premise string | hypothesis string | label int64 |
|---|---|---|
| λ | Sims<br>z=1 | Diff<br>Equations | JIQ-<br>Random |
| --- | --- | --- | --- |
| 0.50 | 1.19356 | 1.19369 | 1.12886 |
| 0.60 | 1.28239 | 1.28254 | 1.17987 |
| 0.70 | 1.40813 | 1.40828 | 1.25888 |
| 0.80 | 1.59780 | 1.59796 | 1.40787 |
| 0.90 | 1.94387 | 1.94377 | 1.83712 |
| 0.95 | 2.33613 | 2.33539 | 2.68138 |
| 0.96 | 2.48165 | 2.48041 | 3.10314 | | | 0.97 | 2.69113 | 2.68903 | 3.80509 |
| --- | --- | --- | --- |
| 0.98 | 3.04536 | 3.04146 | 5.20555 |
| 0.99 | 3.91664 | 3.90627 | 9.40217 | | 1 |
| λ | Sims<br>z=1 | Diff<br>Equations | JIQ-<br>Random |
| --- | --- | --- | --- |
| 0.50 | 1.19356 | 1.19369 | 1.12886 |
| 0.60 | 1.28239 | 1.28254 | 1.17987 |
| 0.70 | 1.40813 | 1.40828 | 1.25888 |
| 0.80 | 1.59780 | 1.59796 | 1.40787 |
| 0.90 | 1.94387 | 1.94377 | 1.83712 |
| 0.95 | 2.33613 | 2.33539 | 2.68138 |
| 0.96 | 2.48165 | 2.48041 | 3.10314 | | | λ | Sims<br>JIQ-SQ(2) | Diff<br>Equations | JIQ-<br>Random |
| --- | --- | --- | --- |
| 0.50 | 1.01029 | 1.01033 | 1.12886 |
| 0.60 | 1.02377 | 1.02379 | 1.17987 |
| 0.70 | 1.05558 | 1.05557 | 1.25888 |
| 0.80 | 1.14044 | 1.14027 | 1.40787 |
| 0.90 | 1.46106 | 1.46035 | 1.83712 |
| 0.95 | 2.19241 | 2.19045 | 2.68138 |
| 0.96 | 2.57696 | 2.57420 | 3.10314 |
| 0.97 | 3.23186 | 3.22894 | 3.80509 |
| 0.98 | 4.57810 | 4.57186 | 5.20555 |
| 0.99 | 8.71553 | 8.70009 | 9.40217 | | 0 |
| λ | Sims<br>z=1 | Diff<br>Equations | JIQ-<br>Random |
| --- | --- | --- | --- |
| 0.50 | 1.19356 | 1.19369 | 1.12886 |
| 0.60 | 1.28239 | 1.28254 | 1.17987 |
| 0.70 | 1.40813 | 1.40828 | 1.25888 |
| 0.80 | 1.59780 | 1.59796 | 1.40787 |
| 0.90 | 1.94387 | 1.94377 | 1.83712 | | | 0.95 | 2.33613 | 2.33539 | 2.68138 |
| --- | --- | --- | --- |
| 0.96 | 2.48165 | 2.48041 | 3.10314 |
| 0.97 | 2.69113 | 2.68903 | 3.80509 |
| 0.98 | 3.04536 | 3.04146 | 5.20555 |
| 0.99 | 3.91664 | 3.90627 | 9.40217 | | 1 |
| λ | Sims<br>z=1 | Diff<br>Equations | JIQ-<br>Random |
| --- | --- | --- | --- |
| 0.50 | 1.19356 | 1.19369 | 1.12886 |
| 0.60 | 1.28239 | 1.28254 | 1.17987 |
| 0.70 | 1.40813 | 1.40828 | 1.25888 |
| 0.80 | 1.59780 | 1.59796 | 1.40787 |
| 0.90 | 1.94387 | 1.94377 | 1.83712 | | | 0.90 | 1.46106 | 1.46035 | 1.83712 |
| --- | --- | --- | --- |
| 0.95 | 2.19241 | 2.19045 | 2.68138 |
| 0.96 | 2.57696 | 2.57420 | 3.10314 |
| 0.97 | 3.23186 | 3.22894 | 3.80509 |
| 0.98 | 4.57810 | 4.57186 | 5.20555 |
| 0.99 | 8.71553 | 8.70009 | 9.40217 | | 0 |
| property | \|[[property]]\|T | #machines | time(s) |
| --- | --- | --- | --- |
| EX[A] | 2.135×10 | 1 | 70 |
| EX[A] | 2.135×10 | 2 | 67 | | | EX[A] | 2.135×10 | 4 | 50 |
| --- | --- | --- | --- |
| EX[A] | 2.135×10 | 8 | 38 |
| EG[A] | 0 | 1 | 67 |
| EG[A] | 0 | 2 | 55 |
| EG[A] | 0 | 4 | 58 |
| E[TrueUA] | 6<br>1.831×10 | 1 | 1898 |
| E[TrueUA] | 1.831×10 | 2 | 1124 |
| E[TrueUA] | 1.831×10 | 4 | 839 |
| E[TrueUA] | 1.831×10 | 8 | 564 |
| E[TrueUA] | 1.831×10 | 16 | 509 | | 1 |
| property | \|[[property]]\|T | #machines | time(s) |
| --- | --- | --- | --- |
| EX[A] | 2.135×10 | 1 | 70 |
| EX[A] | 2.135×10 | 2 | 67 | | | property | \|[[property]]\|T | #machines | time(s) |
| --- | --- | --- | --- |
| EX[H] | 1.716×10 | 1 | 2908 |
| EX[H] | 1.716×10 | 2 | 2401 |
| EX[H] | 1.716×10 | 4 | 937 |
| EX[H] | 1.716×10 | 8 | 693 |
| EX[H] | 1.716×10 | 16 | 251 |
| EG[J] | 8<br>4.060×10 | 1 | 21678 |
| EG[J] | 4.060×10 | 2 | 17147 |
| EG[J] | 4.060×10 | 4 | 6525 |
| EG[J] | 4.060×10 | 8 | 2983 |
| EG[J] | 4.060×10 | 16 | 1226 |
| E[KUH] | 7<br>7.524×10 | 1 | 1821 |
| E[KUH] | 7.524×10 | 2 | 1714 |
| E[KUH] | 7.524×10 | 4 | 602 |
| E[KUH] | 7.524×10 | 8 | 377 |
| E[KUH] | 7.524×10 | 16 | 203 | | 0 |
| property | \|[[property]]\|T | #machines | time(s) |
| --- | --- | --- | --- |
| EX[A] | 2.135×10 | 1 | 70 |
| EX[A] | 2.135×10 | 2 | 67 |
| EX[A] | 2.135×10 | 4 | 50 |
| EX[A] | 2.135×10 | 8 | 38 |
| EG[A] | 0 | 1 | 67 |
| EG[A] | 0 | 2 | 55 |
| EG[A] | 0 | 4 | 58 |
| E[TrueUA] | 6<br>1.831×10 | 1 | 1898 | | | E[TrueUA] | 1.831×10 | 2 | 1124 |
| --- | --- | --- | --- |
| E[TrueUA] | 1.831×10 | 4 | 839 |
| E[TrueUA] | 1.831×10 | 8 | 564 |
| E[TrueUA] | 1.831×10 | 16 | 509 | | 1 |
| property | \|[[property]]\|T | #machines | time(s) |
| --- | --- | --- | --- |
| EX[A] | 2.135×10 | 1 | 70 |
| EX[A] | 2.135×10 | 2 | 67 |
| EX[A] | 2.135×10 | 4 | 50 |
| EX[A] | 2.135×10 | 8 | 38 |
| EG[A] | 0 | 1 | 67 |
| EG[A] | 0 | 2 | 55 |
| EG[A] | 0 | 4 | 58 |
| E[TrueUA] | 6<br>1.831×10 | 1 | 1898 | | | EX[H] | 1.716×10 | 4 | 937 |
| --- | --- | --- | --- |
| EX[H] | 1.716×10 | 8 | 693 |
| EX[H] | 1.716×10 | 16 | 251 |
| EG[J] | 8<br>4.060×10 | 1 | 21678 |
| EG[J] | 4.060×10 | 2 | 17147 |
| EG[J] | 4.060×10 | 4 | 6525 |
| EG[J] | 4.060×10 | 8 | 2983 |
| EG[J] | 4.060×10 | 16 | 1226 |
| E[KUH] | 7<br>7.524×10 | 1 | 1821 |
| E[KUH] | 7.524×10 | 2 | 1714 |
| E[KUH] | 7.524×10 | 4 | 602 |
| E[KUH] | 7.524×10 | 8 | 377 |
| E[KUH] | 7.524×10 | 16 | 203 | | 0 |
| | GradualandSharp | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Video | TP | FP | FN | P | R | F |
| 01811a | 60 | 7 | 4 | 0.896 | 0.938 | 0.916 |
| 6011 | 39 | 96 | 82 | 0.289 | 0.322 | 0.305 |
| 8024 | 96 | 29 | 10 | 0.768 | 0.906 | 0.831 |
| 8386 | 114 | 5 | 4 | 0.958 | 0.966 | 0.962 |
| 8401 | 30 | 8 | 1 | 0.789 | 0.968 | 0.87 |
| 10558a | 125 | 1 | 5 | 0.992 | 0.962 | 0.977 | | | 23585a | 159 | 8 | 6 | 0.952 | 0.964 | 0.958 |
| --- | --- | --- | --- | --- | --- | --- |
| 23585b | 103 | 4 | 1 | 0.963 | 0.99 | 0.976 |
| 34921a | 71 | 6 | 4 | 0.922 | 0.947 | 0.934 |
| 34921b | 91 | 11 | 8 | 0.892 | 0.919 | 0.905 |
| 36553 | 202 | 26 | 12 | 0.886 | 0.944 | 0.914 |
| 50009 | 53 | 29 | 5 | 0.646 | 0.914 | 0.757 |
| 50028 | 89 | 18 | 4 | 0.832 | 0.957 | 0.89 |
| UGS01 | 171 | 12 | 5 | 0.934 | 0.972 | 0.953 |
| UGS04 | 222 | 15 | 1 | 0.937 | 0.996 | 0.965 |
| UGS05 | 26 | 21 | 4 | 0.553 | 0.867 | 0.675 |
| UGS09 | 176 | 17 | 17 | 0.912 | 0.912 | 0.912 |
| Total | 1827 | 313 | 173 | 0.854 | 0.913 | 0.883 | | 1 |
| | GradualandSharp | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Video | TP | FP | FN | P | R | F |
| 01811a | 60 | 7 | 4 | 0.896 | 0.938 | 0.916 |
| 6011 | 39 | 96 | 82 | 0.289 | 0.322 | 0.305 |
| 8024 | 96 | 29 | 10 | 0.768 | 0.906 | 0.831 |
| 8386 | 114 | 5 | 4 | 0.958 | 0.966 | 0.962 |
| 8401 | 30 | 8 | 1 | 0.789 | 0.968 | 0.87 |
| 10558a | 125 | 1 | 5 | 0.992 | 0.962 | 0.977 | | | | GradualandSharp | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Video | TP | FP | FN | P | R | F |
| 01811a | 60 | 7 | 4 | 0.896 | 0.938 | 0.916 |
| 6011 | 40 | 96 | 81 | 0.294 | 0.331 | 0.311 |
| 8024 | 85 | 22 | 21 | 0.794 | 0.802 | 0.798 |
| 8386 | 113 | 10 | 5 | 0.919 | 0.958 | 0.938 |
| 8401 | 26 | 5 | 5 | 0.839 | 0.839 | 0.839 |
| 10558a | 122 | 1 | 8 | 0.992 | 0.938 | 0.964 |
| 23585a | 149 | 10 | 16 | 0.937 | 0.903 | 0.92 |
| 23585b | 103 | 3 | 1 | 0.972 | 0.99 | 0.981 |
| 34921a | 70 | 4 | 5 | 0.946 | 0.933 | 0.94 |
| 34921b | 91 | 10 | 8 | 0.901 | 0.919 | 0.91 |
| 36553 | 200 | 21 | 14 | 0.905 | 0.935 | 0.92 |
| 50009 | 44 | 28 | 14 | 0.611 | 0.759 | 0.677 |
| 50028 | 81 | 17 | 12 | 0.827 | 0.871 | 0.848 |
| UGS01 | 164 | 8 | 12 | 0.953 | 0.932 | 0.943 |
| UGS04 | 218 | 25 | 5 | 0.897 | 0.978 | 0.936 |
| UGS05 | 21 | 6 | 9 | 0.778 | 0.7 | 0.737 |
| UGS09 | 169 | 12 | 24 | 0.934 | 0.876 | 0.904 |
| Total | 1756 | 285 | 244 | 0.86 | 0.878 | 0.869 | | 0 |
| | GradualandSharp | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Video | TP | FP | FN | P | R | F | | | 01811a | 60 | 7 | 4 | 0.896 | 0.938 | 0.916 |
| --- | --- | --- | --- | --- | --- | --- |
| 6011 | 39 | 96 | 82 | 0.289 | 0.322 | 0.305 |
| 8024 | 96 | 29 | 10 | 0.768 | 0.906 | 0.831 |
| 8386 | 114 | 5 | 4 | 0.958 | 0.966 | 0.962 |
| 8401 | 30 | 8 | 1 | 0.789 | 0.968 | 0.87 |
| 10558a | 125 | 1 | 5 | 0.992 | 0.962 | 0.977 |
| 23585a | 159 | 8 | 6 | 0.952 | 0.964 | 0.958 |
| 23585b | 103 | 4 | 1 | 0.963 | 0.99 | 0.976 |
| 34921a | 71 | 6 | 4 | 0.922 | 0.947 | 0.934 |
| 34921b | 91 | 11 | 8 | 0.892 | 0.919 | 0.905 |
| 36553 | 202 | 26 | 12 | 0.886 | 0.944 | 0.914 |
| 50009 | 53 | 29 | 5 | 0.646 | 0.914 | 0.757 |
| 50028 | 89 | 18 | 4 | 0.832 | 0.957 | 0.89 |
| UGS01 | 171 | 12 | 5 | 0.934 | 0.972 | 0.953 |
| UGS04 | 222 | 15 | 1 | 0.937 | 0.996 | 0.965 |
| UGS05 | 26 | 21 | 4 | 0.553 | 0.867 | 0.675 |
| UGS09 | 176 | 17 | 17 | 0.912 | 0.912 | 0.912 |
| Total | 1827 | 313 | 173 | 0.854 | 0.913 | 0.883 | | 1 |
| | GradualandSharp | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Video | TP | FP | FN | P | R | F | | | 6011 | 40 | 96 | 81 | 0.294 | 0.331 | 0.311 |
| --- | --- | --- | --- | --- | --- | --- |
| 8024 | 85 | 22 | 21 | 0.794 | 0.802 | 0.798 |
| 8386 | 113 | 10 | 5 | 0.919 | 0.958 | 0.938 |
| 8401 | 26 | 5 | 5 | 0.839 | 0.839 | 0.839 |
| 10558a | 122 | 1 | 8 | 0.992 | 0.938 | 0.964 |
| 23585a | 149 | 10 | 16 | 0.937 | 0.903 | 0.92 |
| 23585b | 103 | 3 | 1 | 0.972 | 0.99 | 0.981 |
| 34921a | 70 | 4 | 5 | 0.946 | 0.933 | 0.94 |
| 34921b | 91 | 10 | 8 | 0.901 | 0.919 | 0.91 |
| 36553 | 200 | 21 | 14 | 0.905 | 0.935 | 0.92 |
| 50009 | 44 | 28 | 14 | 0.611 | 0.759 | 0.677 |
| 50028 | 81 | 17 | 12 | 0.827 | 0.871 | 0.848 |
| UGS01 | 164 | 8 | 12 | 0.953 | 0.932 | 0.943 |
| UGS04 | 218 | 25 | 5 | 0.897 | 0.978 | 0.936 |
| UGS05 | 21 | 6 | 9 | 0.778 | 0.7 | 0.737 |
| UGS09 | 169 | 12 | 24 | 0.934 | 0.876 | 0.904 |
| Total | 1756 | 285 | 244 | 0.86 | 0.878 | 0.869 | | 0 |
| Parameters | Darjietal., | Proposed |
| --- | --- | --- |
| Comb.Area | 61351µm | 526419µm |
| NonComb.Area | 807223µm | 553078µm |
| TotalCellArea | 868574µm | 1079498µm | | | OperatingVoltage | 1.98V | 1.2V |
| --- | --- | --- |
| TotalDynamicPower | 179.75mW | 38.56mW |
| CellLeakagePower | 46.87µW | 4.86mW | | 1 |
| Parameters | Darjietal., | Proposed |
| --- | --- | --- |
| Comb.Area | 61351µm | 526419µm |
| NonComb.Area | 807223µm | 553078µm |
| TotalCellArea | 868574µm | 1079498µm | | | Parameter | 32-bit | | |
| --- | --- | --- | --- |
| Silicon | Carbon | Silicon | |
| Totalpowerdissipation<br>(watts) | 323.358µ | 76.8077n | 957.513µ |
| Averagepower<br>consumption(watts) | 43.834E-05 | 11.923E-05 | 122.50E-05 |
| PropagationDelay(s) | 262.36p | 680.36f | 280.43p |
| Powerdelayproduct(J) | 115E-15 | 81.1E-15 | 343.52E-15 | | 0 |
| Parameters | Darjietal., | Proposed |
| --- | --- | --- |
| Comb.Area | 61351µm | 526419µm |
| NonComb.Area | 807223µm | 553078µm | | | TotalCellArea | 868574µm | 1079498µm |
| --- | --- | --- |
| OperatingVoltage | 1.98V | 1.2V |
| TotalDynamicPower | 179.75mW | 38.56mW |
| CellLeakagePower | 46.87µW | 4.86mW | | 1 |
| Parameters | Darjietal., | Proposed |
| --- | --- | --- |
| Comb.Area | 61351µm | 526419µm |
| NonComb.Area | 807223µm | 553078µm | | | Totalpowerdissipation<br>(watts) | 323.358µ | 76.8077n | 957.513µ |
| --- | --- | --- | --- |
| Averagepower<br>consumption(watts) | 43.834E-05 | 11.923E-05 | 122.50E-05 |
| PropagationDelay(s) | 262.36p | 680.36f | 280.43p |
| Powerdelayproduct(J) | 115E-15 | 81.1E-15 | 343.52E-15 | | 0 |
| Corpus |
| --- |
| DUC’04MedicinaCl´ınicaPistes |
| 0.80’2.88’1.13’<br>0.40’0.26’0.53’<br>0.33’0.26’0.41’<br>0.31’0.26’0.38’ | | | DUC’04MedicinaCl´ınicaPistes |
| --- |
| 1.71’3.10’2.70’<br>1.35’0.40’2.11’<br>1.30’0.38’2.13’<br>0.41’0.28’0.51’ |
| DUC’04MedicinaCl´ınicaPistes |
| 9.25’3.38’18.63’<br>9.28’0.75’18.38’<br>9.16’0.73’20.76’<br>3.93’0.46’8.35’ | | 1 |
| Corpus |
| --- |
| DUC’04MedicinaCl´ınicaPistes |
| 0.80’2.88’1.13’<br>0.40’0.26’0.53’<br>0.33’0.26’0.41’<br>0.31’0.26’0.38’ | | | Corpus | Trainset | Devset | Testset |
| --- | --- | --- | --- |
| sentences | 5661 | 939 | 961 |
| disease | 5148 | 791 | 961 |
| spe.dis. | 2959 | 409 | 556 |
| diseaseclass | 781 | 127 | 121 |
| modifier | 1292 | 218 | 264 |
| comp.men. | 116 | 37 | 20 | | 0 |
| Corpus |
| --- |
| DUC’04MedicinaCl´ınicaPistes | | | 0.80’2.88’1.13’<br>0.40’0.26’0.53’<br>0.33’0.26’0.41’<br>0.31’0.26’0.38’ |
| --- |
| DUC’04MedicinaCl´ınicaPistes |
| 1.71’3.10’2.70’<br>1.35’0.40’2.11’<br>1.30’0.38’2.13’<br>0.41’0.28’0.51’ |
| DUC’04MedicinaCl´ınicaPistes |
| 9.25’3.38’18.63’<br>9.28’0.75’18.38’<br>9.16’0.73’20.76’<br>3.93’0.46’8.35’ | | 1 |
| Corpus |
| --- |
| DUC’04MedicinaCl´ınicaPistes | | | spe.dis. | 2959 | 409 | 556 |
| --- | --- | --- | --- |
| diseaseclass | 781 | 127 | 121 |
| modifier | 1292 | 218 | 264 |
| comp.men. | 116 | 37 | 20 | | 0 |
| Micro-architecture | Year | CA | Featuresize |
| --- | --- | --- | --- |
| Tesla | 2006 | 1.x | >55nm |
| Fermi | 2009 | 2.x | 45nm |
| Kepler | 2012 | 3.x | 28nm | | | Maxwell | 2014 | 5.x | 28nm |
| --- | --- | --- | --- |
| Pascal | 2016 | 6.x | 16nm | | 1 |
| Micro-architecture | Year | CA | Featuresize |
| --- | --- | --- | --- |
| Tesla | 2006 | 1.x | >55nm |
| Fermi | 2009 | 2.x | 45nm |
| Kepler | 2012 | 3.x | 28nm | | | MEM(GB) | CPU(units) | BW(G) | VM |
| --- | --- | --- | --- |
| 1.7 | 1(1coresx1units) | 160 | 1-1(1) |
| 7.5 | 4(2coresx2units) | 850 | 1-2(2) |
| 15.0 | 8(4coresx2units) | 1690 | 1-3(3) |
| 17.1 | 6.5(2coresx3.25units) | 420 | 2-1(4) |
| 34.2 | 13(4coresx3.25units) | 850 | 2-2(5) |
| 68.4 | 26(8coresx3.25units) | 1690 | 2-3(6) |
| 1.7 | 5(2coresx2.5units) | 350 | 3-1(7) |
| 7.0 | 20(8coresx2.5units) | 1690 | 3-2(8) | | 0 |
| Micro-architecture | Year | CA | Featuresize |
| --- | --- | --- | --- |
| Tesla | 2006 | 1.x | >55nm | | | Fermi | 2009 | 2.x | 45nm |
| --- | --- | --- | --- |
| Kepler | 2012 | 3.x | 28nm |
| Maxwell | 2014 | 5.x | 28nm |
| Pascal | 2016 | 6.x | 16nm | | 1 |
| Micro-architecture | Year | CA | Featuresize |
| --- | --- | --- | --- |
| Tesla | 2006 | 1.x | >55nm | | | 15.0 | 8(4coresx2units) | 1690 | 1-3(3) |
| --- | --- | --- | --- |
| 17.1 | 6.5(2coresx3.25units) | 420 | 2-1(4) |
| 34.2 | 13(4coresx3.25units) | 850 | 2-2(5) |
| 68.4 | 26(8coresx3.25units) | 1690 | 2-3(6) |
| 1.7 | 5(2coresx2.5units) | 350 | 3-1(7) |
| 7.0 | 20(8coresx2.5units) | 1690 | 3-2(8) | | 0 |
| Allotherdays | | 23rdJune2016 | |
| --- | --- | --- | --- |
| #brexit | 787 | #britaininout | 378 |
| #eu | 148 | #euref | 354 |
| #merkelmussbleiben | 125 | #brexitornot | 211 |
| #merkel | 110 | #goodbyeuk | 187 |
| #euco | 89 | #brexitinout | 186 |
| #ukineu | 64 | #remainineu | 168 | | | #may | 60 | #brexit | 38 |
| --- | --- | --- | --- |
| #uk | 33 | #reasonstoleaveeu | 14 |
| #article50 | 31 | #eu | 10 |
| #girlstalkselfies | 18 | #uk | 8 | | 1 |
| Allotherdays | | 23rdJune2016 | |
| --- | --- | --- | --- |
| #brexit | 787 | #britaininout | 378 |
| #eu | 148 | #euref | 354 |
| #merkelmussbleiben | 125 | #brexitornot | 211 |
| #merkel | 110 | #goodbyeuk | 187 |
| #euco | 89 | #brexitinout | 186 |
| #ukineu | 64 | #remainineu | 168 | | | OriginalContent | Retweets | | |
| --- | --- | --- | --- |
| nachdem | 32 | eu | 62 |
| eu | 30 | european | 54 |
| fr | 25 | uk | 41 |
| may | 21 | doorstep | 35 |
| gibt | 21 | council | 35 |
| merkel | 21 | la | 28 |
| negativen | 20 | deal | 26 |
| frau | 20 | vote | 24 |
| folgen | 20 | britain | 24 |
| neue | 19 | special | 22 | | 0 |
| Allotherdays | | 23rdJune2016 | |
| --- | --- | --- | --- |
| #brexit | 787 | #britaininout | 378 |
| #eu | 148 | #euref | 354 |
| #merkelmussbleiben | 125 | #brexitornot | 211 | | | #merkel | 110 | #goodbyeuk | 187 |
| --- | --- | --- | --- |
| #euco | 89 | #brexitinout | 186 |
| #ukineu | 64 | #remainineu | 168 |
| #may | 60 | #brexit | 38 |
| #uk | 33 | #reasonstoleaveeu | 14 |
| #article50 | 31 | #eu | 10 |
| #girlstalkselfies | 18 | #uk | 8 | | 1 |
| Allotherdays | | 23rdJune2016 | |
| --- | --- | --- | --- |
| #brexit | 787 | #britaininout | 378 |
| #eu | 148 | #euref | 354 |
| #merkelmussbleiben | 125 | #brexitornot | 211 | | | eu | 30 | european | 54 |
| --- | --- | --- | --- |
| fr | 25 | uk | 41 |
| may | 21 | doorstep | 35 |
| gibt | 21 | council | 35 |
| merkel | 21 | la | 28 |
| negativen | 20 | deal | 26 |
| frau | 20 | vote | 24 |
| folgen | 20 | britain | 24 |
| neue | 19 | special | 22 | | 0 |
| Informationgainratio | Attribute |
| --- | --- |
| 1 | totalread |
| 0.1842 | wordlength |
| 0.1611 | totalfastasize | | | 0.1208 | totalgenomes |
| --- | --- |
| 0.0421 | length |
| 0.0271 | similarity | | 1 |
| Informationgainratio | Attribute |
| --- | --- |
| 1 | totalread |
| 0.1842 | wordlength |
| 0.1611 | totalfastasize | | | Similarity | Outlets | Grouped | Comm. | Mod. | Cond. | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ds15 | ds16 | ds15 | ds16 | ds15 | ds16 | ds15 | ds16 | ds15 | ds16 | |
| Vocabulary | 79 | 341 | 52 | 262 | 7 | 14 | 0.38 | 0.38 | 0.02 | 0.35 |
| Topics | 79 | 341 | 50 | 133 | 4 | 7 | 0.60 | 0.58 | 0.11 | 0.26 |
| MinHash | 75 | 365 | 50 | 355 | 6 | 11 | 0.40 | 0.74 | 0.01 | 0.04 | | 0 |
| Informationgainratio | Attribute |
| --- | --- |
| 1 | totalread |
| 0.1842 | wordlength | | | 0.1611 | totalfastasize |
| --- | --- |
| 0.1208 | totalgenomes |
| 0.0421 | length |
| 0.0271 | similarity | | 1 |
| Informationgainratio | Attribute |
| --- | --- |
| 1 | totalread |
| 0.1842 | wordlength | | | Vocabulary | 79 | 341 | 52 | 262 | 7 | 14 | 0.38 | 0.38 | 0.02 | 0.35 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Topics | 79 | 341 | 50 | 133 | 4 | 7 | 0.60 | 0.58 | 0.11 | 0.26 |
| MinHash | 75 | 365 | 50 | 355 | 6 | 11 | 0.40 | 0.74 | 0.01 | 0.04 | | 0 |
| Datasets | TWEETS | GN | YELP |
| --- | --- | --- | --- |
| #ofmsg | 12.7M | 2.2M | 1.6M |
| Vocabularysize | 1.7M | 208K | 85K | | | Avg.#ofmsgkeywords | 9 | 7 | 37 |
| --- | --- | --- | --- |
| SizeinGB | 2.26 | 0.3 | 1.04 | | 1 |
| Datasets | TWEETS | GN | YELP |
| --- | --- | --- | --- |
| #ofmsg | 12.7M | 2.2M | 1.6M |
| Vocabularysize | 1.7M | 208K | 85K | | | DataSet | RealNetwork | RD | SW | SF | HK |
| --- | --- | --- | --- | --- | --- |
| | HighestDegreeofaNode | | | | |
| Blog | 351 | 46 | 47 | 211 | 321 |
| Twitter | 237 | 27 | 27 | 253 | 319 |
| Epinions | 1192 | 77 | 72 | 373 | 560 |
| Author | 102 | 15 | 16 | 201 | 183 |
| | ClusteringCoefficient | | | | |
| Blog | 0.32 | 0.02 | 0.56 | 0.07 | 0.24 |
| Twitter | 0.13 | 0.005 | 0.49 | 0.03 | 0.27 |
| Epinions | 0.27 | 0.02 | 0.58 | 0.08 | 0.22 |
| Author | 0.53 | 0.001 | 0.31 | 0.01 | 0.42 |
| | AveragePathLength | | | | |
| Blog | 2.7 | 2.5 | 3.2 | 2.4 | 2.2 |
| Twitter | 3.4 | 3.2 | 4.2 | 2.9 | 2.8 |
| Epinions | 2.2 | 2.2 | 3.0 | 2.2 | 2.0 |
| Author | 5.31 | 5.07 | 6.41 | 3.4 | 4.0 |
| | | | | | | | 0 |
| Datasets | TWEETS | GN | YELP |
| --- | --- | --- | --- |
| #ofmsg | 12.7M | 2.2M | 1.6M | | | Vocabularysize | 1.7M | 208K | 85K |
| --- | --- | --- | --- |
| Avg.#ofmsgkeywords | 9 | 7 | 37 |
| SizeinGB | 2.26 | 0.3 | 1.04 | | 1 |
| Datasets | TWEETS | GN | YELP |
| --- | --- | --- | --- |
| #ofmsg | 12.7M | 2.2M | 1.6M | | | Twitter | 237 | 27 | 27 | 253 | 319 |
| --- | --- | --- | --- | --- | --- |
| Epinions | 1192 | 77 | 72 | 373 | 560 |
| Author | 102 | 15 | 16 | 201 | 183 |
| | ClusteringCoefficient | | | | |
| Blog | 0.32 | 0.02 | 0.56 | 0.07 | 0.24 |
| Twitter | 0.13 | 0.005 | 0.49 | 0.03 | 0.27 |
| Epinions | 0.27 | 0.02 | 0.58 | 0.08 | 0.22 |
| Author | 0.53 | 0.001 | 0.31 | 0.01 | 0.42 |
| | AveragePathLength | | | | |
| Blog | 2.7 | 2.5 | 3.2 | 2.4 | 2.2 |
| Twitter | 3.4 | 3.2 | 4.2 | 2.9 | 2.8 |
| Epinions | 2.2 | 2.2 | 3.0 | 2.2 | 2.0 |
| Author | 5.31 | 5.07 | 6.41 | 3.4 | 4.0 |
| | | | | | | | 0 |
| Glass. | JBoss | JOnAS | GWT | Echo2 | Tap. |
| --- | --- | --- | --- | --- | --- |
| name<br>(28727) | name<br>(11774) | name<br>(6950) | type<br>(1774) | action<br>(801) | name<br>(1653) | | | value<br>(9067) | test<br>(7332) | ejb<br>(2570) | name<br>(1168) | property<br>(506) | value<br>(1140) |
| --- | --- | --- | --- | --- | --- |
| type<br>(7550) | id<br>(3169) | test<br>(2179) | method<br>(540) | value<br>(475) | type<br>(970) |
| class<br>(6953) | bean<br>(3154) | id<br>(1602) | class<br>(466) | test<br>(395) | class<br>(936) |
| object<br>(5277) | ejb<br>(2962) | home<br>(1437) | logger<br>(353) | component<br>(369) | field<br>(798) |
| id<br>(4266) | value<br>(2885) | server<br>(1379) | value<br>(344) | element<br>(347) | page<br>(778) |
| key<br>(4641) | type<br>(2473) | type<br>(1251) | info<br>(254) | id<br>(331) | component<br>(776) | | 1 |
| Glass. | JBoss | JOnAS | GWT | Echo2 | Tap. |
| --- | --- | --- | --- | --- | --- |
| name<br>(28727) | name<br>(11774) | name<br>(6950) | type<br>(1774) | action<br>(801) | name<br>(1653) | | | Instance | nb.noeuds | nb.noeudsB.S. | temps(s) | temps(s)B.S. |
| --- | --- | --- | --- | --- |
| ash219 | 137 | 111 | 1.187 | 0.18 |
| dwt72 | 26 | 59 | 0.500 | 0.07 |
| can62 | 57 | 119 | 0.500 | 0.15 |
| dwt66 | 8 | 31 | 0.312 | 0.06 |
| bcspwr02 | 49 | 51 | 0.484 | 0.06 |
| dwt59 | 137 | 201 | 0.969 | 0.30 |
| bcspwr01 | 13 | 13 | 0.125 | 0.02 |
| ash85 | 593 | 971 | 8.610 | 2.87 |
| dwt87 | 109 | 241 | 3.031 | 0.90 |
| impcolb | 428 | 380 | 1.532 | 0.59 |
| west0067 | 195 | 185 | 1.578 | 0.51 |
| will57 | 55 | 17 | 0.531 | 0.05 |
| can96 | 7787 | 259231 | 154.921 | 1131.60 |
| steam3 | 108 | 313 | 1.828 | 0.81 |
| curtis54 | 77 | 167 | 0.625 | 0.20 |
| can73 | 1138 | 6997 | 8.266 | 21.82 |
| bfw62a | 7 | 11 | 0.579 | 0.05 |
| ibm32 | 69 | 72 | 0.313 | 0.07 |
| pores1 | 48 | 7 | 0.204 | 0.09 |
| can61 | 90 | 5 | 2.109 | 0.82 |
| bcsstk01 | 0 | 39 | 0.063 | 1.63 |
| can24 | 0 | 17 | 0.000 | 0.05 |
| fidapm05 | 44 | 5 | 0.422 | 0.10 |
| fidap005 | 28 | 5 | 0.109 | 0.04 |
| moyenne | 467 | 11219 | 7.867 | 48.46 | | 0 |
| Glass. | JBoss | JOnAS | GWT | Echo2 | Tap. |
| --- | --- | --- | --- | --- | --- |
| name<br>(28727) | name<br>(11774) | name<br>(6950) | type<br>(1774) | action<br>(801) | name<br>(1653) |
| value<br>(9067) | test<br>(7332) | ejb<br>(2570) | name<br>(1168) | property<br>(506) | value<br>(1140) | | | type<br>(7550) | id<br>(3169) | test<br>(2179) | method<br>(540) | value<br>(475) | type<br>(970) |
| --- | --- | --- | --- | --- | --- |
| class<br>(6953) | bean<br>(3154) | id<br>(1602) | class<br>(466) | test<br>(395) | class<br>(936) |
| object<br>(5277) | ejb<br>(2962) | home<br>(1437) | logger<br>(353) | component<br>(369) | field<br>(798) |
| id<br>(4266) | value<br>(2885) | server<br>(1379) | value<br>(344) | element<br>(347) | page<br>(778) |
| key<br>(4641) | type<br>(2473) | type<br>(1251) | info<br>(254) | id<br>(331) | component<br>(776) | | 1 |
| Glass. | JBoss | JOnAS | GWT | Echo2 | Tap. |
| --- | --- | --- | --- | --- | --- |
| name<br>(28727) | name<br>(11774) | name<br>(6950) | type<br>(1774) | action<br>(801) | name<br>(1653) |
| value<br>(9067) | test<br>(7332) | ejb<br>(2570) | name<br>(1168) | property<br>(506) | value<br>(1140) | | | dwt72 | 26 | 59 | 0.500 | 0.07 |
| --- | --- | --- | --- | --- |
| can62 | 57 | 119 | 0.500 | 0.15 |
| dwt66 | 8 | 31 | 0.312 | 0.06 |
| bcspwr02 | 49 | 51 | 0.484 | 0.06 |
| dwt59 | 137 | 201 | 0.969 | 0.30 |
| bcspwr01 | 13 | 13 | 0.125 | 0.02 |
| ash85 | 593 | 971 | 8.610 | 2.87 |
| dwt87 | 109 | 241 | 3.031 | 0.90 |
| impcolb | 428 | 380 | 1.532 | 0.59 |
| west0067 | 195 | 185 | 1.578 | 0.51 |
| will57 | 55 | 17 | 0.531 | 0.05 |
| can96 | 7787 | 259231 | 154.921 | 1131.60 |
| steam3 | 108 | 313 | 1.828 | 0.81 |
| curtis54 | 77 | 167 | 0.625 | 0.20 |
| can73 | 1138 | 6997 | 8.266 | 21.82 |
| bfw62a | 7 | 11 | 0.579 | 0.05 |
| ibm32 | 69 | 72 | 0.313 | 0.07 |
| pores1 | 48 | 7 | 0.204 | 0.09 |
| can61 | 90 | 5 | 2.109 | 0.82 |
| bcsstk01 | 0 | 39 | 0.063 | 1.63 |
| can24 | 0 | 17 | 0.000 | 0.05 |
| fidapm05 | 44 | 5 | 0.422 | 0.10 |
| fidap005 | 28 | 5 | 0.109 | 0.04 |
| moyenne | 467 | 11219 | 7.867 | 48.46 | | 0 |
| Tile<br>Number | Orientation | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 2 | 3 | 4 | 5 | 6 | |
| 1 | yrrbby | yyrrbb | byyrrb | bbyyrr | rbbyyr | rrbbyy |
| 2 | ryybbr | rryybb | brryyb | bbrryy | ybbrry | yybbrr |
| 3 | yrrybb | byrryb | bbyrry | ybbyrr | rybbyr | rrybby |
| 4 | ryyrbb | bryyrb | bbryyr | rbbryy | yrbbry | yyrbbr |
| 5 | brrbyy | ybrrby | yybrrb | byybrr | rbyybr | rrbyyb | | | 6 | yrbybr | ryrbyb | bryrby | ybryrb | bybryr | rbybry |
| --- | --- | --- | --- | --- | --- | --- |
| 7 | rbyryb | brbyry | ybrbyr | rybrby | yrybrb | byrybr |
| 8 | brybyr | rbryby | yrbryb | byrbry | ybyrbr | rybyrb |
| 9 | brbyyr | rbrbyy | yrbrby | yyrbrb | byyrbr | rbyyrb |
| 10 | bybrry | ybybrr | rybybr | rrybyb | brryby | ybrryb |
| 11 | ryrbby | yryrbb | byryrb | bbyryr | rbbyry | yrbbyr |
| 12 | rbryyb | brbryy | ybrbry | yybrbr | ryybrb | bryybr |
| 13 | ybyrrb | bybyrr | rbybyr | rrbyby | yrrbyb | byrrby |
| 14 | yrybbr | ryrybb | bryryb | bbryry | ybbryr | rybbry | | 1 |
| Tile<br>Number | Orientation | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 2 | 3 | 4 | 5 | 6 | |
| 1 | yrrbby | yyrrbb | byyrrb | bbyyrr | rbbyyr | rrbbyy |
| 2 | ryybbr | rryybb | brryyb | bbrryy | ybbrry | yybbrr |
| 3 | yrrybb | byrryb | bbyrry | ybbyrr | rybbyr | rrybby |
| 4 | ryyrbb | bryyrb | bbryyr | rbbryy | yrbbry | yyrbbr |
| 5 | brrbyy | ybrrby | yybrrb | byybrr | rbyybr | rrbyyb | | | Tile<br>Number | Orientation | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 2 | 3 | 4 | 5 | 6 | |
| 1 | bbrrrr | rbbrrr | rrbbrr | rrrbbr | rrrrbb | brrrrb |
| 2 | rrbbbb | brrbbb | bbrrbb | bbbrrb | bbbbrr | rbbbbr |
| 3 | brrbrr | rbrrbr | rrbrrb | | | |
| 4 | rbbrbb | brbbrb | bbrbbr | | | |
| 5 | rbrrrb | brbrrr | rbrbrr | rrbrbr | rrrbrb | brrrbr |
| 6 | brbbbr | rbrbbb | brbrbb | bbrbrb | bbbrbr | rbbbrb |
| 7 | bbbbbb | | | | | |
| 8 | rrrrrr | | | | | | | 0 |
| Tile<br>Number | Orientation | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 2 | 3 | 4 | 5 | 6 | |
| 1 | yrrbby | yyrrbb | byyrrb | bbyyrr | rbbyyr | rrbbyy |
| 2 | ryybbr | rryybb | brryyb | bbrryy | ybbrry | yybbrr |
| 3 | yrrybb | byrryb | bbyrry | ybbyrr | rybbyr | rrybby |
| 4 | ryyrbb | bryyrb | bbryyr | rbbryy | yrbbry | yyrbbr |
| 5 | brrbyy | ybrrby | yybrrb | byybrr | rbyybr | rrbyyb |
| 6 | yrbybr | ryrbyb | bryrby | ybryrb | bybryr | rbybry |
| 7 | rbyryb | brbyry | ybrbyr | rybrby | yrybrb | byrybr |
| 8 | brybyr | rbryby | yrbryb | byrbry | ybyrbr | rybyrb |
| 9 | brbyyr | rbrbyy | yrbrby | yyrbrb | byyrbr | rbyyrb |
| 10 | bybrry | ybybrr | rybybr | rrybyb | brryby | ybrryb |
| 11 | ryrbby | yryrbb | byryrb | bbyryr | rbbyry | yrbbyr |
| 12 | rbryyb | brbryy | ybrbry | yybrbr | ryybrb | bryybr | | | 13 | ybyrrb | bybyrr | rbybyr | rrbyby | yrrbyb | byrrby |
| --- | --- | --- | --- | --- | --- | --- |
| 14 | yrybbr | ryrybb | bryryb | bbryry | ybbryr | rybbry | | 1 |
| Tile<br>Number | Orientation | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 2 | 3 | 4 | 5 | 6 | |
| 1 | yrrbby | yyrrbb | byyrrb | bbyyrr | rbbyyr | rrbbyy |
| 2 | ryybbr | rryybb | brryyb | bbrryy | ybbrry | yybbrr |
| 3 | yrrybb | byrryb | bbyrry | ybbyrr | rybbyr | rrybby |
| 4 | ryyrbb | bryyrb | bbryyr | rbbryy | yrbbry | yyrbbr |
| 5 | brrbyy | ybrrby | yybrrb | byybrr | rbyybr | rrbyyb |
| 6 | yrbybr | ryrbyb | bryrby | ybryrb | bybryr | rbybry |
| 7 | rbyryb | brbyry | ybrbyr | rybrby | yrybrb | byrybr |
| 8 | brybyr | rbryby | yrbryb | byrbry | ybyrbr | rybyrb |
| 9 | brbyyr | rbrbyy | yrbrby | yyrbrb | byyrbr | rbyyrb |
| 10 | bybrry | ybybrr | rybybr | rrybyb | brryby | ybrryb |
| 11 | ryrbby | yryrbb | byryrb | bbyryr | rbbyry | yrbbyr |
| 12 | rbryyb | brbryy | ybrbry | yybrbr | ryybrb | bryybr | | | 7 | bbbbbb | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| 8 | rrrrrr | | | | | | | 0 |
| Name | Proposedapproach | | |
| --- | --- | --- | --- |
| GC | QC | Time(sec) | |
| random1(n=6) | 4 | 48 | 0.669 |
| random2(n=6) | 5 | 25 | 0.877 |
| random3(n=6) | 6 | 78 | 1.340 |
| random4(n=6) | 8 | 84 | 9.253 |
| random5(n=6) | 10 | 122 | 76.809 |
| random1(n=7) | 4 | 52 | 2.440 |
| random2(n=7) | 5 | 75 | 3.182 | | | random3(n=7) | 6 | 63 | 4.635 |
| --- | --- | --- | --- |
| random4(n=7) | 7 | 179 | 7.169 |
| random4(n=7) | 8 | 192 | 11.224 |
| random4(n=7) | 9 | 188 | 140.065 |
| random5(n=7) | 10 | 174 | 279.483 |
| random1(n=8) | 4 | 143 | 10.199 |
| random2(n=8) | 5 | 184 | 12.791 |
| random3(n=8) | 6 | 114 | 17.091 |
| random4(n=8) | 8 | 160 | 47.674 |
| random5(n=8) | 10 | 213 | 2333.793 |
| random1(n=9) | 6 | 79 | 84.316 |
| random2(n=9) | 8 | 110 | 174.604 |
| random3(n=9) | 10 | 373 | 3679.524 |
| random1(n=10) | 6 | 175 | 414.778 |
| random2(n=10) | 8 | 215 | 1018.712 |
| random3(n=10) | 10 | 501 | 6110.31 | | 1 |
| Name | Proposedapproach | | |
| --- | --- | --- | --- |
| GC | QC | Time(sec) | |
| random1(n=6) | 4 | 48 | 0.669 |
| random2(n=6) | 5 | 25 | 0.877 |
| random3(n=6) | 6 | 78 | 1.340 |
| random4(n=6) | 8 | 84 | 9.253 |
| random5(n=6) | 10 | 122 | 76.809 |
| random1(n=7) | 4 | 52 | 2.440 |
| random2(n=7) | 5 | 75 | 3.182 | | | p1 | 47.25 | 40.54 | 11.78 | 6.43 | 7.79 | 19.85 | 35.25 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| p22 | 33.88 | 19.35 | 10.57 | 4.49 | 10.23 | 14.39 | 24.58 |
| p25 | 7.20 | 3.95 | 2.18 | 3.02 | 18.95 | 18.84 | 19.30 |
| p28 | 24.38 | 11.23 | 4.59 | 3.54 | 9.93 | 16.17 | 26.13 |
| p30 | 40.93 | 23.75 | 8.79 | 4.39 | 7.50 | 14.78 | 25.22 |
| p32 | 22.82 | 11.65 | 4.23 | 2.93 | 7.64 | 14.47 | 29.31 |
| p36 | 37.36 | 23.51 | 9.24 | 4.97 | 6.31 | 17.92 | 31.58 |
| p38 | 3.28 | 2.10 | 1.66 | 3.41 | 11.08 | 13.59 | 28.11 |
| p40 | 1.14 | 0.70 | 0.73 | 2.58 | 21.83 | 12.42 | 22.02 |
| p44 | 8.26 | 4.91 | 2.19 | 2.86 | 5.56 | 14.68 | 24.89 |
| p29 | - | 42.04 | 14.39 | 7.57 | 10.84 | 17.04 | 24.51 |
| p37 | - | 54.63 | 19.84 | 10.17 | 7.72 | 16.90 | 30.20 |
| p3 | - | - | 59.13 | 30.60 | 14.75 | 18.46 | 30.12 |
| p4 | - | - | 74.71 | 37.64 | 19.45 | 15.93 | 28.38 |
| p5 | - | - | 20.92 | 13.68 | 14.10 | 15.56 | 30.07 |
| p13 | - | - | 24.98 | 11.93 | 8.08 | 17.00 | 32.34 |
| p16 | - | - | 21.77 | 10.41 | 17.01 | 14.88 | 26.67 |
| p26 | - | - | 74.81 | 29.31 | 20.45 | 17.53 | 47.11 |
| p47 | - | - | 74.28 | 27.28 | 19.63 | 19.70 | 36.97 |
| p6 | - | - | - | 65.66 | 34.77 | 24.18 | 36.46 |
| p27 | - | - | - | 54.15 | 37.15 | 26.06 | 35.20 |
| p31 | - | - | - | 45.98 | 29.36 | 21.02 | 34.28 |
| p41 | - | - | - | 39.21 | 34.95 | 22.69 | 37.99 |
| p43 | - | - | - | 48.02 | 25.98 | 21.56 | 37.44 |
| p49 | - | - | - | 68.03 | 45.43 | 25.27 | 31.61 |
| p19 | - | - | - | - | 70.09 | 49.10 | 37.02 |
| p45 | - | - | - | - | 53.33 | 37.02 | 34.47 |
| p46 | - | - | - | - | 68.10 | 47.13 | 37.01 |
| p2 | - | - | - | - | - | 75.36 | 45.99 |
| p7 | - | - | - | - | - | 51.23 | 42.21 |
| p8 | - | - | - | - | - | 66.61 | 34.68 |
| p20 | - | - | - | - | - | 44.77 | 33.40 |
| p24 | - | - | - | - | - | 61.45 | 52.59 |
| p35 | - | - | - | - | - | 59.64 | 33.55 |
| p39 | - | - | - | - | - | 68.02 | 44.66 |
| p42 | - | - | - | - | - | 65.57 | 42.23 |
| p15 | - | - | - | - | - | - | 57.72 |
| p23 | - | - | - | - | - | - | 61.63 |
| p34 | - | - | - | - | - | - | 57.49 | | 0 |
| Name | Proposedapproach | | |
| --- | --- | --- | --- |
| GC | QC | Time(sec) | |
| random1(n=6) | 4 | 48 | 0.669 |
| random2(n=6) | 5 | 25 | 0.877 |
| random3(n=6) | 6 | 78 | 1.340 |
| random4(n=6) | 8 | 84 | 9.253 |
| random5(n=6) | 10 | 122 | 76.809 |
| random1(n=7) | 4 | 52 | 2.440 |
| random2(n=7) | 5 | 75 | 3.182 |
| random3(n=7) | 6 | 63 | 4.635 |
| random4(n=7) | 7 | 179 | 7.169 |
| random4(n=7) | 8 | 192 | 11.224 |
| random4(n=7) | 9 | 188 | 140.065 |
| random5(n=7) | 10 | 174 | 279.483 |
| random1(n=8) | 4 | 143 | 10.199 |
| random2(n=8) | 5 | 184 | 12.791 |
| random3(n=8) | 6 | 114 | 17.091 |
| random4(n=8) | 8 | 160 | 47.674 |
| random5(n=8) | 10 | 213 | 2333.793 |
| random1(n=9) | 6 | 79 | 84.316 | | | random2(n=9) | 8 | 110 | 174.604 |
| --- | --- | --- | --- |
| random3(n=9) | 10 | 373 | 3679.524 |
| random1(n=10) | 6 | 175 | 414.778 |
| random2(n=10) | 8 | 215 | 1018.712 |
| random3(n=10) | 10 | 501 | 6110.31 | | 1 |
| Name | Proposedapproach | | |
| --- | --- | --- | --- |
| GC | QC | Time(sec) | |
| random1(n=6) | 4 | 48 | 0.669 |
| random2(n=6) | 5 | 25 | 0.877 |
| random3(n=6) | 6 | 78 | 1.340 |
| random4(n=6) | 8 | 84 | 9.253 |
| random5(n=6) | 10 | 122 | 76.809 |
| random1(n=7) | 4 | 52 | 2.440 |
| random2(n=7) | 5 | 75 | 3.182 |
| random3(n=7) | 6 | 63 | 4.635 |
| random4(n=7) | 7 | 179 | 7.169 |
| random4(n=7) | 8 | 192 | 11.224 |
| random4(n=7) | 9 | 188 | 140.065 |
| random5(n=7) | 10 | 174 | 279.483 |
| random1(n=8) | 4 | 143 | 10.199 |
| random2(n=8) | 5 | 184 | 12.791 |
| random3(n=8) | 6 | 114 | 17.091 |
| random4(n=8) | 8 | 160 | 47.674 |
| random5(n=8) | 10 | 213 | 2333.793 |
| random1(n=9) | 6 | 79 | 84.316 | | | p41 | - | - | - | 39.21 | 34.95 | 22.69 | 37.99 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| p43 | - | - | - | 48.02 | 25.98 | 21.56 | 37.44 |
| p49 | - | - | - | 68.03 | 45.43 | 25.27 | 31.61 |
| p19 | - | - | - | - | 70.09 | 49.10 | 37.02 |
| p45 | - | - | - | - | 53.33 | 37.02 | 34.47 |
| p46 | - | - | - | - | 68.10 | 47.13 | 37.01 |
| p2 | - | - | - | - | - | 75.36 | 45.99 |
| p7 | - | - | - | - | - | 51.23 | 42.21 |
| p8 | - | - | - | - | - | 66.61 | 34.68 |
| p20 | - | - | - | - | - | 44.77 | 33.40 |
| p24 | - | - | - | - | - | 61.45 | 52.59 |
| p35 | - | - | - | - | - | 59.64 | 33.55 |
| p39 | - | - | - | - | - | 68.02 | 44.66 |
| p42 | - | - | - | - | - | 65.57 | 42.23 |
| p15 | - | - | - | - | - | - | 57.72 |
| p23 | - | - | - | - | - | - | 61.63 |
| p34 | - | - | - | - | - | - | 57.49 | | 0 |
| Size | Trainloss | Valloss | Testloss |
| --- | --- | --- | --- |
| 36×36 | 10.506±0.493 | 8.684±1.003 | 11.468 | | | 44×44 | 10.269±0.515 | 8.886±1.648 | 8.077 |
| --- | --- | --- | --- |
| 52×52 | 10.149±0.500 | 8.818±1.758 | 8.661 |
| 60×60 | 9.763±0.921 | 7.668±0.610 | 7.541 |
| 65×65 | 10.201±0.508 | 9.666±2.432 | 7.692 | | 1 |
| Size | Trainloss | Valloss | Testloss |
| --- | --- | --- | --- |
| 36×36 | 10.506±0.493 | 8.684±1.003 | 11.468 | | | 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 |
| Size | Trainloss | Valloss | Testloss |
| --- | --- | --- | --- |
| 36×36 | 10.506±0.493 | 8.684±1.003 | 11.468 | | | 44×44 | 10.269±0.515 | 8.886±1.648 | 8.077 |
| --- | --- | --- | --- |
| 52×52 | 10.149±0.500 | 8.818±1.758 | 8.661 |
| 60×60 | 9.763±0.921 | 7.668±0.610 | 7.541 |
| 65×65 | 10.201±0.508 | 9.666±2.432 | 7.692 | | 1 |
| Size | Trainloss | Valloss | Testloss |
| --- | --- | --- | --- |
| 36×36 | 10.506±0.493 | 8.684±1.003 | 11.468 | | | 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 |
| Algorithm | Nonoise | σ=10 | σ=20 | σ=30 |
| --- | --- | --- | --- | --- |
| TVAL3 | 22.86 | 22.12 | 20.84 | 19.75 | | | NLR-CS | 14.22 | 14.13 | 13.09 | 12.40 |
| --- | --- | --- | --- | --- |
| D-AMP | 21.08 | 20.80 | 20.19 | 19.56 |
| ReconNet | 23.23 | 22.88 | 21.98 | 20.80 |
| SDA | 22.68 | 22.36 | 21.56 | 20.58 | | 1 |
| Algorithm | Nonoise | σ=10 | σ=20 | σ=30 |
| --- | --- | --- | --- | --- |
| TVAL3 | 22.86 | 22.12 | 20.84 | 19.75 | | | Algorithm | MR=0.25 | MR=0.10 | MR=0.04 | MR=0.01 |
| --- | --- | --- | --- | --- |
| TVAL3 | 2.943 | 3.223 | 3.467 | 7.790 |
| NLR-CS | 314.852 | 305.703 | 300.666 | 314.176 |
| D-AMP | 27.764 | 31.849 | 34.207 | 54.643 |
| ReconNet(CPU) | 0.5249 | 0.5258 | 0.5284 | 0.5193 |
| ReconNet(GPU) | 0.0213 | 0.0195 | 0.0192 | 0.0244 |
| SDA(GPU) | 0.0042 | 0.0029 | 0.0025 | 0.0045 | | 0 |
| Algorithm | Nonoise | σ=10 | σ=20 | σ=30 |
| --- | --- | --- | --- | --- |
| TVAL3 | 22.86 | 22.12 | 20.84 | 19.75 | | | NLR-CS | 14.22 | 14.13 | 13.09 | 12.40 |
| --- | --- | --- | --- | --- |
| D-AMP | 21.08 | 20.80 | 20.19 | 19.56 |
| ReconNet | 23.23 | 22.88 | 21.98 | 20.80 |
| SDA | 22.68 | 22.36 | 21.56 | 20.58 | | 1 |
| Algorithm | Nonoise | σ=10 | σ=20 | σ=30 |
| --- | --- | --- | --- | --- |
| TVAL3 | 22.86 | 22.12 | 20.84 | 19.75 | | | ReconNet(GPU) | 0.0213 | 0.0195 | 0.0192 | 0.0244 |
| --- | --- | --- | --- | --- |
| SDA(GPU) | 0.0042 | 0.0029 | 0.0025 | 0.0045 | | 0 |
| Model | BLEU-1 | BLEU-2 | BLEU-3 | BLEU-4 | METEOR | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| c5 | c40 | c5 | c40 | c5 | c40 | c5 | c40 | c5 | c40 | c5 | |
| SCN-LSTM | 0.740 | 0.917 | 0.575 | 0.839 | 0.436 | 0.739 | 0.331 | 0.631 | 0.257 | 0.348 | 0.543 |
| ATT | 0.731 | 0.900 | 0.565 | 0.815 | 0.424 | 0.709 | 0.316 | 0.599 | 0.250 | 0.335 | 0.535 | | | OV | 0.713 | 0.895 | 0.542 | 0.802 | 0.407 | 0.694 | 0.309 | 0.587 | 0.254 | 0.346 | 0.530 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| MSRCap | 0.715 | 0.907 | 0.543 | 0.819 | 0.407 | 0.710 | 0.308 | 0.601 | 0.248 | 0.339 | 0.526 | | 1 |
| Model | BLEU-1 | BLEU-2 | BLEU-3 | BLEU-4 | METEOR | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| c5 | c40 | c5 | c40 | c5 | c40 | c5 | c40 | c5 | c40 | c5 | |
| SCN-LSTM | 0.740 | 0.917 | 0.575 | 0.839 | 0.436 | 0.739 | 0.331 | 0.631 | 0.257 | 0.348 | 0.543 |
| ATT | 0.731 | 0.900 | 0.565 | 0.815 | 0.424 | 0.709 | 0.316 | 0.599 | 0.250 | 0.335 | 0.535 | | | | | MSCOCO | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Model | Measure | Beamsize | Layers | BLEU | METEOR | TER |
| Seq-to-Seq | - | 10 | 2 | 16.5 | 15.4 | 67.1 |
| WithAttention | - | 10 | 2 | 18.6 | 16.8 | 63.0 |
| Seq-toSeq | - | 10 | 4 | 28.9 | 23.2 | 56.3 |
| Bi-directional | - | 10 | 4 | 32.8 | 24.9 | 53.7 |
| WithAttention | - | 10 | 4 | 33.4 | 25.2 | 53.8 |
| ResidualLSTM | - | 10 | 4 | 37.0 | 27.0 | 51.6 |
| Unsupervised | - | Nobeam | 1,2 | 12.8 | 17.5 | 78.8 |
| VAE-S | Avg | Nobeam | 1,2 | 7.0 | 14.0 | 82.3 |
| | | | | | | |
| | | | | | | |
| VAE-SVG(our) | Avg | Nobeam | 1,2 | 39.2 | 29.2 | 43.6 |
| | | | | | | |
| | | | | | | |
| | | | | | | |
| | | | | | | |
| | | | | | | |
| VAE-SVG-eq(our) | Avg | Nobeam | 1,2 | 37.3 | 28.5 | 45.1 |
| | | | | | | |
| | | | | | | |
| | | | | | | |
| | | | | | | |
| | | | | | | | | 0 |
| Model | BLEU-1 | BLEU-2 | BLEU-3 | BLEU-4 | METEOR | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| c5 | c40 | c5 | c40 | c5 | c40 | c5 | c40 | c5 | c40 | c5 | | | SCN-LSTM | 0.740 | 0.917 | 0.575 | 0.839 | 0.436 | 0.739 | 0.331 | 0.631 | 0.257 | 0.348 | 0.543 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ATT | 0.731 | 0.900 | 0.565 | 0.815 | 0.424 | 0.709 | 0.316 | 0.599 | 0.250 | 0.335 | 0.535 |
| OV | 0.713 | 0.895 | 0.542 | 0.802 | 0.407 | 0.694 | 0.309 | 0.587 | 0.254 | 0.346 | 0.530 |
| MSRCap | 0.715 | 0.907 | 0.543 | 0.819 | 0.407 | 0.710 | 0.308 | 0.601 | 0.248 | 0.339 | 0.526 | | 1 |
| Model | BLEU-1 | BLEU-2 | BLEU-3 | BLEU-4 | METEOR | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| c5 | c40 | c5 | c40 | c5 | c40 | c5 | c40 | c5 | c40 | c5 | | | Seq-toSeq | - | 10 | 4 | 28.9 | 23.2 | 56.3 |
| --- | --- | --- | --- | --- | --- | --- |
| Bi-directional | - | 10 | 4 | 32.8 | 24.9 | 53.7 |
| WithAttention | - | 10 | 4 | 33.4 | 25.2 | 53.8 |
| ResidualLSTM | - | 10 | 4 | 37.0 | 27.0 | 51.6 |
| Unsupervised | - | Nobeam | 1,2 | 12.8 | 17.5 | 78.8 |
| VAE-S | Avg | Nobeam | 1,2 | 7.0 | 14.0 | 82.3 |
| | | | | | | |
| | | | | | | |
| VAE-SVG(our) | Avg | Nobeam | 1,2 | 39.2 | 29.2 | 43.6 |
| | | | | | | |
| | | | | | | |
| | | | | | | |
| | | | | | | |
| | | | | | | |
| VAE-SVG-eq(our) | Avg | Nobeam | 1,2 | 37.3 | 28.5 | 45.1 |
| | | | | | | |
| | | | | | | |
| | | | | | | |
| | | | | | | |
| | | | | | | | | 0 |
| ObjectType |
| --- |
| Paper |
| Venue |
| Term |
| Author |
| Paper |
| Venue |
| Term |
| Author | | | GeneOntology |
| --- |
| Tissue |
| Gene |
| ChemicalCompound |
| SideEffect |
| Substructure | | 1 |
| ObjectType |
| --- |
| Paper |
| Venue |
| Term |
| Author |
| Paper |
| Venue |
| Term |
| Author | | | TypeofLesion | Class |
| --- | --- |
| Healthy/NoLesionandBackground | 0 |
| NecroticRegion | 1 |
| Edema | 2 |
| NonEnhancingTumor | 3 |
| EnhancingTumor | 4 | | 0 |
| ObjectType |
| --- |
| Paper |
| Venue |
| Term |
| Author |
| Paper |
| Venue |
| Term |
| Author | | | GeneOntology |
| --- |
| Tissue |
| Gene |
| ChemicalCompound |
| SideEffect |
| Substructure | | 1 |
| ObjectType |
| --- |
| Paper |
| Venue |
| Term |
| Author |
| Paper |
| Venue |
| Term |
| Author | | | Edema | 2 |
| --- | --- |
| NonEnhancingTumor | 3 |
| EnhancingTumor | 4 | | 0 |
| | b=4 | b=5 | b=6 | b=7 | b=8 |
| --- | --- | --- | --- | --- | --- |
| n=40 | 1.456 | 1.939 | 2.307 | 2.537 | 2.959 |
| n=60 | 4.459 | 5.831 | 7.417 | 9.081 | 10.698 |
| n=80 | 9.979 | 13.45 | 17.324 | 21.356 | 26.229 |
| n=100 | 19.053 | 26.044 | 33.747 | 42.16 | 53.112 |
| n=120 | 33.56 | 44.782 | 59.113 | 73.335 | 91.351 |
| n=140 | 51.623 | 70.666 | 92.744 | 118.407 | 146.325 |
| n=160 | 76.532 | 105.341 | 139.212 | 175.149 | 219.134 |
| n=180 | 110.122 | 149.741 | 196.743 | 250.56 | 313.35 |
| n=200 | 150.137 | 207.466 | 274.537 | 348.243 | 436.469 | | | n=220 | 201.308 | 277.219 | 363.592 | 463.509 | – |
| --- | --- | --- | --- | --- | --- |
| n=240 | 259.773 | 360.413 | 474.005 | – | – | | 1 |
| | b=4 | b=5 | b=6 | b=7 | b=8 |
| --- | --- | --- | --- | --- | --- |
| n=40 | 1.456 | 1.939 | 2.307 | 2.537 | 2.959 |
| n=60 | 4.459 | 5.831 | 7.417 | 9.081 | 10.698 |
| n=80 | 9.979 | 13.45 | 17.324 | 21.356 | 26.229 |
| n=100 | 19.053 | 26.044 | 33.747 | 42.16 | 53.112 |
| n=120 | 33.56 | 44.782 | 59.113 | 73.335 | 91.351 |
| n=140 | 51.623 | 70.666 | 92.744 | 118.407 | 146.325 |
| n=160 | 76.532 | 105.341 | 139.212 | 175.149 | 219.134 |
| n=180 | 110.122 | 149.741 | 196.743 | 250.56 | 313.35 |
| n=200 | 150.137 | 207.466 | 274.537 | 348.243 | 436.469 | | | n | d=g | d=4g | d=16g | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | A | B | A | B | A | B |
| 4 | 14.75 | 37 | - | - | - | - |
| 16 | 20.90 | 54 | 71.40 | 118 | - | - |
| 64 | 27.35 | 79 | 82.80 | 177 | 317.90 | 442 |
| 256 | 30.10 | 112 | 87.15 | 268 | 322.45 | 669 |
| 1,024 | 32.50 | 153 | 92.60 | 391 | 343.10 | 1,024 |
| 4,096 | 34.50 | 202 | 94.00 | 546 | 345.60 | 1,507 |
| 16,384 | 35.20 | 259 | 94.95 | 733 | 339.25 | 2,118 |
| 65,536 | 35.55 | 324 | 95.15 | 952 | 336.45 | 2,857 |
| 262,144 | 36.55 | 397 | 95.35 | 1,203 | 334.30 | 3,724 |
| 1,048,576 | 38.25 | 478 | 95.65 | 1,486 | 333.55 | 4,719 |
| 4,194,304 | 39.70 | 567 | 96.25 | 1,801 | 333.05 | 5,842 |
| 16,777,216 | 40.05 | 664 | 97.05 | 2,148 | 333.60 | 7,093 | | 0 |
| | b=4 | b=5 | b=6 | b=7 | b=8 |
| --- | --- | --- | --- | --- | --- |
| n=40 | 1.456 | 1.939 | 2.307 | 2.537 | 2.959 |
| n=60 | 4.459 | 5.831 | 7.417 | 9.081 | 10.698 | | | n=80 | 9.979 | 13.45 | 17.324 | 21.356 | 26.229 |
| --- | --- | --- | --- | --- | --- |
| n=100 | 19.053 | 26.044 | 33.747 | 42.16 | 53.112 |
| n=120 | 33.56 | 44.782 | 59.113 | 73.335 | 91.351 |
| n=140 | 51.623 | 70.666 | 92.744 | 118.407 | 146.325 |
| n=160 | 76.532 | 105.341 | 139.212 | 175.149 | 219.134 |
| n=180 | 110.122 | 149.741 | 196.743 | 250.56 | 313.35 |
| n=200 | 150.137 | 207.466 | 274.537 | 348.243 | 436.469 |
| n=220 | 201.308 | 277.219 | 363.592 | 463.509 | – |
| n=240 | 259.773 | 360.413 | 474.005 | – | – | | 1 |
| | b=4 | b=5 | b=6 | b=7 | b=8 |
| --- | --- | --- | --- | --- | --- |
| n=40 | 1.456 | 1.939 | 2.307 | 2.537 | 2.959 |
| n=60 | 4.459 | 5.831 | 7.417 | 9.081 | 10.698 | | | 65,536 | 35.55 | 324 | 95.15 | 952 | 336.45 | 2,857 |
| --- | --- | --- | --- | --- | --- | --- |
| 262,144 | 36.55 | 397 | 95.35 | 1,203 | 334.30 | 3,724 |
| 1,048,576 | 38.25 | 478 | 95.65 | 1,486 | 333.55 | 4,719 |
| 4,194,304 | 39.70 | 567 | 96.25 | 1,801 | 333.05 | 5,842 |
| 16,777,216 | 40.05 | 664 | 97.05 | 2,148 | 333.60 | 7,093 | | 0 |
| Correctness | Completeness | Attributes |
| --- | --- | --- |
| exact | partial | included |
| exact | complete | included | | | noisy | partial | included |
| --- | --- | --- |
| noisy | complete | included |
| N/A | partial | included |
| N/A | complete | included | | 1 |
| Correctness | Completeness | Attributes |
| --- | --- | --- |
| exact | partial | included |
| exact | complete | included | | | Level | Symbol | Meaning | Description |
| --- | --- | --- | --- |
| 1 | ni | noinformation | Defaultandmostgeneralexceptionalvalue |
| 2 | inv | invalid | Valuenotpermittedinconstraineddomain |
| 3 | oth | other | Actualvaluenotpermittedinconstraineddomain |
| 4 | ninf | negativeinfinity | Negativeinfinityonnumbers |
| 4 | pinf | positiveinfinity | Positiveinfinityonnumbers |
| 3 | unc | unencoded | Informationnotencoded(yet) |
| 3 | der | derived | Actualvaluemustbederived |
| 2 | unk | unknown | Propervalueisapplicablebutnotknown |
| 3 | asku | askedbutunknown | Informationsoughtbutnotfound |
| 4 | nav | temporarilyunavailable | Expectedtobeavailablelater |
| 3 | qs | sufficientquantity | Quantitynotknownbutnon-zero |
| 3 | nask | notasked | Informationnotsought |
| 3 | trc | trace | Greaterthanzerobuttoosmallforquantification |
| 2 | msk | masked | Informationavailablebutnotprovided |
| 2 | na | notapplicable | Novalueapplicableincontext | | 0 |
| Correctness | Completeness | Attributes |
| --- | --- | --- |
| exact | partial | included | | | exact | complete | included |
| --- | --- | --- |
| noisy | partial | included |
| noisy | complete | included |
| N/A | partial | included |
| N/A | complete | included | | 1 |
| Correctness | Completeness | Attributes |
| --- | --- | --- |
| exact | partial | included | | | 3 | trc | trace | Greaterthanzerobuttoosmallforquantification |
| --- | --- | --- | --- |
| 2 | msk | masked | Informationavailablebutnotprovided |
| 2 | na | notapplicable | Novalueapplicableincontext | | 0 |
| Name | Class | Ins. | Size<br>(MB) | Runtime<br>MeanSDMinMax | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| bmc | sat<br>unsat | 234<br>237 | 4,420.0<br>1,951.7 | 154.42<br>113.82 | 26.41<br>18.59 | 127.93<br>93.48 | 213.27<br>155.04 |
| velev | sat<br>unsat | 72<br>105 | 1,866.2<br>953.4 | 32.68<br>70.74 | 3.74<br>1.64 | 24.77<br>68.16 | 37.87<br>73.29 | | | crypto | sat<br>unsat | 139<br>300 | 2.7<br>5.5 | 140.71<br>14.19 | 11.54<br>1.53 | 122.52<br>11.61 | 164.78<br>16.65 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| rand | sat<br>unsat | 457<br>601 | 1.90<br>2.3 | 76.93<br>84.82 | 14.98<br>10.82 | 54.00<br>70.87 | 105.10<br>103.56 | | 1 |
| Name | Class | Ins. | Size<br>(MB) | Runtime<br>MeanSDMinMax | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| bmc | sat<br>unsat | 234<br>237 | 4,420.0<br>1,951.7 | 154.42<br>113.82 | 26.41<br>18.59 | 127.93<br>93.48 | 213.27<br>155.04 |
| velev | sat<br>unsat | 72<br>105 | 1,866.2<br>953.4 | 32.68<br>70.74 | 3.74<br>1.64 | 24.77<br>68.16 | 37.87<br>73.29 | | | H1 | H2open | SNE | SAD | SMD | SDV | SCC | SPL | SAPD | SED | SCL |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 199 | 125302 | 1049866 | 6.62 | 343 | 100.15 | 0.306 | 2.245 | 7.69 | 9 | 7.46 |
| 72.9<br>41.1<br>19.7 | 40712.1<br>24618.2<br>7771.4 | 1048153<br>1035994<br>991498 | 6.61<br>6.53<br>6.25 | 316.0<br>186.0<br>164.9 | 97.46<br>86.47<br>64.20 | 0.303<br>0.294<br>0.284 | 2.244<br>2.248<br>2.265 | 7.74<br>7.82<br>8.08 | 9.4<br>9.5<br>10.0 | 7.50<br>7.59<br>7.85 |
| 153 | 113338 | 925872 | 5.53 | 549 | 33.20 | 0.205 | 2.336 | 12.75 | 16 | 12.10 |
| 55.7<br>34.5<br>19.2 | 55655.9<br>39689.8<br>16375.4 | 924321<br>915711<br>892140 | 5.52<br>5.47<br>5.33 | 479.1<br>299.7<br>253.9 | 31.73<br>27.18<br>21.87 | 0.206<br>0.220<br>0.232 | 2.340<br>2.348<br>2.374 | 12.14<br>12.40<br>12.52 | 15.2<br>15.6<br>15.5 | 11.65<br>11.91<br>12.06 |
| 978 | 321724 | 2987624 | 5.27 | 28754 | 2576.0 | 0.0062 | 2.429 | 6.07 | 8 | 6.79 |
| 157.2<br>80.0<br>23.4 | 36744.6<br>22361.7<br>5806.9 | 2982974<br>2940310<br>2624066 | 5.26<br>5.18<br>4.62 | 28438<br>26900<br>16353 | 2522.6<br>2282.6<br>970.8 | 0.0062<br>0.0061<br>0.0070 | 2.416<br>2.419<br>2.438 | 6.24<br>6.27<br>6.59 | 8.0<br>8.0<br>8.1 | 6.01<br>6.04<br>6.36 | | 0 |
| Name | Class | Ins. | Size<br>(MB) | Runtime<br>MeanSDMinMax | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| bmc | sat<br>unsat | 234<br>237 | 4,420.0<br>1,951.7 | 154.42<br>113.82 | 26.41<br>18.59 | 127.93<br>93.48 | 213.27<br>155.04 |
| velev | sat<br>unsat | 72<br>105 | 1,866.2<br>953.4 | 32.68<br>70.74 | 3.74<br>1.64 | 24.77<br>68.16 | 37.87<br>73.29 | | | crypto | sat<br>unsat | 139<br>300 | 2.7<br>5.5 | 140.71<br>14.19 | 11.54<br>1.53 | 122.52<br>11.61 | 164.78<br>16.65 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| rand | sat<br>unsat | 457<br>601 | 1.90<br>2.3 | 76.93<br>84.82 | 14.98<br>10.82 | 54.00<br>70.87 | 105.10<br>103.56 | | 1 |
| Name | Class | Ins. | Size<br>(MB) | Runtime<br>MeanSDMinMax | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| bmc | sat<br>unsat | 234<br>237 | 4,420.0<br>1,951.7 | 154.42<br>113.82 | 26.41<br>18.59 | 127.93<br>93.48 | 213.27<br>155.04 |
| velev | sat<br>unsat | 72<br>105 | 1,866.2<br>953.4 | 32.68<br>70.74 | 3.74<br>1.64 | 24.77<br>68.16 | 37.87<br>73.29 | | | 72.9<br>41.1<br>19.7 | 40712.1<br>24618.2<br>7771.4 | 1048153<br>1035994<br>991498 | 6.61<br>6.53<br>6.25 | 316.0<br>186.0<br>164.9 | 97.46<br>86.47<br>64.20 | 0.303<br>0.294<br>0.284 | 2.244<br>2.248<br>2.265 | 7.74<br>7.82<br>8.08 | 9.4<br>9.5<br>10.0 | 7.50<br>7.59<br>7.85 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 153 | 113338 | 925872 | 5.53 | 549 | 33.20 | 0.205 | 2.336 | 12.75 | 16 | 12.10 |
| 55.7<br>34.5<br>19.2 | 55655.9<br>39689.8<br>16375.4 | 924321<br>915711<br>892140 | 5.52<br>5.47<br>5.33 | 479.1<br>299.7<br>253.9 | 31.73<br>27.18<br>21.87 | 0.206<br>0.220<br>0.232 | 2.340<br>2.348<br>2.374 | 12.14<br>12.40<br>12.52 | 15.2<br>15.6<br>15.5 | 11.65<br>11.91<br>12.06 |
| 978 | 321724 | 2987624 | 5.27 | 28754 | 2576.0 | 0.0062 | 2.429 | 6.07 | 8 | 6.79 |
| 157.2<br>80.0<br>23.4 | 36744.6<br>22361.7<br>5806.9 | 2982974<br>2940310<br>2624066 | 5.26<br>5.18<br>4.62 | 28438<br>26900<br>16353 | 2522.6<br>2282.6<br>970.8 | 0.0062<br>0.0061<br>0.0070 | 2.416<br>2.419<br>2.438 | 6.24<br>6.27<br>6.59 | 8.0<br>8.0<br>8.1 | 6.01<br>6.04<br>6.36 | | 0 |
| Domain | Profile | Attribute | Training | Testing |
| --- | --- | --- | --- | --- |
| | | | | | | | DogFood(DS) | Title | Flavor | 470 | 876 | 493 | 602 |
| --- | --- | --- | --- | --- | --- | --- |
| DogFood | Title<br>Desc<br>Bullet<br>Title<br>Title<br>Title | Flavor<br>Flavor<br>Flavor<br>Brand<br>Capacity<br>Multi | 470<br>450<br>800<br>470<br>470<br>470 | 716<br>569<br>1481<br>480<br>428<br>1775 | 493<br>377<br>627<br>497<br>497<br>497 | 762<br>354<br>1179<br>607<br>433<br>1632 |
| Camera | Title | Brand | 210 | 210 | 211 | 211 |
| Detergent | Title | Scent | 500 | 487 | 500 | 484 | | 1 |
| Domain | Profile | Attribute | Training | Testing |
| --- | --- | --- | --- | --- |
| | | | | | | | Category | #of<br>Concepts | AvgAUC | Avgratioof<br>positives |
| --- | --- | --- | --- |
| Sports | 64 | 0.972 | 1.93×10 |
| Animals | 108 | 0.982 | 3.14×10 |
| Clothes | 88 | 0.882 | 1.71×10 |
| Food | 107 | 0.979 | 2.56×10 |
| Furniture | 38 | 0.942 | 5.52×10 |
| Music | 16 | 0.983 | 1.30×10 |
| Plants | 33 | 0.954 | 2.36×10 |
| Structures | 17 | 0.973 | 8.33×10 |
| Places | 73 | 1.000 | 6.03×10 |
| Scenes | 113 | 0.923 | 1.41×10 |
| Vehicles | 53 | 0.978 | 6.55×10 | | 0 |
| Domain | Profile | Attribute | Training | Testing | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | | | | | |
| DogFood(DS) | Title | Flavor | 470 | 876 | 493 | 602 | | | DogFood | Title<br>Desc<br>Bullet<br>Title<br>Title<br>Title | Flavor<br>Flavor<br>Flavor<br>Brand<br>Capacity<br>Multi | 470<br>450<br>800<br>470<br>470<br>470 | 716<br>569<br>1481<br>480<br>428<br>1775 | 493<br>377<br>627<br>497<br>497<br>497 | 762<br>354<br>1179<br>607<br>433<br>1632 |
| --- | --- | --- | --- | --- | --- | --- |
| Camera | Title | Brand | 210 | 210 | 211 | 211 |
| Detergent | Title | Scent | 500 | 487 | 500 | 484 | | 1 |
| Domain | Profile | Attribute | Training | Testing | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | | | | | |
| DogFood(DS) | Title | Flavor | 470 | 876 | 493 | 602 | | | Structures | 17 | 0.973 | 8.33×10 |
| --- | --- | --- | --- |
| Places | 73 | 1.000 | 6.03×10 |
| Scenes | 113 | 0.923 | 1.41×10 |
| Vehicles | 53 | 0.978 | 6.55×10 | | 0 |
| Dataset | Recall | Precision | F-measure |
| --- | --- | --- | --- |
| Hua | 0.7845 | 0.6848 | 0.7300 |
| Horizontal-1 | 0.8734 | 0.7423 | 0.8025 | | | Horizontal-2 | 0.6489 | 0.7849 | 0.7105 |
| --- | --- | --- | --- |
| ICDAR2011 | 0.7934 | 0.7245 | 0.7574 | | 1 |
| Dataset | Recall | Precision | F-measure |
| --- | --- | --- | --- |
| Hua | 0.7845 | 0.6848 | 0.7300 |
| Horizontal-1 | 0.8734 | 0.7423 | 0.8025 | | | | RunningTime(seconds) | Precision | Recall | F-measure |
| --- | --- | --- | --- | --- |
| P-CENI | 5877 | 0.083 | 0.557 | 0.145 |
| C-CENI | 5415 | 0.082 | 0.539 | 0.142 |
| I-CENI | 7358 | 0.078 | 0.571 | 0.137 |
| MMRate | 21677 | 0.085 | 0.565 | 0.148 |
| NetRate | 14404 | 0.081 | 0.566 | 0.142 | | 0 |
| Dataset | Recall | Precision | F-measure |
| --- | --- | --- | --- |
| Hua | 0.7845 | 0.6848 | 0.7300 | | | Horizontal-1 | 0.8734 | 0.7423 | 0.8025 |
| --- | --- | --- | --- |
| Horizontal-2 | 0.6489 | 0.7849 | 0.7105 |
| ICDAR2011 | 0.7934 | 0.7245 | 0.7574 | | 1 |
| Dataset | Recall | Precision | F-measure |
| --- | --- | --- | --- |
| Hua | 0.7845 | 0.6848 | 0.7300 | | | I-CENI | 7358 | 0.078 | 0.571 | 0.137 |
| --- | --- | --- | --- | --- |
| MMRate | 21677 | 0.085 | 0.565 | 0.148 |
| NetRate | 14404 | 0.081 | 0.566 | 0.142 | | 0 |
| s | si | sj | τ(s\|s,s)3ij | Illustration |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 0<br>0<br>0<br>0 | s<br>0<br>1−s<br>0 | myselfupset,spouseneutral→passive:support<br>myselfupset,spouseneutral→neutral:notcontemplated<br>myselfupset,spouseneutral→upset:lackofsupport<br>myselfupset,spouseneutral→violent:notcontemplated |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | -1<br>-1<br>-1<br>-1 | 1/2<br>1/2<br>0<br>0 | myselfupset,spousepassive→passive:mayhappen<br>myselfupset,spousepassive→neutral:mayhappen<br>myselfupset,spousepassive→upset:notcontemplated<br>myselfupset,spousepassive→violent:notcontemplated | | | -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 1<br>1<br>1<br>1 | s<br>0<br>0<br>1−s | myselfupset,spouseupset→passive:support<br>myselfupset,spouseupset→neutral:notcontemplated<br>myselfupset,spouseupset→upset:notcontemplated<br>myselfupset,spouseupset→violent:lackofsupport |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 2<br>2<br>2<br>2 | 0<br>0<br>1<br>0 | myselfupset,spouseviolent→passive:notcontemplated<br>myselfupset,spouseviolent→neutral:notcontemplated<br>myselfupset,spouseviolent→upset:default<br>myselfupset,spouseviolent→violent:notcontemplated | | 1 |
| s | si | sj | τ(s\|s,s)3ij | Illustration |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 0<br>0<br>0<br>0 | s<br>0<br>1−s<br>0 | myselfupset,spouseneutral→passive:support<br>myselfupset,spouseneutral→neutral:notcontemplated<br>myselfupset,spouseneutral→upset:lackofsupport<br>myselfupset,spouseneutral→violent:notcontemplated |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | -1<br>-1<br>-1<br>-1 | 1/2<br>1/2<br>0<br>0 | myselfupset,spousepassive→passive:mayhappen<br>myselfupset,spousepassive→neutral:mayhappen<br>myselfupset,spousepassive→upset:notcontemplated<br>myselfupset,spousepassive→violent:notcontemplated | | | s | si | sj | τ(s\|s,s)ij | Illustration |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | -1<br>-1<br>-1<br>-1 | 0<br>0<br>0<br>0 | 0<br>1<br>0<br>0 | myselfpassive,spouseneutral→passive:notcontemplated<br>myselfpassive,spouseneutral→normal:default<br>myselfpassive,spouseneutral→upset:notcontemplated<br>myselfpassive,spouseneutral→violent:notcontemplated |
| -1<br>0<br>1<br>2 | -1<br>-1<br>-1<br>-1 | -1<br>-1<br>-1<br>-1 | 0<br>1<br>0<br>0 | myselfpassive,spousepassive→passive:notcontemplated<br>myselfpassive,spousepassive→normal:default<br>myselfpassive,spousepassive→upset:notcontemplated<br>myselfpassive,spousepassive→violent:notcontemplated |
| -1<br>0<br>1<br>2 | -1<br>-1<br>-1<br>-1 | 1<br>1<br>1<br>1 | 1−a<br>0<br>a<br>0 | myselfpassive,spouseupset→passive:notassertiveness<br>myselfpassive,spouseupset→normal:notcontemplated<br>myselfpassive,spouseupset→upset:assertiveness<br>myselfpassive,spouseupset→violent:notcontemplated |
| -1<br>0<br>1<br>2 | -1<br>-1<br>-1<br>-1 | 2<br>2<br>2<br>2 | 1<br>0<br>0<br>0 | myselfpassive,spouseviolent→passive:passivity(absorbingstate)<br>myselfpassive,spouseviolent→normal:notcontemplated<br>myselfpassive,spouseviolent→upset:notcontemplated<br>myselfpassive,spouseviolent→violent:notcontemplated | | 0 |
| s | si | sj | τ(s\|s,s)3ij | Illustration |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 0<br>0<br>0<br>0 | s<br>0<br>1−s<br>0 | myselfupset,spouseneutral→passive:support<br>myselfupset,spouseneutral→neutral:notcontemplated<br>myselfupset,spouseneutral→upset:lackofsupport<br>myselfupset,spouseneutral→violent:notcontemplated | | | -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | -1<br>-1<br>-1<br>-1 | 1/2<br>1/2<br>0<br>0 | myselfupset,spousepassive→passive:mayhappen<br>myselfupset,spousepassive→neutral:mayhappen<br>myselfupset,spousepassive→upset:notcontemplated<br>myselfupset,spousepassive→violent:notcontemplated |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 1<br>1<br>1<br>1 | s<br>0<br>0<br>1−s | myselfupset,spouseupset→passive:support<br>myselfupset,spouseupset→neutral:notcontemplated<br>myselfupset,spouseupset→upset:notcontemplated<br>myselfupset,spouseupset→violent:lackofsupport |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 2<br>2<br>2<br>2 | 0<br>0<br>1<br>0 | myselfupset,spouseviolent→passive:notcontemplated<br>myselfupset,spouseviolent→neutral:notcontemplated<br>myselfupset,spouseviolent→upset:default<br>myselfupset,spouseviolent→violent:notcontemplated | | 1 |
| s | si | sj | τ(s\|s,s)3ij | Illustration |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 0<br>0<br>0<br>0 | s<br>0<br>1−s<br>0 | myselfupset,spouseneutral→passive:support<br>myselfupset,spouseneutral→neutral:notcontemplated<br>myselfupset,spouseneutral→upset:lackofsupport<br>myselfupset,spouseneutral→violent:notcontemplated | | | -1<br>0<br>1<br>2 | -1<br>-1<br>-1<br>-1 | -1<br>-1<br>-1<br>-1 | 0<br>1<br>0<br>0 | myselfpassive,spousepassive→passive:notcontemplated<br>myselfpassive,spousepassive→normal:default<br>myselfpassive,spousepassive→upset:notcontemplated<br>myselfpassive,spousepassive→violent:notcontemplated |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | -1<br>-1<br>-1<br>-1 | 1<br>1<br>1<br>1 | 1−a<br>0<br>a<br>0 | myselfpassive,spouseupset→passive:notassertiveness<br>myselfpassive,spouseupset→normal:notcontemplated<br>myselfpassive,spouseupset→upset:assertiveness<br>myselfpassive,spouseupset→violent:notcontemplated |
| -1<br>0<br>1<br>2 | -1<br>-1<br>-1<br>-1 | 2<br>2<br>2<br>2 | 1<br>0<br>0<br>0 | myselfpassive,spouseviolent→passive:passivity(absorbingstate)<br>myselfpassive,spouseviolent→normal:notcontemplated<br>myselfpassive,spouseviolent→upset:notcontemplated<br>myselfpassive,spouseviolent→violent:notcontemplated | | 0 |
| | idealparametricvalues |
| --- | --- |
| NSNT | α=0.9 |
| NSAT | α=0.8,β=0.1 |
| NSMT | α=0.8,β=0.1 | | | ASNT | α=0.5,γ=0.1 |
| --- | --- |
| ASAT | α=0.6,β=0.1,γ=0.1 |
| ASMT | α=0.3,β=0.1,γ=0.2 |
| MSNT | α=0.5,γ=0.1 |
| MSAT | α=0.6,β=0.1,γ=0.1 |
| MSMT | α=0.7,β=0.8,γ=0.1 | | 1 |
| | idealparametricvalues |
| --- | --- |
| NSNT | α=0.9 |
| NSAT | α=0.8,β=0.1 |
| NSMT | α=0.8,β=0.1 | | | Parameter | Values |
| --- | --- |
| k | 5,25,50,75,100 |
| β | 0.1,0.2,0.3,0.4,0.5 |
| N | 100K,250K,500K,750K,1,000K |
| L | 1K,2.5K,5K,7.5K,10K |
| \|U\| | 1M,2M,3M,4M,5M | | 0 |
| | idealparametricvalues |
| --- | --- |
| NSNT | α=0.9 |
| NSAT | α=0.8,β=0.1 |
| NSMT | α=0.8,β=0.1 |
| ASNT | α=0.5,γ=0.1 |
| ASAT | α=0.6,β=0.1,γ=0.1 | | | ASMT | α=0.3,β=0.1,γ=0.2 |
| --- | --- |
| MSNT | α=0.5,γ=0.1 |
| MSAT | α=0.6,β=0.1,γ=0.1 |
| MSMT | α=0.7,β=0.8,γ=0.1 | | 1 |
| | idealparametricvalues |
| --- | --- |
| NSNT | α=0.9 |
| NSAT | α=0.8,β=0.1 |
| NSMT | α=0.8,β=0.1 |
| ASNT | α=0.5,γ=0.1 |
| ASAT | α=0.6,β=0.1,γ=0.1 | | | β | 0.1,0.2,0.3,0.4,0.5 |
| --- | --- |
| N | 100K,250K,500K,750K,1,000K |
| L | 1K,2.5K,5K,7.5K,10K |
| \|U\| | 1M,2M,3M,4M,5M | | 0 |
| 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 | | 1 |
| Model | ρ×100 |
| --- | --- |
| HLBL | 33.2 |
| C&W | 55.3 | | | 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 | | 0 |
| 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 | | 1 |
| Model | ρ×100 |
| --- | --- |
| HLBL | 33.2 |
| C&W | 55.3 |
| Skip-gram-300d | 70.4 | | | NP-MSSG-50d | 1.83 |
| --- | --- |
| NP-MSSG-300d | 5 |
| Skip-gram-50d | 0.33 |
| Skip-gram-300d | 1.5 | | 0 |
| Subclass | Complexity | Subclass | Complexity |
| --- | --- | --- | --- |
| Regular | (m−1)2+2 | Prefix-closed | (m+1)2 |
| Unary | ∼mn(asymptotically) | Prefix-free | m+n−2 |
| Finiteunary | m+n−2 | Suffix-closed | mn−n+1 | | | Finitebinary | (m−n+3)2−1 | Suffix-free | (m−1)2+1 |
| --- | --- | --- | --- |
| Star-free | (m−1)2+2 | Rightideal | m+2 |
| Non-returning | (m−1)2+1 | Leftideal | m+n−1 | | 1 |
| Subclass | Complexity | Subclass | Complexity |
| --- | --- | --- | --- |
| Regular | (m−1)2+2 | Prefix-closed | (m+1)2 |
| Unary | ∼mn(asymptotically) | Prefix-free | m+n−2 |
| Finiteunary | m+n−2 | Suffix-closed | mn−n+1 | | | Graphclass | Lowerbound | Complexity | Approximability | References |
| --- | --- | --- | --- | --- |
| Allgraphs | Θ(log(n)) | NP-c | log-APX-hard | |
| Chordal | Θ(log(n)) | NP-c | log-APX-hard | |
| Splitgraphs | Θ(log(n)) | NP-c | log-APX-hard | |
| Bipartite | Θ(log(n)) | NP-c | log-APX-hard | |
| Co-bipartite | Θ(log(n)) | NP-c | log-APX-hard | |
| Claw-free | Θ(log(n)) | NP-c | log-APX-hard | |
| Interval | Θ(n) | NP-c | open | |
| Unitinterval | Θ(n) | open | PTAS | |
| Permutation | Θ(n) | NP-c | open | |
| Linegraphs | Θ(n) | NP-c | APX(4) | |
| Planar | Θ(n) | NP-c | APX(7) | | | 0 |
| Subclass | Complexity | Subclass | Complexity |
| --- | --- | --- | --- |
| Regular | (m−1)2+2 | Prefix-closed | (m+1)2 |
| Unary | ∼mn(asymptotically) | Prefix-free | m+n−2 |
| Finiteunary | m+n−2 | Suffix-closed | mn−n+1 |
| Finitebinary | (m−n+3)2−1 | Suffix-free | (m−1)2+1 | | | Star-free | (m−1)2+2 | Rightideal | m+2 |
| --- | --- | --- | --- |
| Non-returning | (m−1)2+1 | Leftideal | m+n−1 | | 1 |
| Subclass | Complexity | Subclass | Complexity |
| --- | --- | --- | --- |
| Regular | (m−1)2+2 | Prefix-closed | (m+1)2 |
| Unary | ∼mn(asymptotically) | Prefix-free | m+n−2 |
| Finiteunary | m+n−2 | Suffix-closed | mn−n+1 |
| Finitebinary | (m−n+3)2−1 | Suffix-free | (m−1)2+1 | | | Linegraphs | Θ(n) | NP-c | APX(4) | |
| --- | --- | --- | --- | --- |
| Planar | Θ(n) | NP-c | APX(7) | | | 0 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.