premise string | hypothesis string | label int64 |
|---|---|---|
| 1 | Item-kNN | Neighborhoodbased |
| --- | --- | --- |
| 2 | ALS | Alternatingleastsquares |
| 3 | wALS | Weightedalternatingleastsquares |
| 4 | BPTF | Bayesianprob.tensorfactorization |
| 5 | SGD | Stochasticgradientdescent |
| 6 | SVD++ | SVD++algorithm |
| 7 | time-kNN | Timeawareneighborhoodmodel |
| 8 | time-SG... | | 10 | Random-forest | Randomforest |
| --- | --- | --- |
| 11 | MFITR | MFitemtaxonomyregularization |
| 12 | time-MFITR | MFitemtaxonomyregularization,<br>timeaware | | 1 |
| 1 | Item-kNN | Neighborhoodbased |
| --- | --- | --- |
| 2 | ALS | Alternatingleastsquares |
| 3 | wALS | Weightedalternatingleastsquares |
| 4 | BPTF | Bayesianprob.tensorfactorization |
| 5 | SGD | Stochasticgradientdescent |
| 6 | SVD++ | SVD++algorithm |
| 7 | time-kNN | Timeawareneighborhoodmodel |
| 8 | time-SG... | | CNNsName | VGG-F | VGG-M | VGG-S | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| | PostReLU | PreReLU | PostReLU | PreReLU | PostReLU | PreReLU | PostReLU |
| Dimensions | 4096 | 4096 | 4096 | 4096 | 4096 | 4096 | 4096 |
| Selection | RF(5) | SU(5) | SU(10) | SU(10) | RF(10) | SU(5) | SU(15) |
| Cl... | 0 |
| 1 | Item-kNN | Neighborhoodbased |
| --- | --- | --- |
| 2 | ALS | Alternatingleastsquares |
| 3 | wALS | Weightedalternatingleastsquares |
| 4 | BPTF | Bayesianprob.tensorfactorization |
| 5 | SGD | Stochasticgradientdescent |
| 6 | SVD++ | SVD++algorithm |
| 7 | time-kNN | Timeawareneighborhoodmodel |
| 8 | time-SG... | | 11 | MFITR | MFitemtaxonomyregularization |
| --- | --- | --- |
| 12 | time-MFITR | MFitemtaxonomyregularization,<br>timeaware | | 1 |
| 1 | Item-kNN | Neighborhoodbased |
| --- | --- | --- |
| 2 | ALS | Alternatingleastsquares |
| 3 | wALS | Weightedalternatingleastsquares |
| 4 | BPTF | Bayesianprob.tensorfactorization |
| 5 | SGD | Stochasticgradientdescent |
| 6 | SVD++ | SVD++algorithm |
| 7 | time-kNN | Timeawareneighborhoodmodel |
| 8 | time-SG... | | Dimensions | 4096 | 4096 | 4096 | 4096 | 4096 | 4096 | 4096 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Selection | RF(5) | SU(5) | SU(10) | SU(10) | RF(10) | SU(5) | SU(15) |
| Classifier | SVMs | NB | RFT | NB | NB | RFT | kNN |
| Accuracy | 83.86 | 89.29 | 83.13 | 83.86 | 90.41 | 87.10 | 90.34 |
| AUC | 0... | 0 |
| | Anechoicchamber | Reverberantroom |
| --- | --- | --- |
| Source1 | ◦◦<br>(78.01,50.42) | ◦◦<br>(74.2,27.22) |
| Source2 | ◦◦<br>(77.15,141.81) | ◦◦<br>(76.78,55.58) | | | Source3 | ◦◦<br>(76.29,218.87) | ◦◦<br>(77.06,87.09) |
| --- | --- | --- |
| Source4 | ◦◦<br>(71.42,313.69) | ◦◦<br>(73.91,324.90) | | 1 |
| | Anechoicchamber | Reverberantroom |
| --- | --- | --- |
| Source1 | ◦◦<br>(78.01,50.42) | ◦◦<br>(74.2,27.22) |
| Source2 | ◦◦<br>(77.15,141.81) | ◦◦<br>(76.78,55.58) | | | Approach | deep | | | | |
| --- | --- | --- | --- | --- | --- |
| RMSE | PR | CCC | RMSE | PR | |
| target | 0.67 | .786 | .776 | 0.66 | .787 |
| src<br>dann | 1.01<br>1.10 | .515<br>.503 | .452<br>.489 | 1.00<br>1.07 | .510<br>.520 |
| src<br>dann | 1.57<br>1.48 | .551<br>.607 | .267<br>.381 | 1.53<br>1.46 | .5... | 0 |
| | Anechoicchamber | Reverberantroom |
| --- | --- | --- |
| Source1 | ◦◦<br>(78.01,50.42) | ◦◦<br>(74.2,27.22) | | | Source2 | ◦◦<br>(77.15,141.81) | ◦◦<br>(76.78,55.58) |
| --- | --- | --- |
| Source3 | ◦◦<br>(76.29,218.87) | ◦◦<br>(77.06,87.09) |
| Source4 | ◦◦<br>(71.42,313.69) | ◦◦<br>(73.91,324.90) | | 1 |
| | Anechoicchamber | Reverberantroom |
| --- | --- | --- |
| Source1 | ◦◦<br>(78.01,50.42) | ◦◦<br>(74.2,27.22) | | | src<br>dann | 1.01<br>1.10 | .515<br>.503 | .452<br>.489 | 1.00<br>1.07 | .510<br>.520 |
| --- | --- | --- | --- | --- | --- |
| src<br>dann | 1.57<br>1.48 | .551<br>.607 | .267<br>.381 | 1.53<br>1.46 | .555<br>.614 |
| src<br>dann | 1.20<br>1.18 | .496<br>.555 | .386<br>.499 | 1.18<br>1.18 | .506<br>.551 | | 0 |
| 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 |
| 59.7<br>40.7<br>32.1<br>29.5<br>27.0 | 3257.2<br>744.0<br>325.7<br>199.2<br>140.7 | 1049774<br>1... | | 978 | 321724 | 2987624 | 5.27 | 28754 | 2576.0 | 0.0062 | 2.429 | 6.07 | 8 | 6.79 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 114.4<br>84.2<br>71.4<br>65.3<br>62.8 | 4428.8<br>1419.2<br>814.4<br>595.5<br>513.7 | 2987898<br>2987342<br>2987706<br>2987468<br>2987771 | 5.27<br>5.26<br>5.27<br>... | 1 |
| 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 |
| 59.7<br>40.7<br>32.1<br>29.5<br>27.0 | 3257.2<br>744.0<br>325.7<br>199.2<br>140.7 | 1049774<br>1... | | 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>6.5... | 0 |
| 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 |
| 59.7<br>40.7<br>32.1<br>29.5<br>27.0 | 3257.2<br>744.0<br>325.7<br>199.2<br>140.7 | 1049774<br>1... | | 153 | 113338 | 925872 | 5.53 | 549 | 33.20 | 0.205 | 2.336 | 12.75 | 16 | 12.10 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 30.2<br>22.8<br>17.8<br>17.2<br>15.2 | 2209.1<br>452.4<br>188.4<br>118.8<br>82.4 | 925831<br>925928<br>925802<br>925660<br>925950 | 5.53<br>5.53<br>5.53<br>5.53<br>5.... | 1 |
| 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 |
| 59.7<br>40.7<br>32.1<br>29.5<br>27.0 | 3257.2<br>744.0<br>325.7<br>199.2<br>140.7 | 1049774<br>1... | | 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 |
| --- | --- | --- | --- | --- | --- | -... | 0 |
| D | nanophase | cellequation | d=2 | d=3 | d=4 | d=5 |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | L(S)1 | x<R | y | y,z | y,z,t | y,z,t,v |
| 2 | C(S)2 | 222<br>x+y<R | * | z | z,t | z,t,v | | | 3 | S3 | 2222<br>x+y+z<R | imp | * | t | t,v |
| --- | --- | --- | --- | --- | --- | --- |
| 4 | S4 | 22222<br>x+y+z+t<R | imp | imp | * | v |
| 5 | S5 | 222222<br>x+y+z+t+v<R | imp | imp | imp | * | | 1 |
| D | nanophase | cellequation | d=2 | d=3 | d=4 | d=5 |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | L(S)1 | x<R | y | y,z | y,z,t | y,z,t,v |
| 2 | C(S)2 | 222<br>x+y<R | * | z | z,t | z,t,v | | | | | |
| --- | --- | --- |
| | | |
| d1<br>d2<br>d3 | 0,27×104480,25×10<br>291761203628673<br>666<br>0,50×100,45×100,30×10 | 2,58×10752,58×10<br>66<br>4,12×103474,11×10<br>666<br>24,45×1019,62×103,46×10 |
| total | 0,80×100,46×100,58×10 | 31,15×1019,62×1010,16×10 |
| DBLP | Netflix | |
| | | |
| d1<br>d2<br>d... | 0 |
| D | nanophase | cellequation | d=2 | d=3 | d=4 | d=5 |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | L(S)1 | x<R | y | y,z | y,z,t | y,z,t,v | | | 2 | C(S)2 | 222<br>x+y<R | * | z | z,t | z,t,v |
| --- | --- | --- | --- | --- | --- | --- |
| 3 | S3 | 2222<br>x+y+z<R | imp | * | t | t,v |
| 4 | S4 | 22222<br>x+y+z+t<R | imp | imp | * | v |
| 5 | S5 | 222222<br>x+y+z+t+v<R | imp | imp | imp | * | | 1 |
| D | nanophase | cellequation | d=2 | d=3 | d=4 | d=5 |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | L(S)1 | x<R | y | y,z | y,z,t | y,z,t,v | | | DBLP | Netflix | |
| --- | --- | --- |
| | | |
| d1<br>d2<br>d3 | 0,79×102370,55×10<br>66<br>2,62×10424070,97×10<br>666<br>3,27×101,61×101,61×10 | 15,54×1025612,47×10<br>966<br>0,19×100,14×1020,30×10<br>966<br>0,20×1044,52×100,92×10 |
| total | 6,68×101,61×102,13×10 | 0,39×1044,66×1033,69×10 | | 0 |
| Searchedwords | tfidfR | tfidfA | tfidf−tfidfRA | Commonwords | tfidfR | tfidfA | tfidf−tfidfRA |
| --- | --- | --- | --- | --- | --- | --- | --- |
| written | 0.4371 | 0.04322 | 0.3938 | unsubscribe | 0.109 | 0.1833 | -0.0743 |
| question | 0.447 | 0.0678 | 0.3796 | click | 0.0953 | 0.1671 | -0.0718 | | | answer | 0.2283 | 0.0377 | 0.1907 | please | 0.0931 | 0.1597 | -0.0666 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| commission | 0.2224 | 0.0386 | 0.1838 | about | 0.0761 | 0.1279 | -0.0518 |
| union | 0.2273 | 0.0565 | 0.1708 | service | 0.0394 | 0.1248 | -0.0854 |
| european | 0.2508 | 0.088 | 0.1628 | twi... | 1 |
| Searchedwords | tfidfR | tfidfA | tfidf−tfidfRA | Commonwords | tfidfR | tfidfA | tfidf−tfidfRA |
| --- | --- | --- | --- | --- | --- | --- | --- |
| written | 0.4371 | 0.04322 | 0.3938 | unsubscribe | 0.109 | 0.1833 | -0.0743 |
| question | 0.447 | 0.0678 | 0.3796 | click | 0.0953 | 0.1671 | -0.0718 | | | Advising<br>QuestionQuery | ATIS<br>QuestionQuery | GeoQuery<br>QuestionQuery |
| --- | --- | --- |
| 3695<br>83.8165.8 | 227111<br>55.169.2 | 19156<br>19.621.5 |
| 100<br>111.8N/A | 16<br>28.071.3 | 50<br>17.2N/A |
| 43675<br>69.868.4 | 9468<br>85.872.1 | 5384<br>25.618.0 |
| 7925<br>88.890.5 | 122162<br>113.892.2 |... | 0 |
| Searchedwords | tfidfR | tfidfA | tfidf−tfidfRA | Commonwords | tfidfR | tfidfA | tfidf−tfidfRA |
| --- | --- | --- | --- | --- | --- | --- | --- |
| written | 0.4371 | 0.04322 | 0.3938 | unsubscribe | 0.109 | 0.1833 | -0.0743 |
| question | 0.447 | 0.0678 | 0.3796 | click | 0.0953 | 0.1671 | -0.0718 |
| answer | 0.2283 | 0... | | commission | 0.2224 | 0.0386 | 0.1838 | about | 0.0761 | 0.1279 | -0.0518 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| union | 0.2273 | 0.0565 | 0.1708 | service | 0.0394 | 0.1248 | -0.0854 |
| european | 0.2508 | 0.088 | 0.1628 | twitter | 0.0257 | 0.1193 | -0.0936 |
| source | 0.2267 | 0.0663 | 0.1604 | tr... | 1 |
| Searchedwords | tfidfR | tfidfA | tfidf−tfidfRA | Commonwords | tfidfR | tfidfA | tfidf−tfidfRA |
| --- | --- | --- | --- | --- | --- | --- | --- |
| written | 0.4371 | 0.04322 | 0.3938 | unsubscribe | 0.109 | 0.1833 | -0.0743 |
| question | 0.447 | 0.0678 | 0.3796 | click | 0.0953 | 0.1671 | -0.0718 |
| answer | 0.2283 | 0... | | 100<br>111.8N/A | 16<br>28.071.3 | 50<br>17.2N/A |
| --- | --- | --- |
| 43675<br>69.868.4 | 9468<br>85.872.1 | 5384<br>25.618.0 |
| 7925<br>88.890.5 | 122162<br>113.892.2 | 3042<br>29.725.0 | | 0 |
| Experiment | Published<br>AverageAverage<br>PublishTimeMessageSizeThroughputBandwidth<br>(msec)(bytes)(msg/sec)(MB/sec) | | | | |
| --- | --- | --- | --- | --- | --- |
| FutureGrid | 0.09 | 2,175 | 41.46 | 0.09 | 1,101 |
| FutureGridx2 | 0.08 | 2,174 | 80.78 | 0.18 | 3,254 | | | XSEDE | 29.27 | 10,517 | 1.65 | 0.02 | 163 |
| --- | --- | --- | --- | --- | --- |
| XSEDEx2 | 26.08 | 10,443 | 3.32 | 0.03 | 593 |
| OSG | 4.34 | 4,367 | 27.26 | 0.12 | 4,572 |
| OSGx2 | 3.79 | 4,394 | 54.39 | 0.24 | 17,222 | | 1 |
| Experiment | Published<br>AverageAverage<br>PublishTimeMessageSizeThroughputBandwidth<br>(msec)(bytes)(msg/sec)(MB/sec) | | | | |
| --- | --- | --- | --- | --- | --- |
| FutureGrid | 0.09 | 2,175 | 41.46 | 0.09 | 1,101 |
| FutureGridx2 | 0.08 | 2,174 | 80.78 | 0.18 | 3,254 | | | Experiment | Published<br>AverageAverage<br>UpdateTimeUpdateSizeThroughputBandwidth<br>(msec)(bytes)(updates/sec)(MB/sec) | Consumed<br>Throughput<br>(selects/sec) | | | |
| --- | --- | --- | --- | --- | --- |
| FutureGrid | 127.74 | 2,175 | 41.46 | 0.09 | 3.26 |
| FutureGridx2 | 120.44 | 2,174 | 80.78 | 0.18 | 4.... | 0 |
| Experiment | Published<br>AverageAverage<br>PublishTimeMessageSizeThroughputBandwidth<br>(msec)(bytes)(msg/sec)(MB/sec) | | | | |
| --- | --- | --- | --- | --- | --- |
| FutureGrid | 0.09 | 2,175 | 41.46 | 0.09 | 1,101 |
| FutureGridx2 | 0.08 | 2,174 | 80.78 | 0.18 | 3,254 |
| XSEDE | 29.27 | 10,517 | 1.65 | 0.02... | | OSG | 4.34 | 4,367 | 27.26 | 0.12 | 4,572 |
| --- | --- | --- | --- | --- | --- |
| OSGx2 | 3.79 | 4,394 | 54.39 | 0.24 | 17,222 | | 1 |
| Experiment | Published<br>AverageAverage<br>PublishTimeMessageSizeThroughputBandwidth<br>(msec)(bytes)(msg/sec)(MB/sec) | | | | |
| --- | --- | --- | --- | --- | --- |
| FutureGrid | 0.09 | 2,175 | 41.46 | 0.09 | 1,101 |
| FutureGridx2 | 0.08 | 2,174 | 80.78 | 0.18 | 3,254 |
| XSEDE | 29.27 | 10,517 | 1.65 | 0.02... | | OSG | 202.70 | 4,367 | 27.26 | 0.12 | 10.38 |
| --- | --- | --- | --- | --- | --- |
| OSGx2 | 218.02 | 4,394 | 54.39 | 0.24 | 22.24 | | 0 |
| TopicProminence | CopulaDeletion | NPDeletion | DiscourseParticles | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Sentences | 15 | 19 | 21 | 51 | | | | |
| UAS | LAS | UAS | LAS | UAS | LAS | UAS | LAS | UAS |
| 78.15 | 62.96 | 66.91 | 56.83 | 72.57 | 64.00 | 70.00 | 59.00 | 78.92 | | | 77.78<br>81.48 | 68.52<br>72.22 | 71.94<br>74.82 | 61.15<br>63.31 | 76.57<br>80.00 | 69.14<br>73.71 | 85.25<br>85.25 | 77.25<br>77.75 | 73.13<br>75.56 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 87.04 | 76.85 | 77.70 | 71.22 | 80.00 | 75.43 | 88.50 | 83.75 | 84.14 | | 1 |
| TopicProminence | CopulaDeletion | NPDeletion | DiscourseParticles | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Sentences | 15 | 19 | 21 | 51 | | | | |
| UAS | LAS | UAS | LAS | UAS | LAS | UAS | LAS | UAS |
| 78.15 | 62.96 | 66.91 | 56.83 | 72.57 | 64.00 | 70.00 | 59.00 | 78.92 | | | 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... | 0 |
| TopicProminence | CopulaDeletion | NPDeletion | DiscourseParticles | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Sentences | 15 | 19 | 21 | 51 | | | | |
| UAS | LAS | UAS | LAS | UAS | LAS | UAS | LAS | UAS |
| 78.15 | 62.96 | 66.91 | 56.83 | 72.57 | 64.00 | 70.00 | 59.00 | 78.92 | | | 77.78<br>81.48 | 68.52<br>72.22 | 71.94<br>74.82 | 61.15<br>63.31 | 76.57<br>80.00 | 69.14<br>73.71 | 85.25<br>85.25 | 77.25<br>77.75 | 73.13<br>75.56 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 87.04 | 76.85 | 77.70 | 71.22 | 80.00 | 75.43 | 88.50 | 83.75 | 84.14 | | 1 |
| TopicProminence | CopulaDeletion | NPDeletion | DiscourseParticles | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Sentences | 15 | 19 | 21 | 51 | | | | |
| UAS | LAS | UAS | LAS | UAS | LAS | UAS | LAS | UAS |
| 78.15 | 62.96 | 66.91 | 56.83 | 72.57 | 64.00 | 70.00 | 59.00 | 78.92 | | | 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 |
| w | w¯ | o1 | p1 | c1 | o2 | p2 | c2 | POS |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| jhangrd(tourist) | jhangrdi(tourism) | i | 2 | i | - | - | - | NSING |
| jhangrd | jhangrdan(tourists) | i | 2 | n | i | 2 | a | NSING |
| jhangrd | jhangir(propernoun) | d | 1 | i | i | 2 | d | NSING |
| ksart(dama... | | hal(status) | ahval(status) | i | 0 | a | i | 1 | v | NSING |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| arz(land) | arazi(lands) | i | 1 | a | i | 2 | i | NSING |
| shabe(friend) | ashab(friends) | i | 0 | a | d | 2 | e | NSING |
| jzirh(island) | jzair(islands) | i | 1 | a | d | 2 | e | NSING | | 1 |
| w | w¯ | o1 | p1 | c1 | o2 | p2 | c2 | POS |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| jhangrd(tourist) | jhangrdi(tourism) | i | 2 | i | - | - | - | NSING |
| jhangrd | jhangrdan(tourists) | i | 2 | n | i | 2 | a | NSING |
| jhangrd | jhangir(propernoun) | d | 1 | i | i | 2 | d | NSING |
| ksart(dama... | | | selectivity | indegree | outdegree | closeness | betweenness |
| --- | --- | --- | --- | --- | --- |
| 1. | novine(newspaper) | i(and) | i(and) | i(and) | i(and) |
| 2. | temelju(basedon) | u(in) | u(in) | ili(or) | u(in) |
| 3. | manjinu(minority) | za(for) | je(is) | je(is) | za(for) |
| 4. | srpsku(Serbian) | n... | 0 |
| w | w¯ | o1 | p1 | c1 | o2 | p2 | c2 | POS |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| jhangrd(tourist) | jhangrdi(tourism) | i | 2 | i | - | - | - | NSING |
| jhangrd | jhangrdan(tourists) | i | 2 | n | i | 2 | a | NSING |
| jhangrd | jhangir(propernoun) | d | 1 | i | i | 2 | d | NSING |
| ksart(dama... | | hal(status) | ahval(status) | i | 0 | a | i | 1 | v | NSING |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| arz(land) | arazi(lands) | i | 1 | a | i | 2 | i | NSING |
| shabe(friend) | ashab(friends) | i | 0 | a | d | 2 | e | NSING |
| jzirh(island) | jzair(islands) | i | 1 | a | d | 2 | e | NSING | | 1 |
| w | w¯ | o1 | p1 | c1 | o2 | p2 | c2 | POS |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| jhangrd(tourist) | jhangrdi(tourism) | i | 2 | i | - | - | - | NSING |
| jhangrd | jhangrdan(tourists) | i | 2 | n | i | 2 | a | NSING |
| jhangrd | jhangir(propernoun) | d | 1 | i | i | 2 | d | NSING |
| ksart(dama... | | 6. | snagu(strength) | iz(from) | ili(or) | usluga(service) | je(is) |
| --- | --- | --- | --- | --- | --- |
| 7. | osiguranju(insurance) | te(and) | na(on) | zakona(law) | se(self) |
| 8. | narodnim(national) | je(is) | o(on) | a(but) | o(on) |
| 9. | novinama(newspaper) | se(self) | te(and) | skrbi(welfare) | te(an... | 0 |
| Dataset | Bi | Ped | Skate | Carts | Car | Bus |
| --- | --- | --- | --- | --- | --- | --- |
| | 1004 | 926 | 57 | 19 | 23 | 15 |
| | 163 | 2493 | 24 | 18 | 1065 | 58 |
| | 224 | 956 | 2 | 2 | 2 | 0 |
| | 2594 | 1492 | 111 | 154 | 165 | 26 | | | | 1017 | 1991 | 50 | 30 | 27 | 11 |
| --- | --- | --- | --- | --- | --- | --- |
| | 1362 | 3358 | 89 | 21 | 10 | 5 |
| | 6364 | 11216 | 333 | 244 | 1292 | 115 | | 1 |
| Dataset | Bi | Ped | Skate | Carts | Car | Bus |
| --- | --- | --- | --- | --- | --- | --- |
| | 1004 | 926 | 57 | 19 | 23 | 15 |
| | 163 | 2493 | 24 | 18 | 1065 | 58 |
| | 224 | 956 | 2 | 2 | 2 | 0 |
| | 2594 | 1492 | 111 | 154 | 165 | 26 | | | Dataset | ExclusivelyDark | MicrosoftCOCO |
| --- | --- | --- |
| Class | NumberofImage | Numberofimage |
| Bicycle | 652 | 603 |
| Boat | 679 | 650 |
| Bottle | 547 | 650 |
| Bus | 527 | 564 |
| Car | 638 | 650 |
| Cat | 735 | 650 |
| Chair | 648 | 651 |
| Cup | 519 | 650 |
| Dog | 801 | 650 |
| Motorbike | 503 | 64... | 0 |
| Dataset | Bi | Ped | Skate | Carts | Car | Bus |
| --- | --- | --- | --- | --- | --- | --- |
| | 1004 | 926 | 57 | 19 | 23 | 15 |
| | 163 | 2493 | 24 | 18 | 1065 | 58 |
| | 224 | 956 | 2 | 2 | 2 | 0 |
| | 2594 | 1492 | 111 | 154 | 165 | 26 | | | | 1017 | 1991 | 50 | 30 | 27 | 11 |
| --- | --- | --- | --- | --- | --- | --- |
| | 1362 | 3358 | 89 | 21 | 10 | 5 |
| | 6364 | 11216 | 333 | 244 | 1292 | 115 | | 1 |
| Dataset | Bi | Ped | Skate | Carts | Car | Bus |
| --- | --- | --- | --- | --- | --- | --- |
| | 1004 | 926 | 57 | 19 | 23 | 15 |
| | 163 | 2493 | 24 | 18 | 1065 | 58 |
| | 224 | 956 | 2 | 2 | 2 | 0 |
| | 2594 | 1492 | 111 | 154 | 165 | 26 | | | Cat | 735 | 650 |
| --- | --- | --- |
| Chair | 648 | 651 |
| Cup | 519 | 650 |
| Dog | 801 | 650 |
| Motorbike | 503 | 644 |
| People | 609 | 650 |
| Table | 505 | 650 |
| Total | 7,363 | 7,662 | | 0 |
| Network | n | k | SLPA | std | r | Copra | std | v | LFM | Cfinder | k |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| karate | 34 | 4.5 | 0.65 | 0.21 | 0.33 | 0.44 | 0.18 | 3 | 0.42 | 0.52 | 3 | | | dolphins | 62 | 5.1 | 0.76 | 0.03 | 0.45 | 0.70 | 0.04 | 4 | 0.28 | 0.66 | 3 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| lesmis | 77 | 6.6 | 0.78 | 0.03 | 0.45 | 0.72 | 0.05 | 2 | 0.72 | 0.63 | 4 |
| polbooks | 105 | 8.4 | 0.83 | 0.01 | 0.45 | 0.82 | 0.05 | 2 | 0.74 | 0.79 | 3 |
| fo... | 1 |
| Network | n | k | SLPA | std | r | Copra | std | v | LFM | Cfinder | k |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| karate | 34 | 4.5 | 0.65 | 0.21 | 0.33 | 0.44 | 0.18 | 3 | 0.42 | 0.52 | 3 | | | | Gradual | Sharp | | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P | R |
| LNA | 198 | 147 | 11 | 51 | 0.93 | 0.742 | 0.826 | 45 | 31 | 26 | 14 | 0.544 | 0.689 |
| NFC | 77 | 57 | 1... | 0 |
| Network | n | k | SLPA | std | r | Copra | std | v | LFM | Cfinder | k |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| karate | 34 | 4.5 | 0.65 | 0.21 | 0.33 | 0.44 | 0.18 | 3 | 0.42 | 0.52 | 3 |
| dolphins | 62 | 5.1 | 0.76 | 0.03 | 0.45 | 0.70 | 0.04 | 4 | 0.28 | 0.66 | 3 |
| lesmis | 7... | | netscience | 379 | 4.8 | 0.85 | 0.01 | 0.45 | 0.82 | 0.02 | 6 | 0.46 | 0.61 | 3 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| celegans | 453 | 8.9 | 0.31 | 0.22 | 0.35 | 0.21 | 0.14 | 1 | 0.23 | 0.26 | 4 |
| email | 1133 | 9.6 | 0.64 | 0.03 | 0.45 | 0.51 | 0.22 | 2 | 0.25 | 0.46 | 3 |
... | 1 |
| Network | n | k | SLPA | std | r | Copra | std | v | LFM | Cfinder | k |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| karate | 34 | 4.5 | 0.65 | 0.21 | 0.33 | 0.44 | 0.18 | 3 | 0.42 | 0.52 | 3 |
| dolphins | 62 | 5.1 | 0.76 | 0.03 | 0.45 | 0.70 | 0.04 | 4 | 0.28 | 0.66 | 3 |
| lesmis | 7... | | NFC | 77 | 57 | 11 | 20 | 0.838 | 0.74 | 0.786 | 121 | 115 | 8 | 6 | 0.935 | 0.95 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| NEC | 94 | 88 | 3 | 6 | 0.967 | 0.936 | 0.951 | 74 | 57 | 5 | 17 | 0.919 | 0.77 |
| HNA | 124 | 107 | 4 | 17 | 0.964 | 0.863 | 0.911 | 24 | 21 | 8... | 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 | | | $ | 4in5 | Usedinbusiness |
| --- | --- | --- |
| Ψ | 1in40,000 | Unexplainedusage | | 0 |
| ViewportResolution | | |
| --- | --- | --- |
| Method | 1280×720 | 1920×1080 |
| ShadowMapping | 3.07ms | 3.67ms | | | RBSM(Optimized) | 3.49ms | 4.29ms |
| --- | --- | --- |
| RBSM(Non-Optimized) | 3.51ms | 4.31ms |
| ShadowVolumes | 140.20ms | 297.62ms | | 1 |
| ViewportResolution | | |
| --- | --- | --- |
| Method | 1280×720 | 1920×1080 |
| ShadowMapping | 3.07ms | 3.67ms | | | ShadowMapResolution | | | | |
| --- | --- | --- | --- | --- |
| Method | 512 | 1024 | 2048 | 4096 |
| ShadowMapping | 5.49ms | 5.53ms | 5.58ms | 5.98ms |
| PCF | 6.25ms | 6.75ms | 6.82ms | 7.40ms |
| VSM | 6.45ms | 6.81ms | 7.14ms | 8.00ms |
| MSM | 6.53ms | 6.84ms | 7.09ms | 8.06ms |
| RBSM(Optimized) | 7.04ms |... | 0 |
| ViewportResolution | | |
| --- | --- | --- |
| Method | 1280×720 | 1920×1080 |
| ShadowMapping | 3.07ms | 3.67ms | | | RBSM(Optimized) | 3.49ms | 4.29ms |
| --- | --- | --- |
| RBSM(Non-Optimized) | 3.51ms | 4.31ms |
| ShadowVolumes | 140.20ms | 297.62ms | | 1 |
| ViewportResolution | | |
| --- | --- | --- |
| Method | 1280×720 | 1920×1080 |
| ShadowMapping | 3.07ms | 3.67ms | | | RBSM(Optimized) | 7.04ms | 7.70ms | 8.14ms | 9.40ms |
| --- | --- | --- | --- | --- |
| RBSM(Non-Optimized) | 7.07ms | 7.73ms | 8.20ms | 9.46ms | | 0 |
| PSNR(dB)/SSIM | Test | HE | CLAHE | GA | HE+BM3D | LLNet* |
| --- | --- | --- | --- | --- | --- | --- |
| Bird<br>Bird-D<br>Bird-D+GN18<br>Bird-D+GN25 | N/A/1.00<br>12.27/0.18<br>12.56/0.14<br>12.70/0.12 | 11.22/0.63<br>11.28/0.62<br>9.25/0.09<br>9.04/0.08 | 21.55/0.90<br>15.15/0.52<br>14.63/0.11<br>13.60/0.09 | 8.26... | | Girl<br>Girl-D<br>Girl-D+GN18<br>Girl-D+GN25 | N/A/1.00<br>9.50/0.50<br>9.43/0.21<br>9.39/0.15 | 18.24/0.80<br>18.27/0.80<br>16.07/0.26<br>15.33/0.19 | 17.02/0.70<br>14.36/0.66<br>12.95/0.17<br>12.09/0.12 | 10.52/0.78<br>29.73/0.99<br>16.90/0.30<br>15.14/0.20 | 18.23/0.69<br>18.26/0.69<br>19.28/0.53<br>18.50/0.39 | 1... | 1 |
| PSNR(dB)/SSIM | Test | HE | CLAHE | GA | HE+BM3D | LLNet* |
| --- | --- | --- | --- | --- | --- | --- |
| Bird<br>Bird-D<br>Bird-D+GN18<br>Bird-D+GN25 | N/A/1.00<br>12.27/0.18<br>12.56/0.14<br>12.70/0.12 | 11.22/0.63<br>11.28/0.62<br>9.25/0.09<br>9.04/0.08 | 21.55/0.90<br>15.15/0.52<br>14.63/0.11<br>13.60/0.09 | 8.26... | | Scale | Bicubic<br>PSNR/SSIM | A+<br>PSNR/SSIM | RFL<br>PSNR/SSIM | SelfEx<br>PSNR/SSIM | SRCNN<br>PSNR/SSIM |
| --- | --- | --- | --- | --- | --- |
| ×2<br>×3<br>×4 | 33.66/0.9299<br>30.39/0.8682<br>28.42/0.8104 | 36.54/0.9544<br>32.58/0.9088<br>30.28/0.8603 | 36.54/0.9537<br>32.43/0.9057<br>30.14/0.8548 | 36.49/0.9... | 0 |
| PSNR(dB)/SSIM | Test | HE | CLAHE | GA | HE+BM3D | LLNet* |
| --- | --- | --- | --- | --- | --- | --- |
| Bird<br>Bird-D<br>Bird-D+GN18<br>Bird-D+GN25 | N/A/1.00<br>12.27/0.18<br>12.56/0.14<br>12.70/0.12 | 11.22/0.63<br>11.28/0.62<br>9.25/0.09<br>9.04/0.08 | 21.55/0.90<br>15.15/0.52<br>14.63/0.11<br>13.60/0.09 | 8.26... | | House<br>House-D<br>House-D+GN18<br>House-D+GN25 | N/A/1.00<br>12.12/0.33<br>12.19/0.29<br>12.16/0.26 | 13.36/0.70<br>12.03/0.65<br>10.55/0.33<br>10.09/0.29 | 18.89/0.81<br>16.81/0.60<br>15.48/0.35<br>14.08/0.29 | 9.50/0.56<br>26.79/0.82<br>13.76/0.33<br>12.67/0.28 | 13.24/0.61<br>11.92/0.54<br>11.39/0.42<br>10.94/0.... | 1 |
| PSNR(dB)/SSIM | Test | HE | CLAHE | GA | HE+BM3D | LLNet* |
| --- | --- | --- | --- | --- | --- | --- |
| Bird<br>Bird-D<br>Bird-D+GN18<br>Bird-D+GN25 | N/A/1.00<br>12.27/0.18<br>12.56/0.14<br>12.70/0.12 | 11.22/0.63<br>11.28/0.62<br>9.25/0.09<br>9.04/0.08 | 21.55/0.90<br>15.15/0.52<br>14.63/0.11<br>13.60/0.09 | 8.26... | | ×2<br>×3<br>×4 | 30.24/0.8688<br>27.55/0.7742<br>26.00/0.7027 | 32.28/0.9056<br>29.13/0.8188<br>27.32/0.7491 | 32.26/0.9040<br>29.05/0.8164<br>27.24/0.7451 | 32.22/0.9034<br>29.16/0.8196<br>27.40/0.7518 | 32.42/0.9063<br>29.28/0.8209<br>27.49/0.7503 |
| --- | --- | --- | --- | --- | --- |
| ×2<br>×3<br>×4 | 29.56/0.8... | 0 |
| Layer | Input | FilterSize | Stride | NumberofFilters | Activation | Output |
| --- | --- | --- | --- | --- | --- | --- |
| Conv1 | 240*240 | 3*3 | 1 | 64 | ReLU | 240*240*64 |
| Conv2 | 240*240*64 | 1*1 | 1 | 32 | ReLU | 240*240*32 |
| Conv3 | 240*240*32 | 3*3 | 1 | 64 | ReLU | 240*240*64 | | | Conv4 | 240*240*64 | 1*1 | 1 | 32 | ReLU | 240*240*32 |
| --- | --- | --- | --- | --- | --- | --- |
| Conv5 | 240*240*32 | 3*3 | 1 | 64 | ReLU | 240*240*64 |
| Conv6 | 240*240*64 | 1*1 | 1 | 32 | ReLU | 240*240*32 |
| Conv7 | 240*240*32 | 3*3 | 1 | 64 | ReLU | 240*240*64 |
| Conv8 | 240*240*64 | 1*1 | 1 | 32 | ReLU |... | 1 |
| Layer | Input | FilterSize | Stride | NumberofFilters | Activation | Output |
| --- | --- | --- | --- | --- | --- | --- |
| Conv1 | 240*240 | 3*3 | 1 | 64 | ReLU | 240*240*64 |
| Conv2 | 240*240*64 | 1*1 | 1 | 32 | ReLU | 240*240*32 |
| Conv3 | 240*240*32 | 3*3 | 1 | 64 | ReLU | 240*240*64 | | | Layer | Input | FilterSize | Stride | NumberofFilters | Activation | Output |
| --- | --- | --- | --- | --- | --- | --- |
| Conv1 | 240*240 | 3*3 | 1 | 32 | ReLU | 240*240*32 |
| Conv2 | 240*240*32 | 3*3 | 1 | 32 | ReLU | 240*240*32 |
| Conv3 | 240*240*32 | 3*3 | 1 | 32 | ReLU | 240*240*32 |
| Conv4 | 240*240*32 | 3*... | 0 |
| Layer | Input | FilterSize | Stride | NumberofFilters | Activation | Output |
| --- | --- | --- | --- | --- | --- | --- |
| Conv1 | 240*240 | 3*3 | 1 | 64 | ReLU | 240*240*64 |
| Conv2 | 240*240*64 | 1*1 | 1 | 32 | ReLU | 240*240*32 |
| Conv3 | 240*240*32 | 3*3 | 1 | 64 | ReLU | 240*240*64 |
| Conv4 | 240*240*64 | 1*... | | Conv7 | 240*240*32 | 3*3 | 1 | 64 | ReLU | 240*240*64 |
| --- | --- | --- | --- | --- | --- | --- |
| Conv8 | 240*240*64 | 1*1 | 1 | 32 | ReLU | 240*240*32 |
| Conv9 | 240*240*32 | 3*3 | 1 | 1 | Linear | 240*240 |
| DataFidelity | 240*240 | N/A | N/A | N/A | N/A | 240*240 | | 1 |
| Layer | Input | FilterSize | Stride | NumberofFilters | Activation | Output |
| --- | --- | --- | --- | --- | --- | --- |
| Conv1 | 240*240 | 3*3 | 1 | 64 | ReLU | 240*240*64 |
| Conv2 | 240*240*64 | 1*1 | 1 | 32 | ReLU | 240*240*32 |
| Conv3 | 240*240*32 | 3*3 | 1 | 64 | ReLU | 240*240*64 |
| Conv4 | 240*240*64 | 1*... | | Conv4 | 240*240*32 | 3*3 | 1 | 32 | ReLU | 240*240*32 |
| --- | --- | --- | --- | --- | --- | --- |
| Conv5 | 240*240*32 | 3*3 | 1 | 1 | Linear | 240*240 |
| DataFidelity | 240*240 | N/A | N/A | N/A | N/A | 240*240 | | 0 |
| Peek-a-boo | | |
| --- | --- | --- |
| Model | Avgdiff(s) | p-value |
| TruncatedSTM | -0.25 | 0.97 |
| NoSTM | -5.0 | 0.85 |
| Drumming | | | | | Model | Avgdiff(s) | p-value |
| --- | --- | --- |
| TruncatedSTM | 177.8 | 0.05* |
| NoSTM | – | – | | 1 |
| Peek-a-boo | | |
| --- | --- | --- |
| Model | Avgdiff(s) | p-value |
| TruncatedSTM | -0.25 | 0.97 |
| NoSTM | -5.0 | 0.85 |
| Drumming | | | | | Model | (R,N) | Accuracy | Time | Speedup |
| --- | --- | --- | --- | --- |
| Children’sBookTest-NamedEntity | | | | |
| LSTM-Jump | (1,5)<br>(1,3)<br>(1,1) | 0.468<br>0.464<br>0.452 | 40.9s<br>30.3s<br>19.9s | 3.04x<br>4.11x<br>6.26x |
| LSTM | n/a | 0.438 | 124.5s | 1x |
| Children’sBookTest-CommonNoun | | | ... | 0 |
| Peek-a-boo | | |
| --- | --- | --- |
| Model | Avgdiff(s) | p-value |
| TruncatedSTM | -0.25 | 0.97 | | | NoSTM | -5.0 | 0.85 |
| --- | --- | --- |
| Drumming | | |
| Model | Avgdiff(s) | p-value |
| TruncatedSTM | 177.8 | 0.05* |
| NoSTM | – | – | | 1 |
| Peek-a-boo | | |
| --- | --- | --- |
| Model | Avgdiff(s) | p-value |
| TruncatedSTM | -0.25 | 0.97 | | | LSTM-Jump | (1,5)<br>(1,3)<br>(1,1) | 0.468<br>0.464<br>0.452 | 40.9s<br>30.3s<br>19.9s | 3.04x<br>4.11x<br>6.26x |
| --- | --- | --- | --- | --- |
| LSTM | n/a | 0.438 | 124.5s | 1x |
| Children’sBookTest-CommonNoun | | | | |
| LSTM-Jump | (1,5)<br>(1,3)<br>(1,1) | 0.493<br>0.487<br>0.497 | 39.3s<br>29.7s<br>19.... | 0 |
| Application | Description |
| --- | --- |
| LU | LUfactorization(PDGETRFfromScaLAPACK) |
| MM | Matrix-matrixmultiplication(PDGEMMfromPBLAS). | | | Master-worker | Asyntheticmaster-workerapplication.Eachiterationrequires20000fixed-timeworkunits. |
| --- | --- |
| Jacobi | Aniterativejacobisolver(dense-matrix)application. |
| FFT | A2Dfastfouriertransformapplicationusedforimagetransformation. | | 1 |
| Application | Description |
| --- | --- |
| LU | LUfactorization(PDGETRFfromScaLAPACK) |
| MM | Matrix-matrixmultiplication(PDGEMMfromPBLAS). | | | Benchmark | Configuration | Executiontime(s) |
| --- | --- | --- |
| ClassA | | |
| Crypt | vectorsize:3000000 | 0,225 |
| LUFact | matrixsize:500 | 0,091 |
| Series | Numberofcoefficients:10000 | 10,054 |
| SOR | matrixsize:1000 | 0,885 |
| SparseMatMult | matrixsize:50000 | 0,665 |
| ClassB | | |
| Crypt | vectors... | 0 |
| Application | Description |
| --- | --- |
| LU | LUfactorization(PDGETRFfromScaLAPACK) |
| MM | Matrix-matrixmultiplication(PDGEMMfromPBLAS). |
| Master-worker | Asyntheticmaster-workerapplication.Eachiterationrequires20000fixed-timeworkunits. | | | Jacobi | Aniterativejacobisolver(dense-matrix)application. |
| --- | --- |
| FFT | A2Dfastfouriertransformapplicationusedforimagetransformation. | | 1 |
| Application | Description |
| --- | --- |
| LU | LUfactorization(PDGETRFfromScaLAPACK) |
| MM | Matrix-matrixmultiplication(PDGEMMfromPBLAS). |
| Master-worker | Asyntheticmaster-workerapplication.Eachiterationrequires20000fixed-timeworkunits. | | | Crypt | vectorsize:50000000 | 3,340 |
| --- | --- | --- |
| LUFact | matrixsize:2000 | 9,181 |
| Series | Numberofcoefficients:1000000 | 1669,133 |
| SOR | matrixsize:2000 | 3,432 |
| SparseMatMult | matrixsize:500000 | 19,448 | | 0 |
| Outlet | N | Outlet | N |
| --- | --- | --- | --- |
| HeavilyRightLeaning | HeavilyLeftLeaning | | |
| RealClearPolitics | 7 | HuffingtonPost | 68 |
| WashingtonTimes | 11 | Vox | 16 |
| Breitbart | 7 | Politico | 94 |
| TheHill | 32 | NewYorker | 13 |
| NationalReview | 10 | | |
| RightLeaning | LeftLeaning | | ... | | ArizonaRepublic | 22 | WashingtonPost | 143 |
| --- | --- | --- | --- |
| FloridaTimes-Union | 13 | | |
| WeeklyStandard | 9 | | |
| DallasMorningNews | 25 | | |
| NewYorkDaily<br>News | 25 | | |
| OrangeCounty<br>Register | 12 | | |
| LasVegasReview-<br>Journal | 14 | | | | 1 |
| Outlet | N | Outlet | N |
| --- | --- | --- | --- |
| HeavilyRightLeaning | HeavilyLeftLeaning | | |
| RealClearPolitics | 7 | HuffingtonPost | 68 |
| WashingtonTimes | 11 | Vox | 16 |
| Breitbart | 7 | Politico | 94 |
| TheHill | 32 | NewYorker | 13 |
| NationalReview | 10 | | |
| RightLeaning | LeftLeaning | | ... | | Newspaper | Facebookprofile | Posts | Comments |
| --- | --- | --- | --- |
| TheWallStreetJournal | wsj | 1577 | 136969 |
| TheNewYorkTimes | nytimes | 265 | 98099 |
| USAToday | usatoday | 560 | 155893 |
| LosAngelesTimes | latimes | 532 | 124477 |
| SanJoseMercuryNews | mercurynews | 0 | 0 |
| NewYorkDailyNews | NYD... | 0 |
| Outlet | N | Outlet | N |
| --- | --- | --- | --- |
| HeavilyRightLeaning | HeavilyLeftLeaning | | |
| RealClearPolitics | 7 | HuffingtonPost | 68 |
| WashingtonTimes | 11 | Vox | 16 |
| Breitbart | 7 | Politico | 94 |
| TheHill | 32 | NewYorker | 13 | | | NationalReview | 10 | | |
| --- | --- | --- | --- |
| RightLeaning | LeftLeaning | | |
| NewYorkPost | 19 | USATODAY | 45 |
| Oklahoman | 12 | Bloomberg | 107 |
| Tennessean | 9 | BuzzFeed | 57 |
| WallStreetJournal | 82 | NewYorkTimes | 190 |
| ArizonaRepublic | 22 | WashingtonPost | 143 |
| FloridaTimes-Union |... | 1 |
| Outlet | N | Outlet | N |
| --- | --- | --- | --- |
| HeavilyRightLeaning | HeavilyLeftLeaning | | |
| RealClearPolitics | 7 | HuffingtonPost | 68 |
| WashingtonTimes | 11 | Vox | 16 |
| Breitbart | 7 | Politico | 94 |
| TheHill | 32 | NewYorker | 13 | | | LasVegasReview-Journal | reviewjournal | 3588 | 108614 |
| --- | --- | --- | --- |
| SanDiegoUnion-Tribune | SanDiegoUnionTribune | 2163 | 45530 |
| TheBostonGlobe | globe | 3098 | 129652 | | 0 |
| | GPU(Batches/sec.) |
| --- | --- |
| short-cut | c=32c=64c=128 |
| yes | 242720661436 |
| no | 264722561735 | | | yes | 267221211458 |
| --- | --- |
| no | 284223761782 | | 1 |
| | GPU(Batches/sec.) |
| --- | --- |
| short-cut | c=32c=64c=128 |
| yes | 242720661436 |
| no | 264722561735 | | | 32 | 128 | 512 |
| --- | --- | --- |
| 32 | 128 | 512 |
| 288 | 1152 | 4608 |
| 800 | 3200 | 12800 |
| 1568 | 6272 | 25088 | | 0 |
| | GPU(Batches/sec.) |
| --- | --- |
| short-cut | c=32c=64c=128 |
| yes | 242720661436 |
| no | 264722561735 | | | yes | 267221211458 |
| --- | --- |
| no | 284223761782 | | 1 |
| | GPU(Batches/sec.) |
| --- | --- |
| short-cut | c=32c=64c=128 |
| yes | 242720661436 |
| no | 264722561735 | | | 288 | 1152 | 4608 |
| --- | --- | --- |
| 800 | 3200 | 12800 |
| 1568 | 6272 | 25088 | | 0 |
| Description | AccessDescriptor |
| --- | --- |
| Read-onlyaccess | access.READ |
| Write-onlyaccess | access.WRITE |
| Readandwriteaccess | access.RW | | | Incrementalaccess | access.INC |
| --- | --- |
| Incrementalaccess,<br>initialisetozero | access.INCZERO | | 1 |
| Description | AccessDescriptor |
| --- | --- |
| Read-onlyaccess | access.READ |
| Write-onlyaccess | access.WRITE |
| Readandwriteaccess | access.RW | | | Permission | Requests |
| --- | --- |
| ACCESSNETWORKSTATE | 31,206 |
| WAKELOCK | 23,816 |
| ACCESSFINELOCATION | 5,652 |
| GETACCOUNTS | 3,411 |
| ACCESSWIFISTATE | 1,826 |
| UPDATEDEVICESTATS | 1,426 |
| ACCESSCOARSELOCATION | 1,277 |
| AUTHENTICATEACCOUNTS | 644 |
| READSYNCSETTINGS | 426 |
| INTERNET | 416 | | 0 |
| Description | AccessDescriptor |
| --- | --- |
| Read-onlyaccess | access.READ |
| Write-onlyaccess | access.WRITE |
| Readandwriteaccess | access.RW | | | Incrementalaccess | access.INC |
| --- | --- |
| Incrementalaccess,<br>initialisetozero | access.INCZERO | | 1 |
| Description | AccessDescriptor |
| --- | --- |
| Read-onlyaccess | access.READ |
| Write-onlyaccess | access.WRITE |
| Readandwriteaccess | access.RW | | | AUTHENTICATEACCOUNTS | 644 |
| --- | --- |
| READSYNCSETTINGS | 426 |
| INTERNET | 416 | | 0 |
| ShadowMapResolution | | | | |
| --- | --- | --- | --- | --- |
| Method | 512 | 1024 | 2048 | 4096 |
| ShadowMapping | 5.49ms | 5.53ms | 5.58ms | 5.98ms |
| PCF | 6.25ms | 6.75ms | 6.82ms | 7.40ms |
| VSM | 6.45ms | 6.81ms | 7.14ms | 8.00ms |
| MSM | 6.53ms | 6.84ms | 7.09ms | 8.06ms | | | RBSM(Optimized) | 7.04ms | 7.70ms | 8.14ms | 9.40ms |
| --- | --- | --- | --- | --- |
| RBSM(Non-Optimized) | 7.07ms | 7.73ms | 8.20ms | 9.46ms | | 1 |
| ShadowMapResolution | | | | |
| --- | --- | --- | --- | --- |
| Method | 512 | 1024 | 2048 | 4096 |
| ShadowMapping | 5.49ms | 5.53ms | 5.58ms | 5.98ms |
| PCF | 6.25ms | 6.75ms | 6.82ms | 7.40ms |
| VSM | 6.45ms | 6.81ms | 7.14ms | 8.00ms |
| MSM | 6.53ms | 6.84ms | 7.09ms | 8.06ms | | | ViewportResolution | | |
| --- | --- | --- |
| Method | 1280×720 | 1920×1080 |
| ShadowMapping | 3.07ms | 3.67ms |
| RBSM(Optimized) | 3.49ms | 4.29ms |
| RBSM(Non-Optimized) | 3.51ms | 4.31ms |
| ShadowVolumes | 140.20ms | 297.62ms | | 0 |
| ShadowMapResolution | | | | |
| --- | --- | --- | --- | --- |
| Method | 512 | 1024 | 2048 | 4096 |
| ShadowMapping | 5.49ms | 5.53ms | 5.58ms | 5.98ms |
| PCF | 6.25ms | 6.75ms | 6.82ms | 7.40ms | | | VSM | 6.45ms | 6.81ms | 7.14ms | 8.00ms |
| --- | --- | --- | --- | --- |
| MSM | 6.53ms | 6.84ms | 7.09ms | 8.06ms |
| RBSM(Optimized) | 7.04ms | 7.70ms | 8.14ms | 9.40ms |
| RBSM(Non-Optimized) | 7.07ms | 7.73ms | 8.20ms | 9.46ms | | 1 |
| ShadowMapResolution | | | | |
| --- | --- | --- | --- | --- |
| Method | 512 | 1024 | 2048 | 4096 |
| ShadowMapping | 5.49ms | 5.53ms | 5.58ms | 5.98ms |
| PCF | 6.25ms | 6.75ms | 6.82ms | 7.40ms | | | ShadowMapping | 3.07ms | 3.67ms |
| --- | --- | --- |
| RBSM(Optimized) | 3.49ms | 4.29ms |
| RBSM(Non-Optimized) | 3.51ms | 4.31ms |
| ShadowVolumes | 140.20ms | 297.62ms | | 0 |
| | ROCI | ROCII | ROCIII | Mean |
| --- | --- | --- | --- | --- |
| LBP | 89.93 | 87.53 | 84.83 | 87.43 |
| LTP | 90.98 | 88.63 | 86.07 | 88.56 |
| LPQ | 89.96 | 87.38 | 84.48 | 87.27 |
| POEM | 90.60 | 88.26 | 85.63 | 88.16 |
| LGXP | 91.89 | 88.80 | 85.33 | 88.67 |
| MsLBP | 90.78 | 88.45 | 85.87 | 88.37 | | | MsTLBP | 93.24 | 91.16 | 88.83 | 91.08 |
| --- | --- | --- | --- | --- |
| MsDLBP | 87.65 | 84.93 | 81.96 | 84.85 |
| DCP-1 | 91.40 | 89.14 | 86.65 | 89.06 |
| DCP-2 | 92.96 | 90.78 | 88.42 | 90.72 |
| DCP | 93.22 | 91.21 | 88.93 | 91.12 | | 1 |
| | ROCI | ROCII | ROCIII | Mean |
| --- | --- | --- | --- | --- |
| LBP | 89.93 | 87.53 | 84.83 | 87.43 |
| LTP | 90.98 | 88.63 | 86.07 | 88.56 |
| LPQ | 89.96 | 87.38 | 84.48 | 87.27 |
| POEM | 90.60 | 88.26 | 85.63 | 88.16 |
| LGXP | 91.89 | 88.80 | 85.33 | 88.67 |
| MsLBP | 90.78 | 88.45 | 85.87 | 88.37 | | | | ROCI | ROCII | ROCIII | Mean |
| --- | --- | --- | --- | --- |
| LBP | 18.62 | 19.12 | 20.07 | 19.27 |
| LTP | 20.21 | 21.39 | 22.99 | 21.53 |
| LPQ | 22.53 | 23.25 | 24.39 | 23.39 |
| POEM | 29.99 | 30.60 | 31.46 | 30.68 |
| LGXP | 32.44 | 31.81 | 31.13 | 31.79 |
| MsLBP | 19.34 | 19.80 | 20.81 | 19.98 |
| MsTLBP... | 0 |
| | ROCI | ROCII | ROCIII | Mean |
| --- | --- | --- | --- | --- |
| LBP | 89.93 | 87.53 | 84.83 | 87.43 |
| LTP | 90.98 | 88.63 | 86.07 | 88.56 |
| LPQ | 89.96 | 87.38 | 84.48 | 87.27 |
| POEM | 90.60 | 88.26 | 85.63 | 88.16 |
| LGXP | 91.89 | 88.80 | 85.33 | 88.67 | | | MsLBP | 90.78 | 88.45 | 85.87 | 88.37 |
| --- | --- | --- | --- | --- |
| MsTLBP | 93.24 | 91.16 | 88.83 | 91.08 |
| MsDLBP | 87.65 | 84.93 | 81.96 | 84.85 |
| DCP-1 | 91.40 | 89.14 | 86.65 | 89.06 |
| DCP-2 | 92.96 | 90.78 | 88.42 | 90.72 |
| DCP | 93.22 | 91.21 | 88.93 | 91.12 | | 1 |
| | ROCI | ROCII | ROCIII | Mean |
| --- | --- | --- | --- | --- |
| LBP | 89.93 | 87.53 | 84.83 | 87.43 |
| LTP | 90.98 | 88.63 | 86.07 | 88.56 |
| LPQ | 89.96 | 87.38 | 84.48 | 87.27 |
| POEM | 90.60 | 88.26 | 85.63 | 88.16 |
| LGXP | 91.89 | 88.80 | 85.33 | 88.67 | | | POEM | 29.99 | 30.60 | 31.46 | 30.68 |
| --- | --- | --- | --- | --- |
| LGXP | 32.44 | 31.81 | 31.13 | 31.79 |
| MsLBP | 19.34 | 19.80 | 20.81 | 19.98 |
| MsTLBP | 20.04 | 20.25 | 21.02 | 20.44 |
| MsDLBP | 18.34 | 18.85 | 19.60 | 18.93 |
| DCP-1 | 20.10 | 20.57 | 21.51 | 20.73 |
| DCP-2 | 18.22 | 18.74 | 19.58 | 18... | 0 |
| Parameter | Value |
| --- | --- |
| NumberofSimultaneousFiles | 20000 | | | LowerBoundonfilesize | 500Bytes |
| --- | --- |
| UpperBoundonfilesize | 100KBytes |
| NumberofTransactions | 50000 | | 1 |
| Parameter | Value |
| --- | --- |
| NumberofSimultaneousFiles | 20000 | | | FileSize(MB) | No.OfAttackers | TrafficVol. |
| --- | --- | --- |
| 10 | 100 | 0.22GB |
| 50 | 500 | 0.67GB |
| 100 | 1500 | 1.67GB |
| 200 | 2000 | 3.23GB |
| 400 | 4000 | 5.91GB |
| 600 | 6000 | 9.14GB |
| 800 | 8000 | 12.37GB |
| 1000 | 10,000 | 15.83GB | | 0 |
| Parameter | Value |
| --- | --- |
| NumberofSimultaneousFiles | 20000 |
| LowerBoundonfilesize | 500Bytes | | | UpperBoundonfilesize | 100KBytes |
| --- | --- |
| NumberofTransactions | 50000 | | 1 |
| Parameter | Value |
| --- | --- |
| NumberofSimultaneousFiles | 20000 |
| LowerBoundonfilesize | 500Bytes | | | 400 | 4000 | 5.91GB |
| --- | --- | --- |
| 600 | 6000 | 9.14GB |
| 800 | 8000 | 12.37GB |
| 1000 | 10,000 | 15.83GB | | 0 |
| Method | H | S | G | HS | HG | SG | HSG |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Oursw/omask | 4.01 | 4.65 | 3.58 | 30.85 | 34.67 | 36.61 | 56.08 | | | Oursw/ocyclicloss | 3.93 | 4.48 | 2.87 | 25.34 | 28.82 | 30.96 | 52.87 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Oursrandomorder | 3.86 | 4.21 | 2.61 | 4.37 | 5.98 | 4.13 | 6.23 |
| Ours | 3.86 | 4.21 | 2.61 | 4.03 | 6.51 | 4.04 | 6.09 | | 1 |
| Method | H | S | G | HS | HG | SG | HSG |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Oursw/omask | 4.01 | 4.65 | 3.58 | 30.85 | 34.67 | 36.61 | 56.08 | | | Method | top-1 | top-5 | top-10 |
| --- | --- | --- | --- |
| Ours-cls | 75.90 | 94.55 | 97.85 |
| Ours-L2 | 74.70 | 93.52 | 96.45 |
| Ours-L3 | 76.55 | 93.70 | 96.85 |
| Ours-L4 | 79.15 | 94.45 | 97.80 |
| Ours-(L2,L3) | 79.45 | 94.70 | 97.90 |
| Ours-(L2,L3,L4) | 86.45 | 97.50 | 99.10 | | 0 |
| Method | H | S | G | HS | HG | SG | HSG |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Oursw/omask | 4.01 | 4.65 | 3.58 | 30.85 | 34.67 | 36.61 | 56.08 | | | Oursw/ocyclicloss | 3.93 | 4.48 | 2.87 | 25.34 | 28.82 | 30.96 | 52.87 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Oursrandomorder | 3.86 | 4.21 | 2.61 | 4.37 | 5.98 | 4.13 | 6.23 |
| Ours | 3.86 | 4.21 | 2.61 | 4.03 | 6.51 | 4.04 | 6.09 | | 1 |
| Method | H | S | G | HS | HG | SG | HSG |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Oursw/omask | 4.01 | 4.65 | 3.58 | 30.85 | 34.67 | 36.61 | 56.08 | | | Ours-L3 | 76.55 | 93.70 | 96.85 |
| --- | --- | --- | --- |
| Ours-L4 | 79.15 | 94.45 | 97.80 |
| Ours-(L2,L3) | 79.45 | 94.70 | 97.90 |
| Ours-(L2,L3,L4) | 86.45 | 97.50 | 99.10 | | 0 |
| 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... | | vibrobox | 11538 | 10310 | 19267 | 19199 | 25190 | 24553 | 35514 | 32167 | 46331 | 41399 | | 49521 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| bcsstk29 | 2818 | 2818 | 8035 | 8159 | 14212 | 13965 | 23808 | 21768 | | 34886 | | 57054 |
| 4elt | 138 | 138 | 325 | 321 | 561 | 53... | 1 |
| 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... | | 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... | 0 |
| 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... | | bcsstk33 | 10105 | 10097 | 21756 | 21508 | 34377 | 34178 | 56687 | 54860 | | 78132 | | 108505 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| whitaker3 | 126 | 126 | 382 | 380 | 670 | 656 | 1163 | 1093 | | 1717 | | 2567 |
| crack | 184 | 183 | 370 | 362 | 696 | 678 | 1183 | 109... | 1 |
| 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... | | | | | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| bcsstk32 | 4622 | 4644 | 8454 | 8481 | 19678 | 20099 | 35208 | 35965 | 60441 | 59824 | 94238 | 91006 |
| | | | | | | | | | | | | |
| t60k | 65 | 65 | 202 | 196 | 457 | 454 | 839 | 818 ... | 0 |
| A | B |
| --- | --- |
| 3 | 1 | | | True | True |
| --- | --- |
| 74 | 358 |
| 53 | 112 |
| 0.3 | 0.1 |
| l2 | l2 |
| None | None |
| 64 | 64 | | 1 |
| A | B |
| --- | --- |
| 3 | 1 | | | h | True<br>Positives<br>Basic | FalsePositives<br>(FalseDrops)<br>Basic | True<br>Positives<br>Full | FalsePositives<br>(FalseDrops)<br>Full |
| --- | --- | --- | --- | --- |
| 6 | 154 | 46 | 167 | 33 |
| 8 | 154 | 46 | 168 | 32 |
| 10 | 153 | 47 | 168 | 32 |
| 12 | 150 | 50 | 169 | 31 |
| 14 | 150 | 50 | 169 | 31 |... | 0 |
| A | B |
| --- | --- |
| 3 | 1 |
| True | True |
| 74 | 358 |
| 53 | 112 |
| 0.3 | 0.1 | | | l2 | l2 |
| --- | --- |
| None | None |
| 64 | 64 | | 1 |
| A | B |
| --- | --- |
| 3 | 1 |
| True | True |
| 74 | 358 |
| 53 | 112 |
| 0.3 | 0.1 | | | 16 | 148 | 52 | 168 | 32 |
| --- | --- | --- | --- | --- |
| 18 | 145 | 55 | 167 | 33 |
| 20 | 146 | 54 | 167 | 33 | | 0 |
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