premise string | hypothesis string | label int64 |
|---|---|---|
| Algorithm | m=5000 | m=50 | | |
| --- | --- | --- | --- | --- |
| | | | | |
| MMPC | 1±0 | 1±0 | 0.9714±0.0904 | 0.9200±0.1033 |
| HITON-PC | 1±0 | 1±0 | 0.9714±0.0904 | 0.9200±0.1033 |
| MRMR(k=PC) | 1±0 | 1±0 | 0.8600±0.0966 | 0.8600±0.0966 | | | CMIM(k=PC) | 1±0 | 1±0 | 0.5800±0.1989 | 0.5800±0.1989 |
| --- | --- | --- | --- | --- |
| JMI(k=PC) | 1±0 | 1±0 | 0.8000±0.0943 | 0.8000±0.0943 | | 1 |
| Algorithm | m=5000 | m=50 | | |
| --- | --- | --- | --- | --- |
| | | | | |
| MMPC | 1±0 | 1±0 | 0.9714±0.0904 | 0.9200±0.1033 |
| HITON-PC | 1±0 | 1±0 | 0.9714±0.0904 | 0.9200±0.1033 |
| MRMR(k=PC) | 1±0 | 1±0 | 0.8600±0.0966 | 0.8600±0.0966 | | | Algorithm | 5000cases | 50cases | | |
| --- | --- | --- | --- | --- |
| | | | | |
| IAMB | 1±0 | 0.6875±0.0659 | 1±0 | 0.1250±0 |
| MMMB | 1±0 | 1±0 | 0.6885±0.1282 | 0.9000±0.0791 |
| HITON-MB | 1±0 | 1±0 | 0.6500±0.0791 | 0.6500±0.0791 |
| MRMR(k=nMB) | 0.6250±0 | 0.6250±0 | 0.6500±0.0527 | 0.6500±0.0527 |
|... | 0 |
| Algorithm | m=5000 | m=50 | | |
| --- | --- | --- | --- | --- |
| | | | | |
| MMPC | 1±0 | 1±0 | 0.9714±0.0904 | 0.9200±0.1033 | | | HITON-PC | 1±0 | 1±0 | 0.9714±0.0904 | 0.9200±0.1033 |
| --- | --- | --- | --- | --- |
| MRMR(k=PC) | 1±0 | 1±0 | 0.8600±0.0966 | 0.8600±0.0966 |
| CMIM(k=PC) | 1±0 | 1±0 | 0.5800±0.1989 | 0.5800±0.1989 |
| JMI(k=PC) | 1±0 | 1±0 | 0.8000±0.0943 | 0.8000±0.0943 | | 1 |
| Algorithm | m=5000 | m=50 | | |
| --- | --- | --- | --- | --- |
| | | | | |
| MMPC | 1±0 | 1±0 | 0.9714±0.0904 | 0.9200±0.1033 | | | CMIM(k=nMB) | 0.6250±0 | 0.6250±0 | 0.4875±0.1905 | 0.4875±0.1905 |
| --- | --- | --- | --- | --- |
| JMI(k=nMB) | 0.7500±0 | 0.7500±0 | 0.6500±0.0791 | 0.6500±0.0791 | | 0 |
| NormofMeanMomentumforNGroup | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Landmark | 1 | 2 | 3 | 4 | 5 | 6 | 7 | | | \|\|E(N)\|\|j | 0.0001 | 9.39e-06 | 1.17e-05 | 9.07e-06 | 1.11e-05 | 0.0001 | 3.74e-05 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Landmark | 8 | 9 | 10 | 11 | 12 | 13 | |
| \|\|E(N)\|\|j | 2.6610e-05 | 1.3453e-05 | 1.9547e-05 | 2.4342e-05 | 4.8575e-06 | 5.9788e-05 | | | 1 |
| NormofMeanMomentumforNGroup | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Landmark | 1 | 2 | 3 | 4 | 5 | 6 | 7 | | | ResultsonMomentumData | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Landmark | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
| r | 0.4535 | 0.4286 | 0.6906 | 0.6542 | 0.5561 | 0.4972 | 0.7187 |
| Landmark | 8 | 9 | 10 | 11 | 12 | 13 | |
| r | 0.6825 | 0.5348 | 0.6155 | 0.5470 | 0.5554 | 0.4538 | | | 0 |
| NormofMeanMomentumforNGroup | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Landmark | 1 | 2 | 3 | 4 | 5 | 6 | 7 | | | \|\|E(N)\|\|j | 0.0001 | 9.39e-06 | 1.17e-05 | 9.07e-06 | 1.11e-05 | 0.0001 | 3.74e-05 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Landmark | 8 | 9 | 10 | 11 | 12 | 13 | |
| \|\|E(N)\|\|j | 2.6610e-05 | 1.3453e-05 | 1.9547e-05 | 2.4342e-05 | 4.8575e-06 | 5.9788e-05 | | | 1 |
| NormofMeanMomentumforNGroup | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Landmark | 1 | 2 | 3 | 4 | 5 | 6 | 7 | | | r | 0.4535 | 0.4286 | 0.6906 | 0.6542 | 0.5561 | 0.4972 | 0.7187 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Landmark | 8 | 9 | 10 | 11 | 12 | 13 | |
| r | 0.6825 | 0.5348 | 0.6155 | 0.5470 | 0.5554 | 0.4538 | | | 0 |
| Ldmk# | Ldmkname | Mean(mm) | SD(mm) | Max(mm) |
| --- | --- | --- | --- | --- |
| 1 | pognion(chin) | -3.796 | 3.138 | 1.805 |
| 2(*) | chincleft | 0.237 | 1.254 | 6.952 |
| 3 | lowerlip | -0.576 | 0.827 | 1.855 |
| 4(*) | centrelip | -0.317 | 0.534 | 0.760 |
| 5 | upperlip | -0.001 | 0.853 | 1.499 | | | 6 | subnasale | 0.992 | 1.195 | 4.306 |
| --- | --- | --- | --- | --- |
| 7 | pronasale | -2.011 | 0.990 | 0.000 |
| 8 | nasion | -1.876 | 1.031 | 0.679 | | 1 |
| Ldmk# | Ldmkname | Mean(mm) | SD(mm) | Max(mm) |
| --- | --- | --- | --- | --- |
| 1 | pognion(chin) | -3.796 | 3.138 | 1.805 |
| 2(*) | chincleft | 0.237 | 1.254 | 6.952 |
| 3 | lowerlip | -0.576 | 0.827 | 1.855 |
| 4(*) | centrelip | -0.317 | 0.534 | 0.760 |
| 5 | upperlip | -0.001 | 0.853 | 1.499 | | | | M1 | M2 | M3 | M4 | CE | M5 |
| --- | --- | --- | --- | --- | --- | --- |
| O1 | 0.763 | 0.775 | 0.694 | 0.602 | 0.701 | 0.534 |
| O2 | 1.05 | 1.02 | 0.894 | 0.838 | 0.908 | 0.752 |
| O3 | 0.781 | 0.693 | 0.674 | 0.571 | 0.561 | 0.549 |
| O4 | 0.310 | 0.307 | 0.265 | 0.238 | 0.236 | 0.212 |
| O5 | 0.344 | 0.321 | ... | 0 |
| Ldmk# | Ldmkname | Mean(mm) | SD(mm) | Max(mm) |
| --- | --- | --- | --- | --- |
| 1 | pognion(chin) | -3.796 | 3.138 | 1.805 |
| 2(*) | chincleft | 0.237 | 1.254 | 6.952 | | | 3 | lowerlip | -0.576 | 0.827 | 1.855 |
| --- | --- | --- | --- | --- |
| 4(*) | centrelip | -0.317 | 0.534 | 0.760 |
| 5 | upperlip | -0.001 | 0.853 | 1.499 |
| 6 | subnasale | 0.992 | 1.195 | 4.306 |
| 7 | pronasale | -2.011 | 0.990 | 0.000 |
| 8 | nasion | -1.876 | 1.031 | 0.679 | | 1 |
| Ldmk# | Ldmkname | Mean(mm) | SD(mm) | Max(mm) |
| --- | --- | --- | --- | --- |
| 1 | pognion(chin) | -3.796 | 3.138 | 1.805 |
| 2(*) | chincleft | 0.237 | 1.254 | 6.952 | | | O2 | 1.05 | 1.02 | 0.894 | 0.838 | 0.908 | 0.752 |
| --- | --- | --- | --- | --- | --- | --- |
| O3 | 0.781 | 0.693 | 0.674 | 0.571 | 0.561 | 0.549 |
| O4 | 0.310 | 0.307 | 0.265 | 0.238 | 0.236 | 0.212 |
| O5 | 0.344 | 0.321 | 0.297 | 0.256 | 0.251 | 0.231 |
| O6 | 0.732 | 0.714 | 0.593 | 0.576 | 0.585 | 0.541 | | 0 |
| Methods | CCC | MSE | | |
| --- | --- | --- | --- | --- |
| | Valence | Arousal | Valence | Arousal | | | MM-Net | 0.196 | 0.214 | 0.134 | 0.088 |
| --- | --- | --- | --- | --- |
| FATAUVA-Net | 0.396 | 0.282 | 0.123 | 0.095 |
| DRC-Net | 0.042 | 0.291 | 0.161 | 0.094 | | 1 |
| Methods | CCC | MSE | | |
| --- | --- | --- | --- | --- |
| | Valence | Arousal | Valence | Arousal | | | SameCategory | All | |
| --- | --- | --- |
| ValenceArousal | ValenceArousal | |
| RMSE | 0.1900.261 | 0.3400.362 |
| CORR | 0.9510.766 | 0.8230.567 |
| SAGR | 0.9060.709 | 0.8150.667 |
| CCC | 0.9510.746 | 0.8210.551 | | 0 |
| Methods | CCC | MSE | | |
| --- | --- | --- | --- | --- |
| | Valence | Arousal | Valence | Arousal |
| MM-Net | 0.196 | 0.214 | 0.134 | 0.088 | | | FATAUVA-Net | 0.396 | 0.282 | 0.123 | 0.095 |
| --- | --- | --- | --- | --- |
| DRC-Net | 0.042 | 0.291 | 0.161 | 0.094 | | 1 |
| Methods | CCC | MSE | | |
| --- | --- | --- | --- | --- |
| | Valence | Arousal | Valence | Arousal |
| MM-Net | 0.196 | 0.214 | 0.134 | 0.088 | | | SAGR | 0.9060.709 | 0.8150.667 |
| --- | --- | --- |
| CCC | 0.9510.746 | 0.8210.551 | | 0 |
| Step | Complexity |
| --- | --- |
| 1 | O(Nl)orO(Km) | | | 2 | O(Nl)orO(Kml) |
| --- | --- |
| 3 | O(Kt) |
| 4 | O(N)orO(Km/l) | | 1 |
| Step | Complexity |
| --- | --- |
| 1 | O(Nl)orO(Km) | | | | ExactlyK-sparsesignal | | | |
| --- | --- | --- | --- | --- |
| Samples | Complexity | Assumption | Samples | |
| | 4<br>O(KlogN) | 5<br>O(KlogN) | K=O(N) | 4<br>O(KlogN) |
| | O(K) | O(KlogN) | K=O(N) | N<br>O(Klog()/loglogN)<br>K |
| | O(K) | O(KlogK+K(loglogN)) | K=O(N) | O(KlogN) |
| | O(K) | 3O(KlogN)... | 0 |
| Step | Complexity |
| --- | --- |
| 1 | O(Nl)orO(Km) |
| 2 | O(Nl)orO(Kml) | | | 3 | O(Kt) |
| --- | --- |
| 4 | O(N)orO(Km/l) | | 1 |
| Step | Complexity |
| --- | --- |
| 1 | O(Nl)orO(Km) |
| 2 | O(Nl)orO(Kml) | | | | O(K) | O(KlogN) | K=O(N) | N<br>O(Klog()/loglogN)<br>K |
| --- | --- | --- | --- | --- |
| | O(K) | O(KlogK+K(loglogN)) | K=O(N) | O(KlogN) |
| | O(K) | 3O(KlogN) | K=O(N) | void |
| | O(K) | O(KlogK) | α<br>K=O(N),α<1 | void |
| Thispaper | O(K) | O(KlogK) | K=O(N) | O(K) | | 0 |
| 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] | ... | | 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 | | 1 |
| 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] | ... | | property | \|[[property]]\|T | #machines | time(s) |
| --- | --- | --- | --- |
| EX[B] | 1.153×10 | 1 | 660 |
| EX[B] | 1.153×10 | 2 | 532 |
| EX[B] | 1.153×10 | 4 | 241 |
| EX[B] | 1.153×10 | 8 | 144 |
| EX[B] | 1.153×10 | 16 | 120 |
| EG[B] | 6<br>7.405×10 | 1 | 1567 |
| EG[B] | 7.405×10 | 2 | 1356 |
| EG[B] | 7.40... | 0 |
| 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 |
... | 1 |
| property | \|[[property]]\|T | #machines | time(s) |
| --- | --- | --- | --- |
| EX[H] | 1.716×10 | 1 | 2908 | | | E[CUD] | 5.767×10 | 4 | 585 |
| --- | --- | --- | --- |
| E[CUD] | 5.767×10 | 8 | 454 |
| E[CUD] | 5.767×10 | 16 | 372 | | 0 |
| Method | (cid:48)<br>F1 | (cid:48)<br>F2 | (cid:48)<br>F3 | (cid:48)<br>F4 | (cid:48)<br>F5 |
| --- | --- | --- | --- | --- | --- |
| Frequency(Monobit)Test | 0.102526 | 0.017912 | 0.171867 | 0.779188 | 0.971699 |
| FrequencyTestwithinaBlock | 0.085587 | 0.657933 | 0.779188 | 0.897763 | 0.851383 |
| CumulativeSums(Cu... | | RandomExcursionsTest* | 0.353142 | 0.403219 | 0.229832 | 0.481025 | 0.317506 |
| --- | --- | --- | --- | --- | --- |
| RandomExcursionsVariantTest* | 0.412987 | 0.369181 | 0.313171 | 0.513679 | 0.274813 |
| SerialTest*(m=10) | 0.304324 | 0.102735 | 0.270033 | 0.384058 | 0.456684 |
| LinearComplexityTest | 0.759756 | ... | 1 |
| Method | (cid:48)<br>F1 | (cid:48)<br>F2 | (cid:48)<br>F3 | (cid:48)<br>F4 | (cid:48)<br>F5 |
| --- | --- | --- | --- | --- | --- |
| Frequency(Monobit)Test | 0.102526 | 0.017912 | 0.171867 | 0.779188 | 0.971699 |
| FrequencyTestwithinaBlock | 0.085587 | 0.657933 | 0.779188 | 0.897763 | 0.851383 |
| CumulativeSums(Cu... | | Method | CIPRNG | XORshift | BBS |
| --- | --- | --- | --- |
| Frequency(Monobit)Test | 0.073128 | 0.145326 | 0.32435 |
| FrequencyTestwithinaBlock | 0.719128 | 0.028817 | 0.000000 |
| RunsTest | 0.314992 | 0.739918 | 0.000000 |
| LongestRunofOnesinaBlockTest | 0.445121 | 0.554420 | 0.000000 |
| BinaryMatrixRankTest ... | 0 |
| Method | (cid:48)<br>F1 | (cid:48)<br>F2 | (cid:48)<br>F3 | (cid:48)<br>F4 | (cid:48)<br>F5 |
| --- | --- | --- | --- | --- | --- |
| Frequency(Monobit)Test | 0.102526 | 0.017912 | 0.171867 | 0.779188 | 0.971699 |
| FrequencyTestwithinaBlock | 0.085587 | 0.657933 | 0.779188 | 0.897763 | 0.851383 |
| CumulativeSums(Cu... | | Maurer’s“UniversalStatistical”Test | 0.249284 | 0.171867 | 0.096578 | 0.419021 | 0.171867 |
| --- | --- | --- | --- | --- | --- |
| ApproximateEntropyTest | 0.236810 | 0.514124 | 0.262249 | 0.816537 | 0.474986 |
| RandomExcursionsTest* | 0.353142 | 0.403219 | 0.229832 | 0.481025 | 0.317506 |
| RandomExcursionsVariant... | 1 |
| Method | (cid:48)<br>F1 | (cid:48)<br>F2 | (cid:48)<br>F3 | (cid:48)<br>F4 | (cid:48)<br>F5 |
| --- | --- | --- | --- | --- | --- |
| Frequency(Monobit)Test | 0.102526 | 0.017912 | 0.171867 | 0.779188 | 0.971699 |
| FrequencyTestwithinaBlock | 0.085587 | 0.657933 | 0.779188 | 0.897763 | 0.851383 |
| CumulativeSums(Cu... | | SerialTest*(m=10) | 0.780099 | 0.495847 | 0.043355 |
| --- | --- | --- | --- |
| ApproximateEntropyTest(m=10) | 0.679102 | 0.000000 | 0.000000 |
| CumulativeSums(Cusum)Test* | 0.819200 | 0.074404 | 0.000000 |
| RandomExcursionsTest* | 0.697803 | 0.507812 | 0.000000 |
| RandomExcursionsVariantTest* | 0.338243 | 0.2895... | 0 |
| ActualObservations | |
| --- | --- |
| | Multipleof∆ |
| t=00 | 14812 |
| z0<br>z1<br>z2<br>z3<br>z4<br>z5 | 0.500000000000000.500000000000000.500000000000000.50000000000000<br>0.622459331201850.880797077977880.982013790037910.99752737684337<br>0.731058578630000.982013790037910.999664649869530.99999385582540<br>0.8... | | | Multipleof∆ |
| --- | --- |
| t=40 | 14812 |
| z0<br>z1<br>z2<br>z3<br>z4<br>z5 | 0.982013790037910.982013790037910.982013790037910.98201379003791<br>0.989013057369410.997527376843370.999664649869530.99995460213130<br>0.993307149075720.999664649869530.999993855825400.99999988746484<br>0.995929862284100.99995460213... | 1 |
| ActualObservations | |
| --- | --- |
| | Multipleof∆ |
| t=00 | 14812 |
| z0<br>z1<br>z2<br>z3<br>z4<br>z5 | 0.500000000000000.500000000000000.500000000000000.50000000000000<br>0.622459331201850.880797077977880.982013790037910.99752737684337<br>0.731058578630000.982013790037910.999664649869530.99999385582540<br>0.8... | | i | xandx12 | xthroughx3i |
| --- | --- | --- |
| 3 | 2.127480103088468 | 2.715029663803688 |
| 4 | 3.2023557495551507 | 4.175556640172782 |
| 5 | 4.270167577054796 | 5.608618419590356 |
| 6 | 5.335126162486634 | 7.033301794415261 |
| 7 | 6.3986555212789265 | 8.454218195486414 |
| 8 | 7.461367172755974 | 9.8731015607... | 0 |
| ActualObservations | |
| --- | --- |
| | Multipleof∆ |
| t=00 | 14812 |
| z0<br>z1<br>z2<br>z3<br>z4<br>z5 | 0.500000000000000.500000000000000.500000000000000.50000000000000<br>0.622459331201850.880797077977880.982013790037910.99752737684337<br>0.731058578630000.982013790037910.999664649869530.99999385582540<br>0.8... | | | Multipleof∆ |
| --- | --- |
| t=80 | 14812 |
| z0<br>z1<br>z2<br>z3<br>z4<br>z5 | 0.999664649869530.999664649869530.999664649869530.99966464986953<br>0.999796573021940.999954602131300.999993855825400.99999916847197<br>0.999876605424010.999993855825400.999999887464840.99999999793885<br>0.999925153772490.99999916847... | 1 |
| ActualObservations | |
| --- | --- |
| | Multipleof∆ |
| t=00 | 14812 |
| z0<br>z1<br>z2<br>z3<br>z4<br>z5 | 0.500000000000000.500000000000000.500000000000000.50000000000000<br>0.622459331201850.880797077977880.982013790037910.99752737684337<br>0.731058578630000.982013790037910.999664649869530.99999385582540<br>0.8... | | 8 | 7.461367172755974 | 9.873101560726544 |
| --- | --- | --- |
| 9 | 8.52356722480373 | 11.290758818589284 |
| 10 | 9.585425903496056 | 12.707618366991161 | | 0 |
| MirrorType | | | |
| --- | --- | --- | --- |
| Parameter | Hyperbolic | Parabolic | Spheric |
| A | -1.2 | 0 | 1 | | | B | 3.4 | 20.4 | 0 |
| --- | --- | --- | --- |
| C | -33.2 | 53.2 | 900 |
| COP(x,y,z) | (0,25,25) | (0,30,20) | (0,-15,55) | | 1 |
| MirrorType | | | |
| --- | --- | --- | --- |
| Parameter | Hyperbolic | Parabolic | Spheric |
| A | -1.2 | 0 | 1 | | | 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<... | 0 |
| MirrorType | | | |
| --- | --- | --- | --- |
| Parameter | Hyperbolic | Parabolic | Spheric | | | A | -1.2 | 0 | 1 |
| --- | --- | --- | --- |
| B | 3.4 | 20.4 | 0 |
| C | -33.2 | 53.2 | 900 |
| COP(x,y,z) | (0,25,25) | (0,30,20) | (0,-15,55) | | 1 |
| MirrorType | | | |
| --- | --- | --- | --- |
| Parameter | Hyperbolic | Parabolic | Spheric | | | 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>3... | 0 |
| Graph | 2 | 4 | 8 | 16 | 32 | 64 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| add20 | 610 | 550 | 1186 | 1157 | 1755 | 1675 | 2267 | 2081 | 2786 | 2463 | 3270 | 3152 |
| data | 183 | 181 | 369 | 368 | 640 | 628 | 1130 | 1086 | 1907 | 1777 | 3073 | 2798 |
| 3elt... | | add32 | 10 | 10 | 33 | 33 | 63 | 65 | 117 | 117 | 212 | 212 | 491 | 493 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| bcsstk33 | 9914 | 9914 | 20198 | 20584 | 33971 | 33938 | 55273 | 54323 | 79159 | 77163 | 111659 | 106886 |
| whitaker3 | 126 | 126 | 380 | 378 | 658 | 650 | 1110 ... | 1 |
| Graph | 2 | 4 | 8 | 16 | 32 | 64 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| add20 | 610 | 550 | 1186 | 1157 | 1755 | 1675 | 2267 | 2081 | 2786 | 2463 | 3270 | 3152 |
| data | 183 | 181 | 369 | 368 | 640 | 628 | 1130 | 1086 | 1907 | 1777 | 3073 | 2798 |
| 3elt... | | Graph | 2 | 4 | 8 | 16 | 32 | 64 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| add20 | 641 | 594 | 1212 | 1177 | 1814 | 1704 | 2427 | 2121 | | 2687 | | 3236 |
| data | 190 | 188 | 405 | 383 | 699 | 660 | | 1162 | | 1865 | | 2885 |
| 3elt | 90 | 89 | 201 | 1... | 0 |
| Graph | 2 | 4 | 8 | 16 | 32 | 64 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| add20 | 610 | 550 | 1186 | 1157 | 1755 | 1675 | 2267 | 2081 | 2786 | 2463 | 3270 | 3152 |
| data | 183 | 181 | 369 | 368 | 640 | 628 | 1130 | 1086 | 1907 | 1777 | 3073 | 2798 |
| 3elt... | | | | | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| t60k | 65 | 65 | 202 | 196 | 457 | 454 | 839 | 818 | 1398 | 1376 | 2229 | 2168 |
| wing | 784 | 770 | 1654 | 1636 | 2528 | 2551 | 3998 | 4015 | 5915 | 5806 | 8228 | 7991 |
| brack2 | 660 | 660 | 27... | 1 |
| Graph | 2 | 4 | 8 | 16 | 32 | 64 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| add20 | 610 | 550 | 1186 | 1157 | 1755 | 1675 | 2267 | 2081 | 2786 | 2463 | 3270 | 3152 |
| data | 183 | 181 | 369 | 368 | 640 | 628 | 1130 | 1086 | 1907 | 1777 | 3073 | 2798 |
| 3elt... | | 598a | 2390 | 2388 | 7992 | 8154 | 16179 | 16467 | 26196 | 26427 | 40513 | 40674 | | 59098 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | | | | | |
| 144 | 6489 | 6479 | 15196 | 15345 | 25455 | 25818 | 38940 | 39352 | 58359 | 58126 | | 81145 |
| wave... | 0 |
| | transferlimit | non-existingaddr. | suicide | blackhole |
| --- | --- | --- | --- | --- |
| Likelihood | 1 | 1 | 2 | 3 |
| Severity | 2 | 3 | 3 | 2 | | | Difficulty | 2 | 2 | 3 | 2 |
| --- | --- | --- | --- | --- |
| αpr | 4 | 6 | 18 | 12 | | 1 |
| | transferlimit | non-existingaddr. | suicide | blackhole |
| --- | --- | --- | --- | --- |
| Likelihood | 1 | 1 | 2 | 3 |
| Severity | 2 | 3 | 3 | 2 | | | Number | Operation | Oldvalue | EIP150value |
| --- | --- | --- | --- |
| | EXTCODESIZE | 20 | 700 |
| | EXTCODECOPY | 20 | 700 |
| | BALANCE | 20 | 400 |
| | SLOAD | 50 | 200 |
| | CALL | 40 | 700 |
| | SUICIDE(doesnotcreateaccount) | 0 | 5,000 |
| | SUICIDE(createsanaccount) | 0 | 25,000 | | 0 |
| | transferlimit | non-existingaddr. | suicide | blackhole |
| --- | --- | --- | --- | --- |
| Likelihood | 1 | 1 | 2 | 3 |
| Severity | 2 | 3 | 3 | 2 | | | Difficulty | 2 | 2 | 3 | 2 |
| --- | --- | --- | --- | --- |
| αpr | 4 | 6 | 18 | 12 | | 1 |
| | transferlimit | non-existingaddr. | suicide | blackhole |
| --- | --- | --- | --- | --- |
| Likelihood | 1 | 1 | 2 | 3 |
| Severity | 2 | 3 | 3 | 2 | | | | EXTCODECOPY | 20 | 700 |
| --- | --- | --- | --- |
| | BALANCE | 20 | 400 |
| | SLOAD | 50 | 200 |
| | CALL | 40 | 700 |
| | SUICIDE(doesnotcreateaccount) | 0 | 5,000 |
| | SUICIDE(createsanaccount) | 0 | 25,000 | | 0 |
| Usecase | Typeofdata | Securityneed | Specificity |
| --- | --- | --- | --- |
| PeerSense | BDADDR:social-ID | private | device-specific |
| SCAMPI | SCAMPI-ID:social-ID | private | device-specific | | | FoFfinder | bearertoken | private | user-specific |
| --- | --- | --- | --- |
| Publickeydistribution | publickey | public | user-specific | | 1 |
| Usecase | Typeofdata | Securityneed | Specificity |
| --- | --- | --- | --- |
| PeerSense | BDADDR:social-ID | private | device-specific |
| SCAMPI | SCAMPI-ID:social-ID | private | device-specific | | | Key | Explanation |
| --- | --- |
| d: | [TheEntireDictionary] |
| la: | [IP:PortinNetwork-ByteOrder] |
| m: | [MessageTypeHeader,e.g.,getpeers] |
| peer: | [LocalPeerID] |
| share: | [LocalShareID] |
| e: | [End] | | 0 |
| Usecase | Typeofdata | Securityneed | Specificity |
| --- | --- | --- | --- |
| PeerSense | BDADDR:social-ID | private | device-specific |
| SCAMPI | SCAMPI-ID:social-ID | private | device-specific | | | FoFfinder | bearertoken | private | user-specific |
| --- | --- | --- | --- |
| Publickeydistribution | publickey | public | user-specific | | 1 |
| Usecase | Typeofdata | Securityneed | Specificity |
| --- | --- | --- | --- |
| PeerSense | BDADDR:social-ID | private | device-specific |
| SCAMPI | SCAMPI-ID:social-ID | private | device-specific | | | peer: | [LocalPeerID] |
| --- | --- |
| share: | [LocalShareID] |
| e: | [End] | | 0 |
| Scene | Objects | Frames | 3D<br>points |
| --- | --- | --- | --- |
| 1 | 16 | 880 | 13.5x10 |
| 2 | 14 | 728 | 13.7x10 |
| 3 | 12 | 763 | 9.7x10 |
| 4 | 12 | 714 | 5.7x10 |
| 5 | 15 | 1316 | 11.6x10 | | | 6 | 15 | 451 | 7.7x10 |
| --- | --- | --- | --- |
| 7 | 11 | 740 | 13.2x10 |
| 8 | 10 | 398 | 13.5x10 |
| 9 | 13 | 745 | 8.3x10 | | 1 |
| Scene | Objects | Frames | 3D<br>points |
| --- | --- | --- | --- |
| 1 | 16 | 880 | 13.5x10 |
| 2 | 14 | 728 | 13.7x10 |
| 3 | 12 | 763 | 9.7x10 |
| 4 | 12 | 714 | 5.7x10 |
| 5 | 15 | 1316 | 11.6x10 | | | Method | Scene1 | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 4ViewAVP | 8ViewAVP | | | | | | | | | |
| chair | table | sofa | monitor | Avg | chair | table | sofa | monitor | Avg | |
| Scratch | 11.9 | 15.2 | 35.4 | 49.4 | 28.0 | 16.3 | 9.9 | 31.8 | 45.1... | 0 |
| Scene | Objects | Frames | 3D<br>points |
| --- | --- | --- | --- |
| 1 | 16 | 880 | 13.5x10 |
| 2 | 14 | 728 | 13.7x10 |
| 3 | 12 | 763 | 9.7x10 |
| 4 | 12 | 714 | 5.7x10 |
| 5 | 15 | 1316 | 11.6x10 |
| 6 | 15 | 451 | 7.7x10 |
| 7 | 11 | 740 | 13.2x10 | | | 8 | 10 | 398 | 13.5x10 |
| --- | --- | --- | --- |
| 9 | 13 | 745 | 8.3x10 | | 1 |
| Scene | Objects | Frames | 3D<br>points |
| --- | --- | --- | --- |
| 1 | 16 | 880 | 13.5x10 |
| 2 | 14 | 728 | 13.7x10 |
| 3 | 12 | 763 | 9.7x10 |
| 4 | 12 | 714 | 5.7x10 |
| 5 | 15 | 1316 | 11.6x10 |
| 6 | 15 | 451 | 7.7x10 |
| 7 | 11 | 740 | 13.2x10 | | | P3D | 2.9 | 17.4 | 37.4 | 18.3 | 19.0 | 2.1 | 11.1 | 25.2 | 6.1 | 11.2 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| P3DFinetuned | 13.4 | 26.4 | 43.9 | 53.0 | 34.2 | 20.0 | 12.1 | 33.7 | 24.6 | 22.6 |
| ResultsonP3D+ | 10.8 | 38.5 | 41.8 | 55.8 | 36.7 | 9.1 | 34.2 | 37.2 | 46.7 | 31.8 |
| ... | 0 |
| b | Lev+Binomial | Lev+Uniform | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | | new/ideal | fb/ideal | f/ideal | |
| 2 | 18.12 | 435.29 | 12513.00 | 10.68 | 1686.54 | 74164.46 |
| 3 | 20.12 | 861.60 | 103772.38 | 12.14 | 3392.04 | 262620.28 |
| 4 | 22.04 | 11936.27 | | 14.59 | 73079.20 | |
| 5 ... | | 13 | 164.48 | | | 124.96 | | |
| --- | --- | --- | --- | --- | --- | --- |
| 14 | 188.93 | | | 137.76 | | |
| 15 | 188.52 | | | 136.48 | | | | 1 |
| b | Lev+Binomial | Lev+Uniform | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | | new/ideal | fb/ideal | f/ideal | |
| 2 | 18.12 | 435.29 | 12513.00 | 10.68 | 1686.54 | 74164.46 |
| 3 | 20.12 | 861.60 | 103772.38 | 12.14 | 3392.04 | 262620.28 |
| 4 | 22.04 | 11936.27 | | 14.59 | 73079.20 | |
| 5 ... | | Levenshteindistancewithmergesandsplits,lexiconofbooktitles | | | |
| --- | --- | --- | --- |
| b | new/ideal | fb/ideal | f/ideal |
| 2 | 51.69 | 2297.07 | 37428.91 |
| 3 | 155.55 | 7199.24 | |
| 4 | 693.20 | 42141.64 | |
| 5 | 788.27 | 112676.78 | |
| 6 | 1091.35 | | |
| 7 | 1229.88 | | |
| 8 | 2267.31 | ... | 0 |
| b | Lev+Binomial | Lev+Uniform | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | | new/ideal | fb/ideal | f/ideal | |
| 2 | 18.12 | 435.29 | 12513.00 | 10.68 | 1686.54 | 74164.46 |
| 3 | 20.12 | 861.60 | 103772.38 | 12.14 | 3392.04 | 262620.28 |
| 4 | 22.04 | 11936.27 | | 14.59 | 73079.20 | | | | 5 | 25.30 | 23053.83 | | 17.33 | 136324.69 | |
| --- | --- | --- | --- | --- | --- | --- |
| 6 | 38.04 | | | 25.22 | | |
| 7 | 41.01 | | | 27.06 | | |
| 8 | 53.56 | | | 33.69 | | |
| 9 | 60.33 | | | 39.79 | | |
| 10 | 81.73 | | | 56.57 | | |
| 11 | 89.99 | | | 61.09 | | |
| 12 | 156.64 | | ... | 1 |
| b | Lev+Binomial | Lev+Uniform | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | | new/ideal | fb/ideal | f/ideal | |
| 2 | 18.12 | 435.29 | 12513.00 | 10.68 | 1686.54 | 74164.46 |
| 3 | 20.12 | 861.60 | 103772.38 | 12.14 | 3392.04 | 262620.28 |
| 4 | 22.04 | 11936.27 | | 14.59 | 73079.20 | | | | 2 | 51.69 | 2297.07 | 37428.91 |
| --- | --- | --- | --- |
| 3 | 155.55 | 7199.24 | |
| 4 | 693.20 | 42141.64 | |
| 5 | 788.27 | 112676.78 | |
| 6 | 1091.35 | | |
| 7 | 1229.88 | | |
| 8 | 2267.31 | | |
| 9 | 1868.38 | | |
| 10 | 2462.66 | | |
| 11 | 2151.49 | | |
| 12 | 3352.05 | | |
| 13 | 3077.23 ... | 0 |
| Country | PowerDist. | Individualism | Masculinity |
| --- | --- | --- | --- |
| Chile | 63 | 23 | 28 |
| China | 80 | 20 | 66 |
| Germany | 35 | 67 | 66 |
| Greece | 60 | 35 | 57 |
| India | 77 | 48 | 56 | | | Italy | 50 | 76 | 70 |
| --- | --- | --- | --- |
| Norway | 31 | 69 | 8 |
| Pakistan | 55 | 14 | 50 |
| Russia | 93 | 39 | 36 |
| Spain | 57 | 51 | 42 |
| UK | 35 | 89 | 66 |
| USA | 40 | 91 | 62 | | 1 |
| Country | PowerDist. | Individualism | Masculinity |
| --- | --- | --- | --- |
| Chile | 63 | 23 | 28 |
| China | 80 | 20 | 66 |
| Germany | 35 | 67 | 66 |
| Greece | 60 | 35 | 57 |
| India | 77 | 48 | 56 | | | Country | dataset | dataset | | |
| --- | --- | --- | --- | --- |
| - | ρ | p-value | ρ | p-value |
| Argentina | 0.56 | 0.03 | 0.77 | 0.0007 |
| Australia | 0.32 | 0.23 | 0.60 | 0.02 |
| Brazil | 0.48 | 0.06 | 0.81 | 0.0002 |
| Chile | 0.32 | 0.23 | 0.53 | 0.04 |
| England | 0.87 | 0 | 0.70 | 0.004 |
| France | 0.... | 0 |
| Country | PowerDist. | Individualism | Masculinity |
| --- | --- | --- | --- |
| Chile | 63 | 23 | 28 |
| China | 80 | 20 | 66 |
| Germany | 35 | 67 | 66 |
| Greece | 60 | 35 | 57 |
| India | 77 | 48 | 56 |
| Italy | 50 | 76 | 70 |
| Norway | 31 | 69 | 8 | | | Pakistan | 55 | 14 | 50 |
| --- | --- | --- | --- |
| Russia | 93 | 39 | 36 |
| Spain | 57 | 51 | 42 |
| UK | 35 | 89 | 66 |
| USA | 40 | 91 | 62 | | 1 |
| Country | PowerDist. | Individualism | Masculinity |
| --- | --- | --- | --- |
| Chile | 63 | 23 | 28 |
| China | 80 | 20 | 66 |
| Germany | 35 | 67 | 66 |
| Greece | 60 | 35 | 57 |
| India | 77 | 48 | 56 |
| Italy | 50 | 76 | 70 |
| Norway | 31 | 69 | 8 | | | Korea | 0.68 | 0.004 | 0.45 | 0.08 |
| --- | --- | --- | --- | --- |
| Malaysia | -0.16 | 0.54 | 0.11 | 0.68 |
| Mexico | 0.55 | 0.03 | 0.71 | 0.003 |
| Russia | 0.78 | 0.0006 | 0.76 | 0.001 |
| Singapore | 0.34 | 0.20 | 0.65 | 0.008 |
| Spain | 0.78 | 0.0005 | 0.75 | 0.001 |
| Turkey | -0.18 | 0.50 | -0.31 | 0.24 |
... | 0 |
| method | PASCALVOC(val) | Stanford-40 |
| --- | --- | --- |
| noparts | 81.4 | 80.2 |
| part+Nb | 82.0 | 81.2 | | | part+Np | 81.8 | 81.0 |
| --- | --- | --- |
| part+N+Nbp | 83.2 | 82.4 |
| part+N+Nbp<br>(partselected) | 84.0 | 83.4 | | 1 |
| method | PASCALVOC(val) | Stanford-40 |
| --- | --- | --- |
| noparts | 81.4 | 80.2 |
| part+Nb | 82.0 | 81.2 | | | Method | PartA | PartB | | |
| --- | --- | --- | --- | --- |
| MAE | MSE | MAE | MSE | |
| LBP+RR | 303.2 | 371.0 | 59.1 | 81.7 |
| Zhangetal. | 181.8 | 277.7 | 32.0 | 49.8 |
| MCNN | 110.2 | 173.2 | 26.4 | 41.3 |
| Proposed | 79.1 | 130.1 | 17.8 | 26.0 | | 0 |
| method | PASCALVOC(val) | Stanford-40 |
| --- | --- | --- |
| noparts | 81.4 | 80.2 |
| part+Nb | 82.0 | 81.2 | | | part+Np | 81.8 | 81.0 |
| --- | --- | --- |
| part+N+Nbp | 83.2 | 82.4 |
| part+N+Nbp<br>(partselected) | 84.0 | 83.4 | | 1 |
| method | PASCALVOC(val) | Stanford-40 |
| --- | --- | --- |
| noparts | 81.4 | 80.2 |
| part+Nb | 82.0 | 81.2 | | | LBP+RR | 303.2 | 371.0 | 59.1 | 81.7 |
| --- | --- | --- | --- | --- |
| Zhangetal. | 181.8 | 277.7 | 32.0 | 49.8 |
| MCNN | 110.2 | 173.2 | 26.4 | 41.3 |
| Proposed | 79.1 | 130.1 | 17.8 | 26.0 | | 0 |
| -classe1800(attendus=169,ramenes=127.00,corrects=9.00)<br>rappel=0.053precision=0.071f-mesure=0.061 |
| --- |
| -classe1810(attendus=169,ramenes=252.00,corrects=33.00)<br>rappel=0.195precision=0.131f-mesure=0.157 |
| -classe1820(attendus=169,ramenes=258.00,corrects=29.00)<br>rappel=0.172precision=0.112f-mesure=0.136 ... | | -classe1880(attendus=169,ramenes=166.00,corrects=20.00)<br>rappel=0.118precision=0.120f-mesure=0.119 |
| --- |
| -classe1890(attendus=197,ramenes=81.00,corrects=7.00)<br>rappel=0.036precision=0.086f-mesure=0.050 |
| -classe1900(attendus=203,ramenes=153.00,corrects=14.00)<br>rappel=0.069precision=0.092f-mesure=0.079 |... | 1 |
| -classe1800(attendus=169,ramenes=127.00,corrects=9.00)<br>rappel=0.053precision=0.071f-mesure=0.061 |
| --- |
| -classe1810(attendus=169,ramenes=252.00,corrects=33.00)<br>rappel=0.195precision=0.131f-mesure=0.157 |
| -classe1820(attendus=169,ramenes=258.00,corrects=29.00)<br>rappel=0.172precision=0.112f-mesure=0.136 ... | | -classe1800(attendus=169,ramenes=127.00,corrects=9.00)<br>rappel=0.053precision=0.071f-mesure=0.061 |
| --- |
| -classe1810(attendus=169,ramenes=252.00,corrects=33.00)<br>rappel=0.195precision=0.131f-mesure=0.157 |
| -classe1820(attendus=169,ramenes=258.00,corrects=29.00)<br>rappel=0.172precision=0.112f-mesure=0.136 ... | 0 |
| -classe1800(attendus=169,ramenes=127.00,corrects=9.00)<br>rappel=0.053precision=0.071f-mesure=0.061 |
| --- |
| -classe1810(attendus=169,ramenes=252.00,corrects=33.00)<br>rappel=0.195precision=0.131f-mesure=0.157 |
| -classe1820(attendus=169,ramenes=258.00,corrects=29.00)<br>rappel=0.172precision=0.112f-mesure=0.136 ... | | -classe1850(attendus=169,ramenes=186.00,corrects=16.00)<br>rappel=0.095precision=0.086f-mesure=0.090 |
| --- |
| -classe1860(attendus=170,ramenes=146.00,corrects=13.00)<br>rappel=0.076precision=0.089f-mesure=0.082 |
| -classe1870(attendus=169,ramenes=103.00,corrects=10.00)<br>rappel=0.059precision=0.097f-mesure=0.074... | 1 |
| -classe1800(attendus=169,ramenes=127.00,corrects=9.00)<br>rappel=0.053precision=0.071f-mesure=0.061 |
| --- |
| -classe1810(attendus=169,ramenes=252.00,corrects=33.00)<br>rappel=0.195precision=0.131f-mesure=0.157 |
| -classe1820(attendus=169,ramenes=258.00,corrects=29.00)<br>rappel=0.172precision=0.112f-mesure=0.136 ... | | -classe1870(attendus=169,ramenes=103.00,corrects=10.00)<br>rappel=0.059precision=0.097f-mesure=0.074 |
| --- |
| -classe1880(attendus=169,ramenes=166.00,corrects=20.00)<br>rappel=0.118precision=0.120f-mesure=0.119 |
| -classe1890(attendus=197,ramenes=81.00,corrects=7.00)<br>rappel=0.036precision=0.086f-mesure=0.050 |... | 0 |
| Model<br>(trainingtime) | Redmond | Havel | ninjutsu | graffiti |
| --- | --- | --- | --- | --- |
| Collobert(50d)<br>(2months) | conyers<br>lubbock<br>keene | plauen<br>dzerzhinsky<br>osterreich | reiki<br>kohona<br>karate | cheesecake<br>gossip<br>dioramas | | | Turian(200d)<br>(fewweeks) | McCarthy<br>Alston<br>Cousins | Jewell<br>Arzu<br>Ovitz | -<br>-<br>- | gunfire<br>emotion<br>impunity |
| --- | --- | --- | --- | --- |
| Mnih(100d)<br>(7days) | Podhurst<br>Harlang<br>Agarwal | Pontiff<br>Pinochet<br>Rodionov | -<br>-<br>- | anaesthetics<br>monkeys<br>Jews |
| Skip-Phrase... | 1 |
| Model<br>(trainingtime) | Redmond | Havel | ninjutsu | graffiti |
| --- | --- | --- | --- | --- |
| Collobert(50d)<br>(2months) | conyers<br>lubbock<br>keene | plauen<br>dzerzhinsky<br>osterreich | reiki<br>kohona<br>karate | cheesecake<br>gossip<br>dioramas | | | Model | FrequentWords | RareWords | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| man | including | relatively | unconditional | hydroplane | uploading | |
| word | person<br>anyone<br>children<br>men | like<br>featuring<br>include<br>includes | extremely<br>making<br>very<br>quite | nazi<br>fairly<br>jo... | 0 |
| Model<br>(trainingtime) | Redmond | Havel | ninjutsu | graffiti |
| --- | --- | --- | --- | --- |
| Collobert(50d)<br>(2months) | conyers<br>lubbock<br>keene | plauen<br>dzerzhinsky<br>osterreich | reiki<br>kohona<br>karate | cheesecake<br>gossip<br>dioramas | | | Turian(200d)<br>(fewweeks) | McCarthy<br>Alston<br>Cousins | Jewell<br>Arzu<br>Ovitz | -<br>-<br>- | gunfire<br>emotion<br>impunity |
| --- | --- | --- | --- | --- |
| Mnih(100d)<br>(7days) | Podhurst<br>Harlang<br>Agarwal | Pontiff<br>Pinochet<br>Rodionov | -<br>-<br>- | anaesthetics<br>monkeys<br>Jews |
| Skip-Phrase... | 1 |
| Model<br>(trainingtime) | Redmond | Havel | ninjutsu | graffiti |
| --- | --- | --- | --- | --- |
| Collobert(50d)<br>(2months) | conyers<br>lubbock<br>keene | plauen<br>dzerzhinsky<br>osterreich | reiki<br>kohona<br>karate | cheesecake<br>gossip<br>dioramas | | | BPE<br>LSTM | ii<br>hill<br>text<br>netherlands | called<br>involve<br>like<br>creating | newly<br>never<br>essentially<br>least | unintentional<br>ungenerous<br>unanimous<br>unpalatable | emphasize<br>heartbeat<br>hybridized<br>unplatable | upbeat<br>uprising<br>handling<br>hand-colored |
| --- | --- | --- | --- | -... | 0 |
| Training | Posts | 217,905 |
| --- | --- | --- |
| Responses | Angry | 234,635 |
| Disgust | 689,295 | |
| Happy | 306,364 | |
| Like | 1,226,954 | |
| Sad | 537,028 | |
| Other | 1,365,371 | | | | Validation | Posts | 1,000 |
| --- | --- | --- |
| Test | Posts | 1,000 | | 1 |
| Training | Posts | 217,905 |
| --- | --- | --- |
| Responses | Angry | 234,635 |
| Disgust | 689,295 | |
| Happy | 306,364 | |
| Like | 1,226,954 | |
| Sad | 537,028 | |
| Other | 1,365,371 | | | | | CNN | Dailymail | | |
| --- | --- | --- | --- | --- |
| #Training | Val | Test | Val | Test |
| 10 | 35.2 | 41.6 | 45.7 | 43.6 |
| 20 | 57.4 | 55.1 | 57.2 | 56.2 |
| 30 | 56.7 | 60.2 | 61.4 | 60.3 |
| 40 | 57 | 60 | 62.3 | 61.3 |
| 50 | 60.3 | 63.1 | 63.5 | 62.5 |
| 100 | 61.5 | 63.9 | 65.4 | 64.6 |
| 200 | 62.5... | 0 |
| Training | Posts | 217,905 |
| --- | --- | --- |
| Responses | Angry | 234,635 |
| Disgust | 689,295 | |
| Happy | 306,364 | |
| Like | 1,226,954 | | | | Sad | 537,028 | |
| --- | --- | --- |
| Other | 1,365,371 | |
| Validation | Posts | 1,000 |
| Test | Posts | 1,000 | | 1 |
| Training | Posts | 217,905 |
| --- | --- | --- |
| Responses | Angry | 234,635 |
| Disgust | 689,295 | |
| Happy | 306,364 | |
| Like | 1,226,954 | | | | 20 | 57.4 | 55.1 | 57.2 | 56.2 |
| --- | --- | --- | --- | --- |
| 30 | 56.7 | 60.2 | 61.4 | 60.3 |
| 40 | 57 | 60 | 62.3 | 61.3 |
| 50 | 60.3 | 63.1 | 63.5 | 62.5 |
| 100 | 61.5 | 63.9 | 65.4 | 64.6 |
| 200 | 62.5 | 64.9 | 67.3 | 65.2 |
| 500 | 62.8 | 65 | 67.5 | 66.3 |
| 1000 | 62.9 | 65.2 | 68.3 | 66.7 |
| 2000 | ... | 0 |
| Method | TimeComplexity |
| --- | --- |
| GAFS | O(tmdn+tlmd) |
| LapScore | O(dn) | | | SPEC | O(rn+dn) |
| --- | --- |
| MRSF | O(mn+dn) |
| UDFS | O(n+td) |
| RSR | O(tdn+td) | | 1 |
| Method | TimeComplexity |
| --- | --- |
| GAFS | O(tmdn+tlmd) |
| LapScore | O(dn) | | | NAS<br>benchmark | Numberof<br>processes | Ckpt<br>time(s) | Ckpt<br>size(MB) |
| --- | --- | --- | --- |
| LU.E | 128×4 | 70.8 | 350 |
| LU.E | 64×8 | 136.6 | 356 |
| LU.E | 32×16 | 222.6 | 355 |
| LU.E | 128×16 | 70.2 | 117 | | 0 |
| Method | TimeComplexity |
| --- | --- |
| GAFS | O(tmdn+tlmd) |
| LapScore | O(dn) | | | SPEC | O(rn+dn) |
| --- | --- |
| MRSF | O(mn+dn) |
| UDFS | O(n+td) |
| RSR | O(tdn+td) | | 1 |
| Method | TimeComplexity |
| --- | --- |
| GAFS | O(tmdn+tlmd) |
| LapScore | O(dn) | | | LU.E | 64×8 | 136.6 | 356 |
| --- | --- | --- | --- |
| LU.E | 32×16 | 222.6 | 355 |
| LU.E | 128×16 | 70.2 | 117 | | 0 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames |
| π | 1in5 | Commoninmath | | | $ | 4in5 | Usedinbusiness |
| --- | --- | --- |
| Ψ | 1in40,000 | Unexplainedusage | | 1 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames |
| π | 1in5 | Commoninmath | | | Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames |
| π | 1in5 | Commoninmath |
| $ | 4in5 | Usedinbusiness |
| Ψ | 1in40,000 | Unexplainedusage | | 0 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames |
| π | 1in5 | Commoninmath | | | $ | 4in5 | Usedinbusiness |
| --- | --- | --- |
| Ψ | 1in40,000 | Unexplainedusage | | 1 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames |
| π | 1in5 | Commoninmath | | | π | 1in5 | Commoninmath |
| --- | --- | --- |
| $ | 4in5 | Usedinbusiness |
| Ψ | 1in40,000 | Unexplainedusage | | 0 |
| Feature | Importance |
| --- | --- |
| displayid-events-geolocation-0T.norm | 0.117 |
| displayid-events-geolocation-0T | 0.114 |
| displayid-events-geolocation-1T | 0.114 | | | main-adid | 0.030 |
| --- | --- |
| displayid-events-documentid | 0.017 | | 1 |
| Feature | Importance |
| --- | --- |
| displayid-events-geolocation-0T.norm | 0.117 |
| displayid-events-geolocation-0T | 0.114 |
| displayid-events-geolocation-1T | 0.114 | | | Event | FiringRate(perhour) |
| --- | --- |
| Text | 557.8 |
| App | 23.2 |
| Web | 5.6 |
| Location | 3.5 | | 0 |
| Feature | Importance |
| --- | --- |
| displayid-events-geolocation-0T.norm | 0.117 |
| displayid-events-geolocation-0T | 0.114 |
| displayid-events-geolocation-1T | 0.114 | | | main-adid | 0.030 |
| --- | --- |
| displayid-events-documentid | 0.017 | | 1 |
| Feature | Importance |
| --- | --- |
| displayid-events-geolocation-0T.norm | 0.117 |
| displayid-events-geolocation-0T | 0.114 |
| displayid-events-geolocation-1T | 0.114 | | | App | 23.2 |
| --- | --- |
| Web | 5.6 |
| Location | 3.5 | | 0 |
| Year | NDCG@20 | NDCG@100 | NDCG@150 |
| --- | --- | --- | --- |
| 2015 | 0.7761 | 0.7587 | 0.7675 | | | 2014 | 0.8777 | 0.7911 | 0.7978 |
| --- | --- | --- | --- |
| 2013 | 0.8432 | 0.7766 | 0.7894 |
| Avg | 0.8323 | 0.7755 | 0.7849 | | 1 |
| Year | NDCG@20 | NDCG@100 | NDCG@150 |
| --- | --- | --- | --- |
| 2015 | 0.7761 | 0.7587 | 0.7675 | | | Year | Acc. | Opt. | Base. | Opt.t | TN | TP | FN | FP | Total |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1999 | 0.5000 | 0.7500 | 0.7500 | 0 | 0 | 4 | 2 | 2 | 8 |
| 2000 | 0.6000 | 0.7000 | 0.7000 | 0 | 0 | 6 | 1 | 3 | 10 |
| 2001 | 0.5333 | 0.6667 | 0.5333 | 57 | 3 | 5 | 3 | 4 | 15 |
| 2003 |... | 0 |
| Year | NDCG@20 | NDCG@100 | NDCG@150 |
| --- | --- | --- | --- |
| 2015 | 0.7761 | 0.7587 | 0.7675 |
| 2014 | 0.8777 | 0.7911 | 0.7978 | | | 2013 | 0.8432 | 0.7766 | 0.7894 |
| --- | --- | --- | --- |
| Avg | 0.8323 | 0.7755 | 0.7849 | | 1 |
| Year | NDCG@20 | NDCG@100 | NDCG@150 |
| --- | --- | --- | --- |
| 2015 | 0.7761 | 0.7587 | 0.7675 |
| 2014 | 0.8777 | 0.7911 | 0.7978 | | | 2014 | 0.6154 | 0.6923 | 0.7692 | 123 | 8 | 0 | 3 | 2 | 13 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 2015 | 0.7273 | 0.8182 | 0.7273 | 1028 | 7 | 1 | 2 | 1 | 11 |
| 2016 | 0.5882 | 0.6471 | 0.5882 | 35 | 9 | 1 | 6 | 1 | 17 |
| All | 0.5105 | 0.6527 | - | - | 90 | 32 | 71 | 46 | 239 | | 0 |
| Models | devset | testset |
| --- | --- | --- |
| CosineWord2Vec | 46.4 | 45.63 | | | CosineTFIDF | 47.6 | 47.36 |
| --- | --- | --- |
| SSCBTFIDF | 48.5 | - |
| CompareAggregate | 72.1 | 72.9 |
| QACNN | 77.6 | 75.84 |
| ConvnetFusion | - | 77.63 |
| QACNN(ensemble) | 79.0 | 79.99 | | 1 |
| Models | devset | testset |
| --- | --- | --- |
| CosineWord2Vec | 46.4 | 45.63 | | | Models | devset | testset |
| --- | --- | --- |
| OnestageQACNN | 66.8 | - |
| QACNN(noattention) | 69.6 | - |
| QACNN(onlyword-levelattention) | 72.5 | - |
| QACNN(onlysentence-levelattention) | 75.1 | - |
| QACNN(single) | 77.6 | 75.84 |
| QACNN(ensemble) | 79.0 | 79.99 | | 0 |
| Models | devset | testset |
| --- | --- | --- |
| CosineWord2Vec | 46.4 | 45.63 |
| CosineTFIDF | 47.6 | 47.36 |
| SSCBTFIDF | 48.5 | - |
| CompareAggregate | 72.1 | 72.9 |
| QACNN | 77.6 | 75.84 | | | ConvnetFusion | - | 77.63 |
| --- | --- | --- |
| QACNN(ensemble) | 79.0 | 79.99 | | 1 |
| Models | devset | testset |
| --- | --- | --- |
| CosineWord2Vec | 46.4 | 45.63 |
| CosineTFIDF | 47.6 | 47.36 |
| SSCBTFIDF | 48.5 | - |
| CompareAggregate | 72.1 | 72.9 |
| QACNN | 77.6 | 75.84 | | | QACNN(onlysentence-levelattention) | 75.1 | - |
| --- | --- | --- |
| QACNN(single) | 77.6 | 75.84 |
| QACNN(ensemble) | 79.0 | 79.99 | | 0 |
| Timestep | Analogdata | Quantizeddata<br>M=5 | Quantizeddata<br>M=2 |
| --- | --- | --- | --- |
| t=1MI | Sensor2,7 | Sensor2,7 | Sensor2,7 |
| t=1FI | Sensor2,7 | Sensor2,7 | Sensor2,7 |
| t=3MI | Sensor8 | Sensor8 | Sensor2,7,14 | | | t=3FI | Sensor8 | Sensor8 | Sensor2,7,9 |
| --- | --- | --- | --- |
| t=8MI | Sensor16 | Sensor16 | Sensor10,16,21 |
| t=8FI | Sensor15 | Sensor15 | Sensor10,16 | | 1 |
| Timestep | Analogdata | Quantizeddata<br>M=5 | Quantizeddata<br>M=2 |
| --- | --- | --- | --- |
| t=1MI | Sensor2,7 | Sensor2,7 | Sensor2,7 |
| t=1FI | Sensor2,7 | Sensor2,7 | Sensor2,7 |
| t=3MI | Sensor8 | Sensor8 | Sensor2,7,14 | | | Basis | db4 | db10 | coif1 | coif4 | coif5 | sym4 | sym10 | bior2.2 | bior2.4 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| T=0.5se | 9.837 | 9.583 | 8.340 | 9.346 | 9.563 | 8.894 | 9.088 | 8.658 | 8.5910 |
| T=1se | 8.9912 | 8.9888 | 7.6042 | 8.383 | 8.7456 | 7.5807 | 8.1286 | 7.9584 | 7.7010 |
|... | 0 |
| Timestep | Analogdata | Quantizeddata<br>M=5 | Quantizeddata<br>M=2 |
| --- | --- | --- | --- |
| t=1MI | Sensor2,7 | Sensor2,7 | Sensor2,7 |
| t=1FI | Sensor2,7 | Sensor2,7 | Sensor2,7 | | | t=3MI | Sensor8 | Sensor8 | Sensor2,7,14 |
| --- | --- | --- | --- |
| t=3FI | Sensor8 | Sensor8 | Sensor2,7,9 |
| t=8MI | Sensor16 | Sensor16 | Sensor10,16,21 |
| t=8FI | Sensor15 | Sensor15 | Sensor10,16 | | 1 |
| Timestep | Analogdata | Quantizeddata<br>M=5 | Quantizeddata<br>M=2 |
| --- | --- | --- | --- |
| t=1MI | Sensor2,7 | Sensor2,7 | Sensor2,7 |
| t=1FI | Sensor2,7 | Sensor2,7 | Sensor2,7 | | | T=1se | 8.9912 | 8.9888 | 7.6042 | 8.383 | 8.7456 | 7.5807 | 8.1286 | 7.9584 | 7.7010 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| T=2se | 7.8232 | 7.3634 | 6.8023 | 7.8996 | 7.7596 | 6.097 | 7.2485 | 6.922 | 6.7302 |
| T=5se | 8.087 | 7.951 | 8.957 | 8.239 | 8.509 | 7.761 | 7.855 | 8.403 | 8.009... | 0 |
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