br>O(c) | k<br>u<br>2<br>Ω(1/c)<br>u<br>k<br>2<br>Ω(1/c)<br>u<br>Ω(1/c)<br>u | Polynomial<br>Completetable<br>Thispaper<br>Thispaper | | 1 |
| Non-ConstructiveCell-ProbeModel | | | |
| --- | --- | --- | --- |
| Space | Probes | Independence | Reference | | | HomeCareAssistant(50testspermethod) | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1<br>2<br>3<br>4 | 16<br>19<br>38<br>13 | 7<br>7<br>11<br>36 | 27<br>24<br>1<br>1 | 19<br>13<br>29<br>2 | 11<br>16<br>19<br>46 | 20<br>21<br>2<br>2 | 17<br>21<br>40<br>10 | 6<br>7<br>8<br>38 | 27<br>22<br>2<br>2 | | 0 |
| | S | M | F | GPU | MIC |
| --- | --- | --- | --- | --- | --- |
| SVRNRMSE | 0.13 | 0.33 | 0.52 | 0.15 | 0.28 | | | SVRR | 0.87 | 0.47 | 0.92 | 0.84 | 0.34 |
| --- | --- | --- | --- | --- | --- |
| EAMNRMSE | 0.13 | 0.37 | 1.34 | 0.24 | 0.28 |
| EAMR | 0.87 | 0.34 | 0.52 | 0.59 | 0.31 | | 1 |
| | S | M | F | GPU | MIC |
| --- | --- | --- | --- | --- | --- |
| SVRNRMSE | 0.13 | 0.33 | 0.52 | 0.15 | 0.28 | | | Noise | SSC | LRR | SCGSM | GLRR-21 | GLRR-F<br>/KGLRR-proj | KGLRR-cc |
| --- | --- | --- | --- | --- | --- | --- |
| 0.05 | 0.7838 | 0.8667 | 0.8646 | 1 | 1 | 1 |
| 0.1 | 0.7596 | 0.8889 | 0.7091 | 1 | 1 | 1 |
| 0.15 | 0.7475 | 0.9939 | 0.8667 | 1 | 1 | 1 |
| 0.2 | 0.6202 | 0.9960 | 0.7374 | 1 | 1 | 1 |
| 0.25 | 0.3374 | 0.9960 | 0.7293 | 1 | 1 | 1 |
| 0.3 | 0.2020 | 0.8909 | 0.6828 | 1 | 1 | 1 |
| 0.35 | 0.1556 | 0.8263 | 0.2646 | 0.8889 | 0.996 | 0.8566 | | 0 |
| | S | M | F | GPU | MIC |
| --- | --- | --- | --- | --- | --- |
| SVRNRMSE | 0.13 | 0.33 | 0.52 | 0.15 | 0.28 |
| SVRR | 0.87 | 0.47 | 0.92 | 0.84 | 0.34 | | | EAMNRMSE | 0.13 | 0.37 | 1.34 | 0.24 | 0.28 |
| --- | --- | --- | --- | --- | --- |
| EAMR | 0.87 | 0.34 | 0.52 | 0.59 | 0.31 | | 1 |
| | S | M | F | GPU | MIC |
| --- | --- | --- | --- | --- | --- |
| SVRNRMSE | 0.13 | 0.33 | 0.52 | 0.15 | 0.28 |
| SVRR | 0.87 | 0.47 | 0.92 | 0.84 | 0.34 | | | 0.1 | 0.7596 | 0.8889 | 0.7091 | 1 | 1 | 1 |
| --- | --- | --- | --- | --- | --- | --- |
| 0.15 | 0.7475 | 0.9939 | 0.8667 | 1 | 1 | 1 |
| 0.2 | 0.6202 | 0.9960 | 0.7374 | 1 | 1 | 1 |
| 0.25 | 0.3374 | 0.9960 | 0.7293 | 1 | 1 | 1 |
| 0.3 | 0.2020 | 0.8909 | 0.6828 | 1 | 1 | 1 |
| 0.35 | 0.1556 | 0.8263 | 0.2646 | 0.8889 | 0.996 | 0.8566 | | 0 |
| | C-S-F | H-S-F | H-S-T | T-S-T | T-E-F | T-S-F |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | .59 | .52 | .53 | .25 | .38 | .33 |
| 2 | .61 | .63 | .60 | .33 | .32 | .26 | | | 3 | .61 | .50 | .54 | .44 | .29 | .24 |
| --- | --- | --- | --- | --- | --- | --- |
| 4 | .59 | .60 | .56 | .33 | .28 | .24 |
| 5 | .55 | .55 | .50 | .34 | .27 | .26 | | 1 |
| | C-S-F | H-S-F | H-S-T | T-S-T | T-E-F | T-S-F |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | .59 | .52 | .53 | .25 | .38 | .33 |
| 2 | .61 | .63 | .60 | .33 | .32 | .26 | | | T@25 | T@50 |
| --- | --- |
| 39.5 | 30.5 |
| 82.7 | 77.3 |
| 82.2 | 71.5 |
| 82.4 | 76.8 |
| 86.4 | 82.2 |
| 90.7 | 85.6 |
| 91.4 | 87.6 |
| 90.2 | 86.1 | | 0 |
| | C-S-F | H-S-F | H-S-T | T-S-T | T-E-F | T-S-F |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | .59 | .52 | .53 | .25 | .38 | .33 | | | 2 | .61 | .63 | .60 | .33 | .32 | .26 |
| --- | --- | --- | --- | --- | --- | --- |
| 3 | .61 | .50 | .54 | .44 | .29 | .24 |
| 4 | .59 | .60 | .56 | .33 | .28 | .24 |
| 5 | .55 | .55 | .50 | .34 | .27 | .26 | | 1 |
| | C-S-F | H-S-F | H-S-T | T-S-T | T-E-F | T-S-F |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | .59 | .52 | .53 | .25 | .38 | .33 | | | 82.4 | 76.8 |
| --- | --- |
| 86.4 | 82.2 |
| 90.7 | 85.6 |
| 91.4 | 87.6 |
| 90.2 | 86.1 | | 0 |
| State | Runtime | Proof |
| --- | --- | --- |
| Neighborhoodlearning | (2∆+1)κ)s | Lemma?? |
| Waitstate | (cid:96)·Coloring | Lemma?? |
| CC:Compete0 | 3κ+∆κsl | Lemma?? |
| CC:Competei | (38Γ+3)κs | Lemma?? |
| CC:Max.Compete’si | (38Γ+120Γ)κs | Lemma?? | | | CC:Request | (38+4)κ+∆κsl | Lemma?? |
| --- | --- | --- |
| CC:Announce | ≤2κs | - | | 1 |
| State | Runtime | Proof |
| --- | --- | --- |
| Neighborhoodlearning | (2∆+1)κ)s | Lemma?? |
| Waitstate | (cid:96)·Coloring | Lemma?? |
| CC:Compete0 | 3κ+∆κsl | Lemma?? |
| CC:Competei | (38Γ+3)κs | Lemma?? |
| CC:Max.Compete’si | (38Γ+120Γ)κs | Lemma?? | | | Criterion | MANCaLog | IC/LT | SNOP | CD | EGT/VM |
| --- | --- | --- | --- | --- | --- |
| 1.Labels | Yes | No | Yes | Yes | No |
| 2.ExplicitRepresentationofTime | Yes | No | Yes | No | Yes |
| 3.Non-MarkovianTemporalRelationships | Yes | No | No | No | No |
| 4.Uncertainty | Yes | Yes | Yes | Yes | Yes |
| 5.CompetingCascades | Yes | No | No | Yes | Yes |
| 6.Non-monotonicCascades | Yes | No | No | Yes | Yes |
| 7.Tractablity | PTIME | #P-hard | PTIME | PTIME | NP-hard | | 0 |
| State | Runtime | Proof |
| --- | --- | --- |
| Neighborhoodlearning | (2∆+1)κ)s | Lemma?? |
| Waitstate | (cid:96)·Coloring | Lemma?? |
| CC:Compete0 | 3κ+∆κsl | Lemma?? |
| CC:Competei | (38Γ+3)κs | Lemma?? |
| CC:Max.Compete’si | (38Γ+120Γ)κs | Lemma?? | | | CC:Request | (38+4)κ+∆κsl | Lemma?? |
| --- | --- | --- |
| CC:Announce | ≤2κs | - | | 1 |
| State | Runtime | Proof |
| --- | --- | --- |
| Neighborhoodlearning | (2∆+1)κ)s | Lemma?? |
| Waitstate | (cid:96)·Coloring | Lemma?? |
| CC:Compete0 | 3κ+∆κsl | Lemma?? |
| CC:Competei | (38Γ+3)κs | Lemma?? |
| CC:Max.Compete’si | (38Γ+120Γ)κs | Lemma?? | | | 6.Non-monotonicCascades | Yes | No | No | Yes | Yes |
| --- | --- | --- | --- | --- | --- |
| 7.Tractablity | PTIME | #P-hard | PTIME | PTIME | NP-hard | | 0 |
| | BostonBombing | HurricaneSandy | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| IndividualFeaturePerformance | Prec. | Recall | F1 | Prec. | Recall | F1 | | | Unigram<br>Bigram<br>ARKPOS<br>PTBPOS<br>ShallowParse<br>Crisis-Sensitive(CS) | 0.843<br>0.770<br>0.605<br>0.651<br>0.722<br>0.651 | 0.803<br>0.752<br>0.614<br>0.643<br>0.686<br>0.605 | 0.822<br>0.761<br>0.609<br>0.647<br>0.704<br>0.627 | 0.905<br>0.910<br>0.745<br>0.828<br>0.750<br>0.696 | 0.772<br>0.797<br>0.678<br>0.723<br>0.682<br>0.690 | 0.834<br>0.849<br>0.710<br>0.772<br>0.714<br>0.693 |
| --- | --- | --- | --- | --- | --- | --- |
| TopFeatureCombinations | Prec. | Recall | F1 | Prec. | Recall | F1 |
| Unigram+Bigram<br>Unigram+Bigram+ShallowParse<br>Unigram+Bigram+ShallowParse+CS<br>Unigram+Bigram+CS<br>AllFeatures | 0.853<br>0.892<br>—<br>0.857<br>0.897 | 0.805<br>0.771<br>—<br>0.806<br>0.742 | 0.828<br>0.828<br>—<br>0.831<br>0.812 | 0.942<br>—<br>0.956<br>0.947<br>0.960 | 0.820<br>—<br>0.803<br>0.826<br>0.786 | 0.877<br>—<br>0.873<br>0.882<br>0.864 | | 1 |
| | BostonBombing | HurricaneSandy | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| IndividualFeaturePerformance | Prec. | Recall | F1 | Prec. | Recall | F1 | | | #Predicted | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | | | | | |
| #Matched<br>Precision<br>#Derived<br>Recall | 55<br>0.226<br>62<br>0.338 | 49<br>0.224<br>49<br>0.269 | 69<br>0.531<br>75<br>0.412 | 62<br>0.139<br>49<br>0.269 | 83<br>0.215<br>83<br>0.456 | 60<br>0.531<br>60<br>0.330 |
| #Matched<br>Precision<br>#Derived<br>Recall | 35<br>0.143<br>40<br>0.226 | 42<br>0.192<br>42<br>0.237 | 42<br>0.323<br>53<br>0.300 | 45<br>0.101<br>38<br>0.215 | 59<br>0.153<br>59<br>0.333 | 41<br>0.363<br>41<br>0.232 |
| #Matched<br>Precision<br>#Derived<br>Recall | 43<br>0.179<br>42<br>0.556 | 41<br>0.187<br>41<br>0.539 | 47<br>0.362<br>52<br>0.684 | 54<br>0.121<br>37<br>0.487 | 59<br>0.153<br>59<br>0.776 | 43<br>0.381<br>43<br>0.566 | | 0 |
| | BostonBombing | HurricaneSandy | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| IndividualFeaturePerformance | Prec. | Recall | F1 | Prec. | Recall | F1 |
| Unigram<br>Bigram<br>ARKPOS<br>PTBPOS<br>ShallowParse<br>Crisis-Sensitive(CS) | 0.843<br>0.770<br>0.605<br>0.651<br>0.722<br>0.651 | 0.803<br>0.752<br>0.614<br>0.643<br>0.686<br>0.605 | 0.822<br>0.761<br>0.609<br>0.647<br>0.704<br>0.627 | 0.905<br>0.910<br>0.745<br>0.828<br>0.750<br>0.696 | 0.772<br>0.797<br>0.678<br>0.723<br>0.682<br>0.690 | 0.834<br>0.849<br>0.710<br>0.772<br>0.714<br>0.693 | | | TopFeatureCombinations | Prec. | Recall | F1 | Prec. | Recall | F1 |
| --- | --- | --- | --- | --- | --- | --- |
| Unigram+Bigram<br>Unigram+Bigram+ShallowParse<br>Unigram+Bigram+ShallowParse+CS<br>Unigram+Bigram+CS<br>AllFeatures | 0.853<br>0.892<br>—<br>0.857<br>0.897 | 0.805<br>0.771<br>—<br>0.806<br>0.742 | 0.828<br>0.828<br>—<br>0.831<br>0.812 | 0.942<br>—<br>0.956<br>0.947<br>0.960 | 0.820<br>—<br>0.803<br>0.826<br>0.786 | 0.877<br>—<br>0.873<br>0.882<br>0.864 | | 1 |
| | BostonBombing | HurricaneSandy | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| IndividualFeaturePerformance | Prec. | Recall | F1 | Prec. | Recall | F1 |
| Unigram<br>Bigram<br>ARKPOS<br>PTBPOS<br>ShallowParse<br>Crisis-Sensitive(CS) | 0.843<br>0.770<br>0.605<br>0.651<br>0.722<br>0.651 | 0.803<br>0.752<br>0.614<br>0.643<br>0.686<br>0.605 | 0.822<br>0.761<br>0.609<br>0.647<br>0.704<br>0.627 | 0.905<br>0.910<br>0.745<br>0.828<br>0.750<br>0.696 | 0.772<br>0.797<br>0.678<br>0.723<br>0.682<br>0.690 | 0.834<br>0.849<br>0.710<br>0.772<br>0.714<br>0.693 | | | #Matched<br>Precision<br>#Derived<br>Recall | 55<br>0.226<br>62<br>0.338 | 49<br>0.224<br>49<br>0.269 | 69<br>0.531<br>75<br>0.412 | 62<br>0.139<br>49<br>0.269 | 83<br>0.215<br>83<br>0.456 | 60<br>0.531<br>60<br>0.330 |
| --- | --- | --- | --- | --- | --- | --- |
| #Matched<br>Precision<br>#Derived<br>Recall | 35<br>0.143<br>40<br>0.226 | 42<br>0.192<br>42<br>0.237 | 42<br>0.323<br>53<br>0.300 | 45<br>0.101<br>38<br>0.215 | 59<br>0.153<br>59<br>0.333 | 41<br>0.363<br>41<br>0.232 |
| #Matched<br>Precision<br>#Derived<br>Recall | 43<br>0.179<br>42<br>0.556 | 41<br>0.187<br>41<br>0.539 | 47<br>0.362<br>52<br>0.684 | 54<br>0.121<br>37<br>0.487 | 59<br>0.153<br>59<br>0.776 | 43<br>0.381<br>43<br>0.566 | | 0 |
| | 2 | 5 | 10 | 15 |
| --- | --- | --- | --- | --- |
| NL-PCA | 19.69 | 22.87 | 23.80 | 25.01 | | | VST+BM3D | 20.80 | 23.15 | 24.79 | 25.41 |
| --- | --- | --- | --- | --- |
| PoissonNL-means | 21.12 | 23.41 | 24.73 | 25.32 |
| P4IP | 20.03 | 23.78 | 24.88 | 25.84 |
| Ourmethod | 21.31 | 23.95 | 25.78 | 27.40 | | 1 |
| | 2 | 5 | 10 | 15 |
| --- | --- | --- | --- | --- |
| NL-PCA | 19.69 | 22.87 | 23.80 | 25.01 | | | N | p | cexp | [c]exp100 | σ[c]exp100 | λmax | [λ]max100 |
| --- | --- | --- | --- | --- | --- | --- |
| 20 | 0.4 | 7.3 | 7.6 | 0.6 | 0.9984 | 0.9985 |
| 40 | 0.2 | 7.7 | 7.8 | 0.5 | 0.9985 | 0.9985 |
| 80 | 0.1 | 7.8 | 7.9 | 0.4 | 0.9986 | 0.9985 |
| 160 | 0.05 | 8.2 | 8.0 | 0.3 | 0.9987 | 0.9985 |
| 5000 | 0.0016 | | | | 0.99850 | |
| 10000 | 0.0008 | | | | 0.99851 | |
| 20000 | 0.0004 | | | | 0.99850 | | | 0 |
| | 2 | 5 | 10 | 15 |
| --- | --- | --- | --- | --- |
| NL-PCA | 19.69 | 22.87 | 23.80 | 25.01 | | | VST+BM3D | 20.80 | 23.15 | 24.79 | 25.41 |
| --- | --- | --- | --- | --- |
| PoissonNL-means | 21.12 | 23.41 | 24.73 | 25.32 |
| P4IP | 20.03 | 23.78 | 24.88 | 25.84 |
| Ourmethod | 21.31 | 23.95 | 25.78 | 27.40 | | 1 |
| | 2 | 5 | 10 | 15 |
| --- | --- | --- | --- | --- |
| NL-PCA | 19.69 | 22.87 | 23.80 | 25.01 | | | 40 | 0.2 | 7.7 | 7.8 | 0.5 | 0.9985 | 0.9985 |
| --- | --- | --- | --- | --- | --- | --- |
| 80 | 0.1 | 7.8 | 7.9 | 0.4 | 0.9986 | 0.9985 |
| 160 | 0.05 | 8.2 | 8.0 | 0.3 | 0.9987 | 0.9985 |
| 5000 | 0.0016 | | | | 0.99850 | |
| 10000 | 0.0008 | | | | 0.99851 | |
| 20000 | 0.0004 | | | | 0.99850 | | | 0 |
| | 2pooling | 3pooling | 4pooling | 5pooling |
| --- | --- | --- | --- | --- |
| RGB | 0.0173 | 0.0284 | 0.0308 | 0.0350 |
| RGB+dist | 0.0175 | 0.0287 | 0.0312 | 0.0352 | | | RGB+coord | 0.0182 | 0.0292 | 0.0318 | 0.0356 |
| --- | --- | --- | --- | --- |
| RGB+dist+coord | 0.0192 | 0.0298 | 0.0327 | 0.0361 | | 1 |
| | 2pooling | 3pooling | 4pooling | 5pooling |
| --- | --- | --- | --- | --- |
| RGB | 0.0173 | 0.0284 | 0.0308 | 0.0350 |
| RGB+dist | 0.0175 | 0.0287 | 0.0312 | 0.0352 | | | | WER-SWB | WER-BN |
| --- | --- | --- |
| Nopooling | 23.7 | - |
| pool=2 | 23.4 | 20.7 |
| pool=3 | 22.9 | 20.7 |
| pool=4 | 22.9 | 21.4 | | 0 |
| | 2pooling | 3pooling | 4pooling | 5pooling |
| --- | --- | --- | --- | --- |
| RGB | 0.0173 | 0.0284 | 0.0308 | 0.0350 | | | RGB+dist | 0.0175 | 0.0287 | 0.0312 | 0.0352 |
| --- | --- | --- | --- | --- |
| RGB+coord | 0.0182 | 0.0292 | 0.0318 | 0.0356 |
| RGB+dist+coord | 0.0192 | 0.0298 | 0.0327 | 0.0361 | | 1 |
| | 2pooling | 3pooling | 4pooling | 5pooling |
| --- | --- | --- | --- | --- |
| RGB | 0.0173 | 0.0284 | 0.0308 | 0.0350 | | | pool=2 | 23.4 | 20.7 |
| --- | --- | --- |
| pool=3 | 22.9 | 20.7 |
| pool=4 | 22.9 | 21.4 | | 0 |
| ScoringTechnique | nSn | nSp | sSn | nPPV | sPPV | nPC | nCC |
| --- | --- | --- | --- | --- | --- | --- | --- |
| PMSSumMin | 0.6139 | 0.9227 | 0.6149 | 0.3240 | 0.9988 | 0.2692 | 0.4009 |
| DMESumMin | 0.4385 | 0.9354 | 0.5380 | 0.2907 | 0.9986 | 0.2118 | 0.3093 |
| BestDMESumMin | 0.4385 | 0.9354 | 0.5380 | 0.2907 | 0.9986 | 0.2118 | 0.3093 | | | PMSSumMinD | 0.7718 | 0.8910 | 0.7769 | 0.2993 | 0.9986 | 0.2750 | 0.4340 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| DMESumMinD | 0.5788 | 0.8899 | 0.6659 | 0.2409 | 0.9983 | 0.2050 | 0.3161 |
| BestDMESumMinD | 0.4385 | 0.9354 | 0.5380 | 0.2907 | 0.9986 | 0.2118 | 0.3093 |
| PMSSumMin500 | 0.4386 | 0.9408 | 0.4167 | 0.3125 | 1.0000 | 0.2232 | 0.3251 |
| PMSSumMinD500 | 0.4386 | 0.9408 | 0.4167 | 0.3125 | 1.0000 | 0.2232 | 0.3251 |
| DMESumMin500 | 0.0877 | 0.9440 | 0.0833 | 0.0877 | 1.0000 | 0.0459 | 0.0327 | | 1 |
| ScoringTechnique | nSn | nSp | sSn | nPPV | sPPV | nPC | nCC |
| --- | --- | --- | --- | --- | --- | --- | --- |
| PMSSumMin | 0.6139 | 0.9227 | 0.6149 | 0.3240 | 0.9988 | 0.2692 | 0.4009 |
| DMESumMin | 0.4385 | 0.9354 | 0.5380 | 0.2907 | 0.9986 | 0.2118 | 0.3093 |
| BestDMESumMin | 0.4385 | 0.9354 | 0.5380 | 0.2907 | 0.9986 | 0.2118 | 0.3093 | | | ScoringTechnique | nSn | nSp | sSn | nPPV | sPPV | nPC | nCC |
| --- | --- | --- | --- | --- | --- | --- | --- |
| PMSSumMin | 0.3889 | 0.8745 | 0.4970 | 0.2516 | 0.9999 | 0.1803 | 0.2184 |
| DMESumMin | 0.0658 | 0.9192 | 0.1265 | 0.0811 | 0.9995 | 0.0377 | -0.0166 |
| BestDMESumMin | 0.1020 | 0.9646 | 0.1383 | 0.2381 | 0.9992 | 0.0769 | 0.0987 |
| PMSSumMinD | 0.3889 | 0.8745 | 0.4970 | 0.2516 | 0.9999 | 0.1803 | 0.2184 |
| DMESumMinD | 0.0658 | 0.9192 | 0.1265 | 0.0811 | 0.9995 | 0.0377 | -0.0166 |
| BestDMESumMinD | 0.1020 | 0.9646 | 0.1383 | 0.2381 | 0.9992 | 0.0769 | 0.0987 |
| PMSSumMin500 | 0.3447 | 0.8695 | 0.4678 | 0.2229 | 1.0000 | 0.1565 | 0.1776 |
| PMSSumMinD500 | 0.3447 | 0.8695 | 0.4678 | 0.2229 | 1.0000 | 0.1565 | 0.1776 |
| DMESumMin500 | 0.0669 | 0.9663 | 0.0851 | 0.1777 | 1.0000 | 0.0511 | 0.0525 | | 0 |
| ScoringTechnique | nSn | nSp | sSn | nPPV | sPPV | nPC | nCC |
| --- | --- | --- | --- | --- | --- | --- | --- |
| PMSSumMin | 0.6139 | 0.9227 | 0.6149 | 0.3240 | 0.9988 | 0.2692 | 0.4009 |
| DMESumMin | 0.4385 | 0.9354 | 0.5380 | 0.2907 | 0.9986 | 0.2118 | 0.3093 | | | BestDMESumMin | 0.4385 | 0.9354 | 0.5380 | 0.2907 | 0.9986 | 0.2118 | 0.3093 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| PMSSumMinD | 0.7718 | 0.8910 | 0.7769 | 0.2993 | 0.9986 | 0.2750 | 0.4340 |
| DMESumMinD | 0.5788 | 0.8899 | 0.6659 | 0.2409 | 0.9983 | 0.2050 | 0.3161 |
| BestDMESumMinD | 0.4385 | 0.9354 | 0.5380 | 0.2907 | 0.9986 | 0.2118 | 0.3093 |
| PMSSumMin500 | 0.4386 | 0.9408 | 0.4167 | 0.3125 | 1.0000 | 0.2232 | 0.3251 |
| PMSSumMinD500 | 0.4386 | 0.9408 | 0.4167 | 0.3125 | 1.0000 | 0.2232 | 0.3251 |
| DMESumMin500 | 0.0877 | 0.9440 | 0.0833 | 0.0877 | 1.0000 | 0.0459 | 0.0327 | | 1 |
| ScoringTechnique | nSn | nSp | sSn | nPPV | sPPV | nPC | nCC |
| --- | --- | --- | --- | --- | --- | --- | --- |
| PMSSumMin | 0.6139 | 0.9227 | 0.6149 | 0.3240 | 0.9988 | 0.2692 | 0.4009 |
| DMESumMin | 0.4385 | 0.9354 | 0.5380 | 0.2907 | 0.9986 | 0.2118 | 0.3093 | | | PMSSumMin500 | 0.3447 | 0.8695 | 0.4678 | 0.2229 | 1.0000 | 0.1565 | 0.1776 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| PMSSumMinD500 | 0.3447 | 0.8695 | 0.4678 | 0.2229 | 1.0000 | 0.1565 | 0.1776 |
| DMESumMin500 | 0.0669 | 0.9663 | 0.0851 | 0.1777 | 1.0000 | 0.0511 | 0.0525 | | 0 |
| fac | fou | kar | mor | pix | zer | TransmissionCostAmongtheNodes |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 3.0×10 |
| 4 | 1 | 1 | 1 | 4 | 1 | 6.0×10 |
| 6 | 2 | 2 | 1 | 6 | 2 | 9.6×10 | | | 10 | 4 | 4 | 1 | 10 | 4 | 1.46×10 |
| --- | --- | --- | --- | --- | --- | --- |
| 10 | 4 | 4 | 1 | 13 | 6 | 1.84×10 |
| 14 | 5 | 7 | 1 | 14 | 8 | 2.46×10 |
| 15 | 6 | 10 | 1 | 20 | 10 | 3.08×10 | | 1 |
| fac | fou | kar | mor | pix | zer | TransmissionCostAmongtheNodes |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 3.0×10 |
| 4 | 1 | 1 | 1 | 4 | 1 | 6.0×10 |
| 6 | 2 | 2 | 1 | 6 | 2 | 9.6×10 | | | | Gradual | Sharp | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P |
| BOR10001 | 11 | 11 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | - |
| BOR10002 | 11 | 10 | 0 | 1 | 1 | 0.909 | 0.952 | 0 | 0 | 0 | 0 | - |
| NAD57 | 25 | 21 | 2 | 4 | 0.913 | 0.84 | 0.875 | 45 | 45 | 1 | 0 | 0.978 |
| NAD58 | 44 | 39 | 0 | 5 | 1 | 0.886 | 0.94 | 40 | 35 | 0 | 5 | 1 |
| anni001 | 8 | 6 | 0 | 2 | 1 | 0.75 | 0.857 | 0 | 0 | 0 | 0 | - |
| anni005 | 27 | 27 | 1 | 0 | 0.964 | 1 | 0.982 | 39 | 35 | 5 | 4 | 0.875 |
| anni006 | 31 | 27 | 5 | 4 | 0.844 | 0.871 | 0.857 | 42 | 39 | 0 | 3 | 1 |
| anni007 | 5 | 5 | 0 | 0 | 1 | 1 | 1 | 5 | 5 | 0 | 0 | 1 |
| anni008 | 13 | 13 | 0 | 0 | 1 | 1 | 1 | 2 | 2 | 0 | 0 | 1 |
| anni009 | 64 | 60 | 2 | 4 | 0.968 | 0.938 | 0.952 | 40 | 36 | 0 | 4 | 1 |
| anni010 | 56 | 50 | 9 | 6 | 0.847 | 0.893 | 0.87 | 98 | 84 | 0 | 14 | 1 |
| Total | 295 | 269 | 19 | 26 | 0.934 | 0.912 | 0.923 | 311 | 281 | 6 | 30 | 0.979 | | 0 |
| fac | fou | kar | mor | pix | zer | TransmissionCostAmongtheNodes |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 3.0×10 |
| 4 | 1 | 1 | 1 | 4 | 1 | 6.0×10 |
| 6 | 2 | 2 | 1 | 6 | 2 | 9.6×10 | | | 10 | 4 | 4 | 1 | 10 | 4 | 1.46×10 |
| --- | --- | --- | --- | --- | --- | --- |
| 10 | 4 | 4 | 1 | 13 | 6 | 1.84×10 |
| 14 | 5 | 7 | 1 | 14 | 8 | 2.46×10 |
| 15 | 6 | 10 | 1 | 20 | 10 | 3.08×10 | | 1 |
| fac | fou | kar | mor | pix | zer | TransmissionCostAmongtheNodes |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 3.0×10 |
| 4 | 1 | 1 | 1 | 4 | 1 | 6.0×10 |
| 6 | 2 | 2 | 1 | 6 | 2 | 9.6×10 | | | anni001 | 8 | 6 | 0 | 2 | 1 | 0.75 | 0.857 | 0 | 0 | 0 | 0 | - |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| anni005 | 27 | 27 | 1 | 0 | 0.964 | 1 | 0.982 | 39 | 35 | 5 | 4 | 0.875 |
| anni006 | 31 | 27 | 5 | 4 | 0.844 | 0.871 | 0.857 | 42 | 39 | 0 | 3 | 1 |
| anni007 | 5 | 5 | 0 | 0 | 1 | 1 | 1 | 5 | 5 | 0 | 0 | 1 |
| anni008 | 13 | 13 | 0 | 0 | 1 | 1 | 1 | 2 | 2 | 0 | 0 | 1 |
| anni009 | 64 | 60 | 2 | 4 | 0.968 | 0.938 | 0.952 | 40 | 36 | 0 | 4 | 1 |
| anni010 | 56 | 50 | 9 | 6 | 0.847 | 0.893 | 0.87 | 98 | 84 | 0 | 14 | 1 |
| Total | 295 | 269 | 19 | 26 | 0.934 | 0.912 | 0.923 | 311 | 281 | 6 | 30 | 0.979 | | 0 |
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