premise
string | hypothesis
string | label
int64 |
|---|---|---|
| Parameter | Val. | Parameter |
| --- | --- | --- |
| COLDN:Numberoftransactions(coldrun) | 0 | HOTN:Numberoftransactions(warmrun) |
|
| PSET:Set-orientedaccessoccurrenceprobability | 0.25 | SETDEPTH:Set-orientedaccessdepth |
| --- | --- | --- |
| PSIMPLE:Simpletraversaloccurrenceprobability | 0.25 | SIMDEPTH:Simpletraversalaccessdepth |
| PHIER:Hierarchytraversaloccurrenceprobability | 0.25 | HIEDEPTH:Hierarchytraversalaccessdepth |
| PSTOCH:Stochastictraversaloccurrenceprobability | 0.25 | STODEPTH:Stochastictraversalaccessdepth |
| 1
|
| Parameter | Val. | Parameter |
| --- | --- | --- |
| COLDN:Numberoftransactions(coldrun) | 0 | HOTN:Numberoftransactions(warmrun) |
|
| Parameter | Code | ValueforO2 | ValueforTexas |
| --- | --- | --- | --- |
| Systemclass | SYSCLASS | Pageserver | Centralized |
| Networkthroughput | NETTHRU | +∞ | N/A |
| Diskpagesize | PGSIZE | 4096bytes | 4096bytes |
| Buffersize | BUFFSIZE | 3840pages | 3275pages |
| Bufferpagereplacementstrategy | PGREP | LRU | LRU |
| Prefetchingpolicy | PREFETCH | None | None |
| Objectclusteringpolicy | CLUSTP | None | DSTC |
| Objectsinitialplacement | INITPL | OptimizedSequential | OptimizedSequential |
| Disksearchtime | DISKSEA | 6.3ms | 7.4ms |
| Disklatencytime | DISKLAT | 2.99ms | 4.3ms |
| Disktransfertime | DISKTRA | 0.7ms | 0.5ms |
| Multiprogramminglevel | MULTILVL | 10 | 1 |
| Locksacquisitiontime | GETLOCK | 0.5ms | 0 |
| Locksreleasetime | RELLOCK | 0.5ms | 0 |
| Numberofusers | NUSERS | 1 | 1 |
| 0
|
| Parameter | Val. | Parameter |
| --- | --- | --- |
| COLDN:Numberoftransactions(coldrun) | 0 | HOTN:Numberoftransactions(warmrun) |
| PSET:Set-orientedaccessoccurrenceprobability | 0.25 | SETDEPTH:Set-orientedaccessdepth |
|
| PSIMPLE:Simpletraversaloccurrenceprobability | 0.25 | SIMDEPTH:Simpletraversalaccessdepth |
| --- | --- | --- |
| PHIER:Hierarchytraversaloccurrenceprobability | 0.25 | HIEDEPTH:Hierarchytraversalaccessdepth |
| PSTOCH:Stochastictraversaloccurrenceprobability | 0.25 | STODEPTH:Stochastictraversalaccessdepth |
| 1
|
| Parameter | Val. | Parameter |
| --- | --- | --- |
| COLDN:Numberoftransactions(coldrun) | 0 | HOTN:Numberoftransactions(warmrun) |
| PSET:Set-orientedaccessoccurrenceprobability | 0.25 | SETDEPTH:Set-orientedaccessdepth |
|
| Objectclusteringpolicy | CLUSTP | None | DSTC |
| --- | --- | --- | --- |
| Objectsinitialplacement | INITPL | OptimizedSequential | OptimizedSequential |
| Disksearchtime | DISKSEA | 6.3ms | 7.4ms |
| Disklatencytime | DISKLAT | 2.99ms | 4.3ms |
| Disktransfertime | DISKTRA | 0.7ms | 0.5ms |
| Multiprogramminglevel | MULTILVL | 10 | 1 |
| Locksacquisitiontime | GETLOCK | 0.5ms | 0 |
| Locksreleasetime | RELLOCK | 0.5ms | 0 |
| Numberofusers | NUSERS | 1 | 1 |
| 0
|
| 16,384 |
| --- |
| 65,536 |
|
| 16,384 |
| --- |
| 65,536 |
| 65,536 |
| 65,536 |
| 128 |
| 128 |
| 1
|
| 16,384 |
| --- |
| 65,536 |
|
| 12626 | 84 |
| --- | --- |
| 8799 | 122 |
| 12488 | 87 |
| 8799 | 94 |
| 12488 | 150 |
| 12625 | 44 |
| 12626 | 110 |
| 0
|
| 16,384 |
| --- |
| 65,536 |
| 16,384 |
| 65,536 |
|
| 65,536 |
| --- |
| 65,536 |
| 128 |
| 128 |
| 1
|
| 16,384 |
| --- |
| 65,536 |
| 16,384 |
| 65,536 |
|
| 8799 | 94 |
| --- | --- |
| 12488 | 150 |
| 12625 | 44 |
| 12626 | 110 |
| 0
|
| Parameter | Valuerange | Bits |
| --- | --- | --- |
| Null-moveuse | 0–1 | 1 |
| Null-movereduction | 0–7 | 3 |
| Null-moveuseadaptivity | 0–1 | 1 |
| Null-moveadaptivitydepth | 0–7 | 3 |
| Futilitydepth | 0–3 | 2 |
| Futilitythresholddepth-1 | 0–1023 | 10 |
| Futilitythresholddepth-2 | 0–1023 | 10 |
| Futilitythresholddepth-3 | 0–1023 | 10 |
|
| Multi-cutuse | 0–1 | 1 |
| --- | --- | --- |
| Multi-cutreduction | 0–7 | 3 |
| Multi-cutdepth | 0–7 | 3 |
| Multi-cutmovenum | 0–31 | 5 |
| Multi-cutcutnum | 0–7 | 3 |
| Checkextension | 0–4 | 3 |
| One-replyextension | 0–4 | 3 |
| Recaptureextension | 0–4 | 3 |
| Passedpawnextension | 0–4 | 3 |
| Matethreatextension | 0–4 | 3 |
| Totalchromosomelength | | 70 |
| 1
|
| Parameter | Valuerange | Bits |
| --- | --- | --- |
| Null-moveuse | 0–1 | 1 |
| Null-movereduction | 0–7 | 3 |
| Null-moveuseadaptivity | 0–1 | 1 |
| Null-moveadaptivitydepth | 0–7 | 3 |
| Futilitydepth | 0–3 | 2 |
| Futilitythresholddepth-1 | 0–1023 | 10 |
| Futilitythresholddepth-2 | 0–1023 | 10 |
| Futilitythresholddepth-3 | 0–1023 | 10 |
|
| Field | Length(bits) |
| --- | --- |
| Messagetype | 6 |
| Priority | 3 |
| Checksumflag | 1 |
| Open-loopsafestate | 8 |
| Sourceentitynumber | 5 |
| Sourceunitnumber | 5 |
| Sourceautomatonnumber | 5 |
| Destinationentitynumber | 5 |
| Destinationunitnumber | 5 |
| Destinationautomatonnumber | 5 |
| Application-specificdatalength | 16 |
| 0
|
| Parameter | Valuerange | Bits |
| --- | --- | --- |
| Null-moveuse | 0–1 | 1 |
| Null-movereduction | 0–7 | 3 |
| Null-moveuseadaptivity | 0–1 | 1 |
| Null-moveadaptivitydepth | 0–7 | 3 |
|
| Futilitydepth | 0–3 | 2 |
| --- | --- | --- |
| Futilitythresholddepth-1 | 0–1023 | 10 |
| Futilitythresholddepth-2 | 0–1023 | 10 |
| Futilitythresholddepth-3 | 0–1023 | 10 |
| Multi-cutuse | 0–1 | 1 |
| Multi-cutreduction | 0–7 | 3 |
| Multi-cutdepth | 0–7 | 3 |
| Multi-cutmovenum | 0–31 | 5 |
| Multi-cutcutnum | 0–7 | 3 |
| Checkextension | 0–4 | 3 |
| One-replyextension | 0–4 | 3 |
| Recaptureextension | 0–4 | 3 |
| Passedpawnextension | 0–4 | 3 |
| Matethreatextension | 0–4 | 3 |
| Totalchromosomelength | | 70 |
| 1
|
| Parameter | Valuerange | Bits |
| --- | --- | --- |
| Null-moveuse | 0–1 | 1 |
| Null-movereduction | 0–7 | 3 |
| Null-moveuseadaptivity | 0–1 | 1 |
| Null-moveadaptivitydepth | 0–7 | 3 |
|
| Sourceautomatonnumber | 5 |
| --- | --- |
| Destinationentitynumber | 5 |
| Destinationunitnumber | 5 |
| Destinationautomatonnumber | 5 |
| Application-specificdatalength | 16 |
| 0
|
| Application | Size | Framespersecondusing | |
| --- | --- | --- | --- |
| 100Mbitnetwork | 1Gbitnetwork | | |
| mousebrain | 16MB | 0.46 | 0.87 |
|
| fluidflow | 40MB | 0.20 | 0.53 |
| --- | --- | --- | --- |
| beetlehead | 80MB | 0.09 | 0.25 |
| 1
|
| Application | Size | Framespersecondusing | |
| --- | --- | --- | --- |
| 100Mbitnetwork | 1Gbitnetwork | | |
| mousebrain | 16MB | 0.46 | 0.87 |
|
| Device | GTX560Ti | GTX780 | GTX980 |
| --- | --- | --- | --- |
| W(byte/cycle)bank | 2 | 8 | 4 |
| f(GHz)core | 0.950 | 1.006 | 1.279 |
| W(GB/s)SM | 60.80 | 257.54 | 163.84 |
| (cid:48)<br>(GB/s)W<br>SM | 34.90 | 83.81 | 137.41 |
| 0
|
| Application | Size | Framespersecondusing |
| --- | --- | --- |
| 100Mbitnetwork | 1Gbitnetwork | |
|
| mousebrain | 16MB | 0.46 | 0.87 |
| --- | --- | --- | --- |
| fluidflow | 40MB | 0.20 | 0.53 |
| beetlehead | 80MB | 0.09 | 0.25 |
| 1
|
| Application | Size | Framespersecondusing |
| --- | --- | --- |
| 100Mbitnetwork | 1Gbitnetwork | |
|
| f(GHz)core | 0.950 | 1.006 | 1.279 |
| --- | --- | --- | --- |
| W(GB/s)SM | 60.80 | 257.54 | 163.84 |
| (cid:48)<br>(GB/s)W<br>SM | 34.90 | 83.81 | 137.41 |
| 0
|
| Largedomains | Containcategories |
| --- | --- |
| Books | Hardcover<br>Paperback<br>KindleEdition |
|
| Health/Beauty | HealthandBeauty<br>HealthandPersonalCare |
| --- | --- |
| Electronics | Electronics<br>PersonalComputers<br>CellPhones |
| Movies | MoviesandTV<br>DVD |
| 1
|
| Largedomains | Containcategories |
| --- | --- |
| Books | Hardcover<br>Paperback<br>KindleEdition |
|
| Cr | craigslist.org |
| --- | --- |
| Ye | yelp.com |
| Am | amazon.com |
| Sp | spiegel.de |
| Wi | wikipedia.org |
| Yo | youtube.com |
| Cn | cnn.com |
| Gu | guardian.co.uk |
| Hu | humanevents.com |
| Bb | bbc.co.uk |
| 0
|
| Largedomains | Containcategories |
| --- | --- |
| Books | Hardcover<br>Paperback<br>KindleEdition |
|
| Health/Beauty | HealthandBeauty<br>HealthandPersonalCare |
| --- | --- |
| Electronics | Electronics<br>PersonalComputers<br>CellPhones |
| Movies | MoviesandTV<br>DVD |
| 1
|
| Largedomains | Containcategories |
| --- | --- |
| Books | Hardcover<br>Paperback<br>KindleEdition |
|
| Yo | youtube.com |
| --- | --- |
| Cn | cnn.com |
| Gu | guardian.co.uk |
| Hu | humanevents.com |
| Bb | bbc.co.uk |
| 0
|
| SVHN→MNIST |
| --- |
| Input:32×32RGBimage |
|
| Generator |
| --- |
| Conv5×5×64,stride1,pad0<br>Conv5×5×64,stride1,pad0<br>Conv3×3×128,stride2,pad0<br>Conv3×3×128,stride2,pad0<br>Fullyconnected3200×100<br>Fullyconnected100×100 |
| Classifier |
| Fullyconnected100×6 |
| 1
|
| SVHN→MNIST |
| --- |
| Input:32×32RGBimage |
|
| Layer | MNIST(forFigure??) | MNIST | CIFAR10/CIFAR10+ | CIFAR100 |
| --- | --- | --- | --- | --- |
| Conv0.x | [3×3,64]×1 | [3×3,64]×1 | [3×3,64]×1 | [3×3,96]×1 |
| Conv1.x | [3×3,64]×3 | [3×3,64]×3 | [3×3,64]×4 | [3×3,96]×4 |
| Pool1 | 2×2Max,Stride2 | | | |
| Dropout1 | dropoutratiop | | | |
| Conv2.x | [3×3,64]×3 | [3×3,64]×3 | [3×3,96]×4 | [3×3,192]×4 |
| Pool2 | 2×2Max,Stride2 | | | |
| Dropout2 | dropoutratiop | | | |
| Conv3.x | [3×3,64]×3 | [3×3,64]×3 | [3×3,128]×4 | [3×3,384]×4 |
| Pool3 | 2×2Max,Stride2 | | | |
| FC | 2 | 256 | 256 | 512 |
| 0
|
| SVHN→MNIST |
| --- |
| Input:32×32RGBimage |
|
| Generator |
| --- |
| Conv5×5×64,stride1,pad0<br>Conv5×5×64,stride1,pad0<br>Conv3×3×128,stride2,pad0<br>Conv3×3×128,stride2,pad0<br>Fullyconnected3200×100<br>Fullyconnected100×100 |
| Classifier |
| Fullyconnected100×6 |
| 1
|
| SVHN→MNIST |
| --- |
| Input:32×32RGBimage |
|
| Dropout2 | dropoutratiop | | | |
| --- | --- | --- | --- | --- |
| Conv3.x | [3×3,64]×3 | [3×3,64]×3 | [3×3,128]×4 | [3×3,384]×4 |
| Pool3 | 2×2Max,Stride2 | | | |
| FC | 2 | 256 | 256 | 512 |
| 0
|
| Class | mEAS | CorLoc | Class | mEAS | CorLoc |
| --- | --- | --- | --- | --- | --- |
| bus | 0.306 | 0.699 | car | 0.262 | 0.750 |
| tv | 0.254 | 0.582 | aero | 0.220 | 0.685 |
| mbike | 0.206 | 0.829 | train | 0.206 | 0.628 |
| horse | 0.195 | 0.672 | cow | 0.185 | 0.681 |
| boat | 0.177 | 0.343 | sheep | 0.176 | 0.719 |
| bike | 0.170 | 0.675 | bird | 0.170 | 0.567 |
| sofa | 0.165 | 0.620 | plant | 0.163 | 0.437 |
|
| person | 0.162 | 0.288 | bottle | 0.150 | 0.328 |
| --- | --- | --- | --- | --- | --- |
| cat | 0.143 | 0.457 | dog | 0.135 | 0.406 |
| chair | 0.093 | 0.171 | table | 0.052 | 0.305 |
| 1
|
| Class | mEAS | CorLoc | Class | mEAS | CorLoc |
| --- | --- | --- | --- | --- | --- |
| bus | 0.306 | 0.699 | car | 0.262 | 0.750 |
| tv | 0.254 | 0.582 | aero | 0.220 | 0.685 |
| mbike | 0.206 | 0.829 | train | 0.206 | 0.628 |
| horse | 0.195 | 0.672 | cow | 0.185 | 0.681 |
| boat | 0.177 | 0.343 | sheep | 0.176 | 0.719 |
| bike | 0.170 | 0.675 | bird | 0.170 | 0.567 |
| sofa | 0.165 | 0.620 | plant | 0.163 | 0.437 |
|
| Locations | W | C | TL | TR | BL | BR |
| --- | --- | --- | --- | --- | --- | --- |
| aeroplane | 65.6 | 30.2 | 0 | 0 | 2.1 | 2.1 |
| bird | 78.1 | 21.9 | 0 | 0 | 0 | 0 |
| boat | 45.8 | 21.6 | 0 | 0 | 12.3 | 20.2 |
| car | 54.1 | 40.2 | 2.0 | 0 | 3.7 | 0 |
| cat | 76.4 | 17.3 | 5.0 | 0 | 1.3 | 0 |
| cow | 70.8 | 22.2 | 1.8 | 2.4 | 0 | 2.8 |
| dog | 92.8 | 6.2 | 1.0 | 0 | 0 | 0 |
| horse | 75.9 | 14.7 | 0 | 0 | 8.3 | 1.2 |
| motorbike | 65.3 | 33.7 | 0 | 0 | 0 | 1.0 |
| train | 56.5 | 20.0 | 0 | 2.4 | 12.8 | 8.4 |
| 0
|
| Class | mEAS | CorLoc | Class | mEAS | CorLoc |
| --- | --- | --- | --- | --- | --- |
| bus | 0.306 | 0.699 | car | 0.262 | 0.750 |
| tv | 0.254 | 0.582 | aero | 0.220 | 0.685 |
| mbike | 0.206 | 0.829 | train | 0.206 | 0.628 |
| horse | 0.195 | 0.672 | cow | 0.185 | 0.681 |
|
| boat | 0.177 | 0.343 | sheep | 0.176 | 0.719 |
| --- | --- | --- | --- | --- | --- |
| bike | 0.170 | 0.675 | bird | 0.170 | 0.567 |
| sofa | 0.165 | 0.620 | plant | 0.163 | 0.437 |
| person | 0.162 | 0.288 | bottle | 0.150 | 0.328 |
| cat | 0.143 | 0.457 | dog | 0.135 | 0.406 |
| chair | 0.093 | 0.171 | table | 0.052 | 0.305 |
| 1
|
| Class | mEAS | CorLoc | Class | mEAS | CorLoc |
| --- | --- | --- | --- | --- | --- |
| bus | 0.306 | 0.699 | car | 0.262 | 0.750 |
| tv | 0.254 | 0.582 | aero | 0.220 | 0.685 |
| mbike | 0.206 | 0.829 | train | 0.206 | 0.628 |
| horse | 0.195 | 0.672 | cow | 0.185 | 0.681 |
|
| cow | 70.8 | 22.2 | 1.8 | 2.4 | 0 | 2.8 |
| --- | --- | --- | --- | --- | --- | --- |
| dog | 92.8 | 6.2 | 1.0 | 0 | 0 | 0 |
| horse | 75.9 | 14.7 | 0 | 0 | 8.3 | 1.2 |
| motorbike | 65.3 | 33.7 | 0 | 0 | 0 | 1.0 |
| train | 56.5 | 20.0 | 0 | 2.4 | 12.8 | 8.4 |
| 0
|
| LPC-EGEE | PIK-IPLEX | SHARCNET-Whale | RICC | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Avg | St.dev. | Avg | St.dev. | Avg | St.dev. | Avg | St.dev. | |
| | 4511 | 6257 | 242 | 1420 | 404 | 1221 | 10850 | 13773 |
|
| (N=15) | 562 | 1670 | 1.3 | 7 | 26 | 158 | 771 | 1479 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | 410 | 1083 | 0.2 | 1.4 | 60 | 204 | 1808 | 3397 |
| | 575 | 1404 | 2.3 | 12 | 94 | 307 | 2746 | 4070 |
| | 888 | 2101 | 1.2 | 5 | 120 | 344 | 4963 | 6080 |
| | 1082 | 2091 | 2.2 | 11 | 180 | 805 | 5387 | 9083 |
| 1
|
| LPC-EGEE | PIK-IPLEX | SHARCNET-Whale | RICC | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Avg | St.dev. | Avg | St.dev. | Avg | St.dev. | Avg | St.dev. | |
| | 4511 | 6257 | 242 | 1420 | 404 | 1221 | 10850 | 13773 |
|
| | Gradual | Sharp | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P |
| 1004ABCa | 203 | 177 | 9 | 26 | 0.952 | 0.872 | 0.91 | 224 | 209 | 18 | 15 | 0.921 |
| 1012CNNa | 170 | 149 | 23 | 21 | 0.866 | 0.876 | 0.871 | 215 | 191 | 13 | 24 | 0.936 |
| 1016CNNa | 150 | 122 | 13 | 28 | 0.904 | 0.813 | 0.856 | 242 | 211 | 12 | 31 | 0.946 |
| 1021ABCa | 175 | 154 | 22 | 21 | 0.875 | 0.88 | 0.877 | 240 | 227 | 14 | 13 | 0.942 |
| 1101CNNa | 204 | 187 | 13 | 17 | 0.935 | 0.917 | 0.926 | 191 | 180 | 12 | 11 | 0.938 |
| 1109ABCa | 170 | 159 | 12 | 11 | 0.93 | 0.935 | 0.933 | 257 | 241 | 11 | 16 | 0.956 |
| 1123CNNa | 126 | 99 | 32 | 27 | 0.756 | 0.786 | 0.77 | 236 | 206 | 8 | 30 | 0.963 |
| 1126ABCa | 189 | 179 | 16 | 10 | 0.918 | 0.947 | 0.932 | 273 | 260 | 14 | 13 | 0.949 |
| 1208CNNa | 137 | 117 | 22 | 20 | 0.842 | 0.854 | 0.848 | 212 | 192 | 17 | 20 | 0.919 |
| 1210ABCa | 159 | 148 | 21 | 11 | 0.876 | 0.931 | 0.902 | 271 | 251 | 7 | 20 | 0.973 |
| 1216CNNa | 153 | 137 | 25 | 16 | 0.846 | 0.895 | 0.87 | 197 | 184 | 21 | 13 | 0.898 |
| 1221ABCa | 195 | 168 | 18 | 27 | 0.903 | 0.862 | 0.882 | 217 | 195 | 13 | 22 | 0.938 |
| Total | 2031 | 1796 | 226 | 235 | 0.888 | 0.884 | 0.886 | 2775 | 2547 | 160 | 228 | 0.941 |
| 0
|
| LPC-EGEE | PIK-IPLEX | SHARCNET-Whale | RICC | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Avg | St.dev. | Avg | St.dev. | Avg | St.dev. | Avg | St.dev. |
|
| | 4511 | 6257 | 242 | 1420 | 404 | 1221 | 10850 | 13773 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| (N=15) | 562 | 1670 | 1.3 | 7 | 26 | 158 | 771 | 1479 |
| | 410 | 1083 | 0.2 | 1.4 | 60 | 204 | 1808 | 3397 |
| | 575 | 1404 | 2.3 | 12 | 94 | 307 | 2746 | 4070 |
| | 888 | 2101 | 1.2 | 5 | 120 | 344 | 4963 | 6080 |
| | 1082 | 2091 | 2.2 | 11 | 180 | 805 | 5387 | 9083 |
| 1
|
| LPC-EGEE | PIK-IPLEX | SHARCNET-Whale | RICC | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Avg | St.dev. | Avg | St.dev. | Avg | St.dev. | Avg | St.dev. |
|
| 1123CNNa | 126 | 99 | 32 | 27 | 0.756 | 0.786 | 0.77 | 236 | 206 | 8 | 30 | 0.963 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1126ABCa | 189 | 179 | 16 | 10 | 0.918 | 0.947 | 0.932 | 273 | 260 | 14 | 13 | 0.949 |
| 1208CNNa | 137 | 117 | 22 | 20 | 0.842 | 0.854 | 0.848 | 212 | 192 | 17 | 20 | 0.919 |
| 1210ABCa | 159 | 148 | 21 | 11 | 0.876 | 0.931 | 0.902 | 271 | 251 | 7 | 20 | 0.973 |
| 1216CNNa | 153 | 137 | 25 | 16 | 0.846 | 0.895 | 0.87 | 197 | 184 | 21 | 13 | 0.898 |
| 1221ABCa | 195 | 168 | 18 | 27 | 0.903 | 0.862 | 0.882 | 217 | 195 | 13 | 22 | 0.938 |
| Total | 2031 | 1796 | 226 | 235 | 0.888 | 0.884 | 0.886 | 2775 | 2547 | 160 | 228 | 0.941 |
| 0
|
| | Passmark | TDP(W) |
| --- | --- | --- |
| IntelCoreI74770R | 10381 | 65 |
|
| IntelCoreI74960HQ | 10310 | 47 |
| --- | --- | --- |
| IntelCoreI74600U | 4498 | 15 |
| IntelXeonE52697v2 | 19125 | 130 |
| IntelXeonE31230Lv3 | 7344 | 25 |
| 1
|
| | Passmark | TDP(W) |
| --- | --- | --- |
| IntelCoreI74770R | 10381 | 65 |
|
| Parameter | Value |
| --- | --- |
| CPU | IntelXeonX5570 |
| GPU | NVIDIATeslaC2050/C2070 |
| OperatingSystem | CentOSX8664 |
| CUDAToolkit | 5.1 |
| GCC | 4.4 |
| CPUcodescompilation | -O3option |
| floatpointnumberprecision | double |
| 0
|
| | Passmark | TDP(W) |
| --- | --- | --- |
| IntelCoreI74770R | 10381 | 65 |
| IntelCoreI74960HQ | 10310 | 47 |
|
| IntelCoreI74600U | 4498 | 15 |
| --- | --- | --- |
| IntelXeonE52697v2 | 19125 | 130 |
| IntelXeonE31230Lv3 | 7344 | 25 |
| 1
|
| | Passmark | TDP(W) |
| --- | --- | --- |
| IntelCoreI74770R | 10381 | 65 |
| IntelCoreI74960HQ | 10310 | 47 |
|
| OperatingSystem | CentOSX8664 |
| --- | --- |
| CUDAToolkit | 5.1 |
| GCC | 4.4 |
| CPUcodescompilation | -O3option |
| floatpointnumberprecision | double |
| 0
|
| Dataset | Type | #Nodes | #Edges |
| --- | --- | --- | --- |
| Pokec | directed | 1.6M | 30.6M |
|
| LiveJournal | undirected | 4.8M | 69M |
| --- | --- | --- | --- |
| Orkut | undirected | 3.1M | 117M |
| Twitter-2010 | directed | 42M | 1.5B |
| 1
|
| Dataset | Type | #Nodes | #Edges |
| --- | --- | --- | --- |
| Pokec | directed | 1.6M | 30.6M |
|
| Dataset | Type | #Nodes | #Edges |
| --- | --- | --- | --- |
| DBLP-2011 | undirected | 1.0M | 6.7M |
| Pokec | directed | 1.6M | 30.6M |
| LiveJournal | undirected | 4.8M | 69M |
| Orkut | undirected | 3.1M | 117M |
| Twitter-2010 | directed | 42M | 1.5B |
| UK-2007-05 | directed | 106M | 3.7B |
| 0
|
| Dataset | Type | #Nodes | #Edges |
| --- | --- | --- | --- |
| Pokec | directed | 1.6M | 30.6M |
| LiveJournal | undirected | 4.8M | 69M |
|
| Orkut | undirected | 3.1M | 117M |
| --- | --- | --- | --- |
| Twitter-2010 | directed | 42M | 1.5B |
| 1
|
| Dataset | Type | #Nodes | #Edges |
| --- | --- | --- | --- |
| Pokec | directed | 1.6M | 30.6M |
| LiveJournal | undirected | 4.8M | 69M |
|
| Orkut | undirected | 3.1M | 117M |
| --- | --- | --- | --- |
| Twitter-2010 | directed | 42M | 1.5B |
| UK-2007-05 | directed | 106M | 3.7B |
| 0
|
| SmallFlopHold’emFlopBuckets: | 200 | 2,000 | 30,000 |
| --- | --- | --- | --- |
| TrunkStrategy | 88.69 | 37.374 | 9.128 |
| Unsafe | 14.68 | 3.958 | 0.5514 |
| Resolve | 60.16 | 17.79 | 5.407 |
| Maxmargin | 30.05 | 13.99 | 4.343 |
| Reach-Maxmargin | 29.88 | 13.90 | 4.147 |
|
| Reach-Maxmargin(notsplit) | 24.87 | 9.807 | 2.588 |
| --- | --- | --- | --- |
| Estimate | 11.66 | 6.261 | 2.423 |
| Estimate+Distributional | 10.44 | 6.245 | 3.430 |
| Reach-Estimate+Distributional | 10.21 | 5.798 | 2.258 |
| Reach-Estimate+Distributional(notsplit) | 9.560 | 4.924 | 1.733 |
| 1
|
| SmallFlopHold’emFlopBuckets: | 200 | 2,000 | 30,000 |
| --- | --- | --- | --- |
| TrunkStrategy | 88.69 | 37.374 | 9.128 |
| Unsafe | 14.68 | 3.958 | 0.5514 |
| Resolve | 60.16 | 17.79 | 5.407 |
| Maxmargin | 30.05 | 13.99 | 4.343 |
| Reach-Maxmargin | 29.88 | 13.90 | 4.147 |
|
| TurnHold’emTurnBuckets: | 200 | 2,000 | 20,000 |
| --- | --- | --- | --- |
| TrunkStrategy | 684.6 | 465.1 | 345.5 |
| Unsafe | 130.4 | 85.95 | 79.34 |
| Resolve | 454.9 | 321.5 | 251.8 |
| Maxmargin | 427.6 | 299.6 | 234.4 |
| Reach-Maxmargin | 424.4 | 298.3 | 233.5 |
| Reach-Maxmargin(notsplit) | 333.4 | 229.4 | 175.5 |
| Estimate | 120.6 | 89.43 | 76.44 |
| Estimate+Distributional | 119.4 | 87.83 | 74.35 |
| Reach-Estimate+Distributional | 116.8 | 85.80 | 72.59 |
| Reach-Estimate+Distributional(notsplit) | 113.3 | 83.24 | 70.68 |
| 0
|
| SmallFlopHold’emFlopBuckets: | 200 | 2,000 | 30,000 |
| --- | --- | --- | --- |
| TrunkStrategy | 88.69 | 37.374 | 9.128 |
| Unsafe | 14.68 | 3.958 | 0.5514 |
| Resolve | 60.16 | 17.79 | 5.407 |
| Maxmargin | 30.05 | 13.99 | 4.343 |
|
| Reach-Maxmargin | 29.88 | 13.90 | 4.147 |
| --- | --- | --- | --- |
| Reach-Maxmargin(notsplit) | 24.87 | 9.807 | 2.588 |
| Estimate | 11.66 | 6.261 | 2.423 |
| Estimate+Distributional | 10.44 | 6.245 | 3.430 |
| Reach-Estimate+Distributional | 10.21 | 5.798 | 2.258 |
| Reach-Estimate+Distributional(notsplit) | 9.560 | 4.924 | 1.733 |
| 1
|
| SmallFlopHold’emFlopBuckets: | 200 | 2,000 | 30,000 |
| --- | --- | --- | --- |
| TrunkStrategy | 88.69 | 37.374 | 9.128 |
| Unsafe | 14.68 | 3.958 | 0.5514 |
| Resolve | 60.16 | 17.79 | 5.407 |
| Maxmargin | 30.05 | 13.99 | 4.343 |
|
| Reach-Maxmargin | 424.4 | 298.3 | 233.5 |
| --- | --- | --- | --- |
| Reach-Maxmargin(notsplit) | 333.4 | 229.4 | 175.5 |
| Estimate | 120.6 | 89.43 | 76.44 |
| Estimate+Distributional | 119.4 | 87.83 | 74.35 |
| Reach-Estimate+Distributional | 116.8 | 85.80 | 72.59 |
| Reach-Estimate+Distributional(notsplit) | 113.3 | 83.24 | 70.68 |
| 0
|
| Dataset | #ofsamples | #ofclasses | #ofattributes |
| --- | --- | --- | --- |
| Breastcancer | 286 | 2 | 9 |
|
| Diabetes | 768 | 2 | 8 |
| --- | --- | --- | --- |
| SolarFlare | 144 | 3 | 9 |
| German | 1000 | 2 | 20 |
| Heart | 270 | 2 | 13 |
| Image | 2310 | 7 | 19 |
| Ringnorm | 7400 | 2 | 20 |
| Splice | 3190 | 3 | 60 |
| Thyroid | 215 | 3 | 5 |
| Twonorm | 7400 | 2 | 20 |
| Waveform | 5000 | 3 | 21 |
| 1
|
| Dataset | #ofsamples | #ofclasses | #ofattributes |
| --- | --- | --- | --- |
| Breastcancer | 286 | 2 | 9 |
|
| Dataset | Numberoffeatures | Numberofinstances | Numberofclasses |
| --- | --- | --- | --- |
| connect-4 | 42 | 67,557 | 3 |
| splice | 60 | 3,175 | 3 |
| waveform | 40 | 5,000 | 3 |
| landsat | 36 | 6,435 | 6 |
| lung | 325 | 73 | 7 |
| lymph | 4,026 | 96 | 9 |
| NCI9 | 9,712 | 60 | 9 |
| 0
|
| Dataset | #ofsamples | #ofclasses | #ofattributes |
| --- | --- | --- | --- |
| Breastcancer | 286 | 2 | 9 |
| Diabetes | 768 | 2 | 8 |
| SolarFlare | 144 | 3 | 9 |
| German | 1000 | 2 | 20 |
|
| Heart | 270 | 2 | 13 |
| --- | --- | --- | --- |
| Image | 2310 | 7 | 19 |
| Ringnorm | 7400 | 2 | 20 |
| Splice | 3190 | 3 | 60 |
| Thyroid | 215 | 3 | 5 |
| Twonorm | 7400 | 2 | 20 |
| Waveform | 5000 | 3 | 21 |
| 1
|
| Dataset | #ofsamples | #ofclasses | #ofattributes |
| --- | --- | --- | --- |
| Breastcancer | 286 | 2 | 9 |
| Diabetes | 768 | 2 | 8 |
| SolarFlare | 144 | 3 | 9 |
| German | 1000 | 2 | 20 |
|
| lung | 325 | 73 | 7 |
| --- | --- | --- | --- |
| lymph | 4,026 | 96 | 9 |
| NCI9 | 9,712 | 60 | 9 |
| 0
|
| Relation | DBpediaWikipedia<br>DomainRangeRDF2vec-skip-gramRDF2vec-CBOWSkip-gramCBOW | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| spouse | Person | Person | 0.498 | 0.228 | 0.834 | 0.863 |
| capital | PopulatedP. | City | 0.592 | 0.211 | 0.532 | 0.389 |
| starring | Work | Actor | 0.303 | 0.138 | 0.563 | 0.453 |
| largestCountry | PopulatedP. | PopulatedP. | 0.702 | 0.766 | 0.878 | 0.865 |
| director | Film | Person | 0.15 | 0.072 | 0.173 | 0.056 |
| child | Person | Person | 0.461 | 0.173 | 0.857 | 0.869 |
|
| writer | Work | Person | 0.193 | 0.022 | 0.276 | 0.086 |
| --- | --- | --- | --- | --- | --- | --- |
| school | Person | Institution | 0.279 | 0.262 | 0.455 | 0.521 |
| translator | Work | Person | 0.24 | 0.179 | 0.254 | 0.095 |
| producer | Work | Agent | 0.234 | 0.006 | 0.229 | 0.131 |
| operator | Infrastructure | Organisation | 0.177 | 0.148 | 0.336 | 0.332 |
| officialLanguage | PopulatedP. | Language | 0.121 | -0.041 | 0.691 | 0.606 |
| 1
|
| Relation | DBpediaWikipedia<br>DomainRangeRDF2vec-skip-gramRDF2vec-CBOWSkip-gramCBOW | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| spouse | Person | Person | 0.498 | 0.228 | 0.834 | 0.863 |
| capital | PopulatedP. | City | 0.592 | 0.211 | 0.532 | 0.389 |
| starring | Work | Actor | 0.303 | 0.138 | 0.563 | 0.453 |
| largestCountry | PopulatedP. | PopulatedP. | 0.702 | 0.766 | 0.878 | 0.865 |
| director | Film | Person | 0.15 | 0.072 | 0.173 | 0.056 |
| child | Person | Person | 0.461 | 0.173 | 0.857 | 0.869 |
|
| 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
|
| Relation | DBpediaWikipedia<br>DomainRangeRDF2vec-skip-gramRDF2vec-CBOWSkip-gramCBOW | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| spouse | Person | Person | 0.498 | 0.228 | 0.834 | 0.863 |
| capital | PopulatedP. | City | 0.592 | 0.211 | 0.532 | 0.389 |
| starring | Work | Actor | 0.303 | 0.138 | 0.563 | 0.453 |
| largestCountry | PopulatedP. | PopulatedP. | 0.702 | 0.766 | 0.878 | 0.865 |
| director | Film | Person | 0.15 | 0.072 | 0.173 | 0.056 |
|
| child | Person | Person | 0.461 | 0.173 | 0.857 | 0.869 |
| --- | --- | --- | --- | --- | --- | --- |
| writer | Work | Person | 0.193 | 0.022 | 0.276 | 0.086 |
| school | Person | Institution | 0.279 | 0.262 | 0.455 | 0.521 |
| translator | Work | Person | 0.24 | 0.179 | 0.254 | 0.095 |
| producer | Work | Agent | 0.234 | 0.006 | 0.229 | 0.131 |
| operator | Infrastructure | Organisation | 0.177 | 0.148 | 0.336 | 0.332 |
| officialLanguage | PopulatedP. | Language | 0.121 | -0.041 | 0.691 | 0.606 |
| 1
|
| Relation | DBpediaWikipedia<br>DomainRangeRDF2vec-skip-gramRDF2vec-CBOWSkip-gramCBOW | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| spouse | Person | Person | 0.498 | 0.228 | 0.834 | 0.863 |
| capital | PopulatedP. | City | 0.592 | 0.211 | 0.532 | 0.389 |
| starring | Work | Actor | 0.303 | 0.138 | 0.563 | 0.453 |
| largestCountry | PopulatedP. | PopulatedP. | 0.702 | 0.766 | 0.878 | 0.865 |
| director | Film | Person | 0.15 | 0.072 | 0.173 | 0.056 |
|
| Author | 5.31 | 5.07 | 6.41 | 3.4 | 4.0 |
| --- | --- | --- | --- | --- | --- |
| | | | | | |
| 0
|
| Pattern<br>Size | Algorithm | System1 | System2 | System3 |
| --- | --- | --- | --- | --- |
| 2 | ABM<br>HAL<br>L<br>SF<br>TBM | 8.89665<br>8.26117<br>6.08718<br>4.28357<br>10.5142 | 24.6946<br>24.6946<br>24.6946<br>9.87784<br>32.9261 | 32.9261<br>32.9261<br>32.9261<br>24.6946<br>32.9261 |
|
| 4 | ABM<br>HAL<br>L<br>SF<br>TBM | 20.4425<br>23.3995<br>6.52724<br>4.29622<br>21.2602 | 46.7838<br>51.0369<br>27.8712<br>9.84923<br>49.123 | 68.9446<br>83.6137<br>38.9093<br>23.3919<br>71.4517 |
| --- | --- | --- | --- | --- |
| 6 | ABM<br>HAL<br>L<br>SF<br>TBM | 28.1637<br>31.2569<br>6.45279<br>4.28142<br>29.2294 | 60.2832<br>63.6323<br>27.4015<br>9.84005<br>62.249 | 89.4829<br>108.055<br>37.9265<br>22.1973<br>93.8837 |
| 8 | ABM<br>HAL<br>L<br>SF<br>TBM | 33.7463<br>37.0999<br>6.34086<br>4.23323<br>35.3437 | 69.2828<br>73.0482<br>26.6684<br>9.78229<br>72.2627 | 106.674<br>126.801<br>36.5241<br>22.0342<br>112.007 |
| 10 | ABM<br>HAL<br>L<br>SF<br>TBM | 39.6329<br>42.5986<br>6.32525<br>4.22537<br>41.1973 | 76.2308<br>80.5134<br>26.6383<br>9.74924<br>78.7439 | 117.47<br>135.202<br>36.1904<br>21.9134<br>125.714 |
| 14 | ABM<br>HAL<br>L<br>SF<br>TBM | 47.7986<br>49.8997<br>6.22037<br>4.189<br>49.3573 | 89.1214<br>92.9962<br>25.9262<br>9.72233<br>92.9962 | 129.631<br>147.511<br>33.6837<br>21.1774<br>142.594 |
| 18 | ABM<br>HAL<br>L<br>SF<br>TBM | 50.1514<br>50.1514<br>5.86185<br>4.05173<br>51.2912 | 97.859<br>101.773<br>24.7023<br>9.63763<br>97.859 | 141.352<br>159.021<br>31.4115<br>21.0275<br>149.667 |
| 1
|
| Pattern<br>Size | Algorithm | System1 | System2 | System3 |
| --- | --- | --- | --- | --- |
| 2 | ABM<br>HAL<br>L<br>SF<br>TBM | 8.89665<br>8.26117<br>6.08718<br>4.28357<br>10.5142 | 24.6946<br>24.6946<br>24.6946<br>9.87784<br>32.9261 | 32.9261<br>32.9261<br>32.9261<br>24.6946<br>32.9261 |
|
| Pattern<br>Size | Algorithm | System1 | System2 | System3 |
| --- | --- | --- | --- | --- |
| 20 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 16.0893<br>25.8827<br>13.1493<br>28.7208<br>22.8165<br>21.9008<br>4.33091<br>3.28732<br>18.0395 | 37.3422<br>62.3888<br>32.5853<br>67.3143<br>63.9486<br>58.135<br>16.3971<br>8.31851<br>42.6324 | 55.6074<br>138.267<br>53.8514<br>146.168<br>131.177<br>113.686<br>18.9477<br>16.94<br>63.1591 |
| 50 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 19.5708<br>33.6343<br>13.6876<br>49.5795<br>43.4625<br>42.632<br>4.3519<br>3.28906<br>24.0764 | 44.693<br>78.046<br>33.736<br>106.716<br>106.716<br>96.8349<br>16.6003<br>8.31333<br>54.4696 | 70.6633<br>193.67<br>60.8033<br>275.215<br>290.505<br>249.004<br>19.439<br>16.7599<br>87.1514 |
| 100 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 21.2655<br>36.6439<br>12.946<br>70.4997<br>71.2744<br>70.4997<br>4.24474<br>3.24623<br>27.8368 | 49.6781<br>85.8841<br>32.0706<br>163.457<br>187.673<br>168.905<br>16.0862<br>8.23929<br>66.6732 | 73.4371<br>220.311<br>56.3018<br>389.782<br>460.651<br>460.651<br>19.1938<br>16.5054<br>105.566 |
| 150 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 24.2269<br>37.6383<br>14.0205<br>84.3097<br>91.641<br>90.3318<br>4.33395<br>3.28992<br>29.1393 | 56.1366<br>86.667<br>34.5456<br>197.601<br>247.001<br>235.239<br>16.3037<br>8.33056<br>72.6474 | 86.667<br>205.834<br>60.9879<br>548.891<br>548.891<br>494.002<br>19.5258<br>17.0935<br>107.392 |
| 200 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 23.9786<br>37.0578<br>13.3106<br>89.3449<br>103.527<br>105.196<br>4.26565<br>3.25946<br>28.7321 | 55.3853<br>90.9902<br>33.3036<br>221.541<br>283.081<br>283.081<br>16.2275<br>8.28528<br>73.8471 | 86.3636<br>212.31<br>57.9028<br>509.545<br>636.931<br>566.161<br>19.0841<br>16.8167<br>113.232 |
| 0
|
| Pattern<br>Size | Algorithm | System1 | System2 | System3 |
| --- | --- | --- | --- | --- |
| 2 | ABM<br>HAL<br>L<br>SF<br>TBM | 8.89665<br>8.26117<br>6.08718<br>4.28357<br>10.5142 | 24.6946<br>24.6946<br>24.6946<br>9.87784<br>32.9261 | 32.9261<br>32.9261<br>32.9261<br>24.6946<br>32.9261 |
| 4 | ABM<br>HAL<br>L<br>SF<br>TBM | 20.4425<br>23.3995<br>6.52724<br>4.29622<br>21.2602 | 46.7838<br>51.0369<br>27.8712<br>9.84923<br>49.123 | 68.9446<br>83.6137<br>38.9093<br>23.3919<br>71.4517 |
| 6 | ABM<br>HAL<br>L<br>SF<br>TBM | 28.1637<br>31.2569<br>6.45279<br>4.28142<br>29.2294 | 60.2832<br>63.6323<br>27.4015<br>9.84005<br>62.249 | 89.4829<br>108.055<br>37.9265<br>22.1973<br>93.8837 |
|
| 8 | ABM<br>HAL<br>L<br>SF<br>TBM | 33.7463<br>37.0999<br>6.34086<br>4.23323<br>35.3437 | 69.2828<br>73.0482<br>26.6684<br>9.78229<br>72.2627 | 106.674<br>126.801<br>36.5241<br>22.0342<br>112.007 |
| --- | --- | --- | --- | --- |
| 10 | ABM<br>HAL<br>L<br>SF<br>TBM | 39.6329<br>42.5986<br>6.32525<br>4.22537<br>41.1973 | 76.2308<br>80.5134<br>26.6383<br>9.74924<br>78.7439 | 117.47<br>135.202<br>36.1904<br>21.9134<br>125.714 |
| 14 | ABM<br>HAL<br>L<br>SF<br>TBM | 47.7986<br>49.8997<br>6.22037<br>4.189<br>49.3573 | 89.1214<br>92.9962<br>25.9262<br>9.72233<br>92.9962 | 129.631<br>147.511<br>33.6837<br>21.1774<br>142.594 |
| 18 | ABM<br>HAL<br>L<br>SF<br>TBM | 50.1514<br>50.1514<br>5.86185<br>4.05173<br>51.2912 | 97.859<br>101.773<br>24.7023<br>9.63763<br>97.859 | 141.352<br>159.021<br>31.4115<br>21.0275<br>149.667 |
| 1
|
| Pattern<br>Size | Algorithm | System1 | System2 | System3 |
| --- | --- | --- | --- | --- |
| 2 | ABM<br>HAL<br>L<br>SF<br>TBM | 8.89665<br>8.26117<br>6.08718<br>4.28357<br>10.5142 | 24.6946<br>24.6946<br>24.6946<br>9.87784<br>32.9261 | 32.9261<br>32.9261<br>32.9261<br>24.6946<br>32.9261 |
| 4 | ABM<br>HAL<br>L<br>SF<br>TBM | 20.4425<br>23.3995<br>6.52724<br>4.29622<br>21.2602 | 46.7838<br>51.0369<br>27.8712<br>9.84923<br>49.123 | 68.9446<br>83.6137<br>38.9093<br>23.3919<br>71.4517 |
| 6 | ABM<br>HAL<br>L<br>SF<br>TBM | 28.1637<br>31.2569<br>6.45279<br>4.28142<br>29.2294 | 60.2832<br>63.6323<br>27.4015<br>9.84005<br>62.249 | 89.4829<br>108.055<br>37.9265<br>22.1973<br>93.8837 |
|
| 100 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 21.2655<br>36.6439<br>12.946<br>70.4997<br>71.2744<br>70.4997<br>4.24474<br>3.24623<br>27.8368 | 49.6781<br>85.8841<br>32.0706<br>163.457<br>187.673<br>168.905<br>16.0862<br>8.23929<br>66.6732 | 73.4371<br>220.311<br>56.3018<br>389.782<br>460.651<br>460.651<br>19.1938<br>16.5054<br>105.566 |
| --- | --- | --- | --- | --- |
| 150 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 24.2269<br>37.6383<br>14.0205<br>84.3097<br>91.641<br>90.3318<br>4.33395<br>3.28992<br>29.1393 | 56.1366<br>86.667<br>34.5456<br>197.601<br>247.001<br>235.239<br>16.3037<br>8.33056<br>72.6474 | 86.667<br>205.834<br>60.9879<br>548.891<br>548.891<br>494.002<br>19.5258<br>17.0935<br>107.392 |
| 200 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 23.9786<br>37.0578<br>13.3106<br>89.3449<br>103.527<br>105.196<br>4.26565<br>3.25946<br>28.7321 | 55.3853<br>90.9902<br>33.3036<br>221.541<br>283.081<br>283.081<br>16.2275<br>8.28528<br>73.8471 | 86.3636<br>212.31<br>57.9028<br>509.545<br>636.931<br>566.161<br>19.0841<br>16.8167<br>113.232 |
| 0
|
| | Training |
| --- | --- |
| Model | PrecisionRecallAccuracyF1 |
| LogisticRegression | 0.95640.94400.97860.9501 |
| RandomForest | 0.99460.49370.91100.6305 |
| Feed-ForwardNN | 0.93470.80370.95800.8589 |
| Conv1D | 0.77080.46730.88580.5377 |
|
| LSTMRNN | 0.62040.38290.88050.4348 |
| --- | --- |
| GRURNN | 0.83510.64740.91680.7181 |
| 1
|
| | Training |
| --- | --- |
| Model | PrecisionRecallAccuracyF1 |
| LogisticRegression | 0.95640.94400.97860.9501 |
| RandomForest | 0.99460.49370.91100.6305 |
| Feed-ForwardNN | 0.93470.80370.95800.8589 |
| Conv1D | 0.77080.46730.88580.5377 |
|
| | Training |
| --- | --- |
| Model | PrecisionRecallAccuracyF1 |
| LogisticRegression | 0.95640.94400.97860.9501 |
| RandomForest | 0.99890.69880.95010.8086 |
| Feed-ForwardNN | 0.77680.50410.88790.5763 |
| Conv1D | 0.83120.67130.91650.7371 |
| LSTMRNN | 0.81060.69710.91540.7445 |
| GRURNN | 0.79360.69710.91260.7397 |
| 0
|
| | Training |
| --- | --- |
| Model | PrecisionRecallAccuracyF1 |
| LogisticRegression | 0.95640.94400.97860.9501 |
| RandomForest | 0.99460.49370.91100.6305 |
| Feed-ForwardNN | 0.93470.80370.95800.8589 |
|
| Conv1D | 0.77080.46730.88580.5377 |
| --- | --- |
| LSTMRNN | 0.62040.38290.88050.4348 |
| GRURNN | 0.83510.64740.91680.7181 |
| 1
|
| | Training |
| --- | --- |
| Model | PrecisionRecallAccuracyF1 |
| LogisticRegression | 0.95640.94400.97860.9501 |
| RandomForest | 0.99460.49370.91100.6305 |
| Feed-ForwardNN | 0.93470.80370.95800.8589 |
|
| LSTMRNN | 0.81060.69710.91540.7445 |
| --- | --- |
| GRURNN | 0.79360.69710.91260.7397 |
| 0
|
| Rulecode | Ruledesignation | Methodofobject |
| --- | --- | --- |
| R1 | Generatetransaction | Transaction |
| R2.1 | Extractobject | Transaction |
| R2.2.1 | Accesspagenumber | Object |
|
| R2.2.2 | Accesspage | Page |
| --- | --- | --- |
| R2.3 | Performoperation | Attribute |
| R3 | Performclustering | Database |
| 1
|
| Rulecode | Ruledesignation | Methodofobject |
| --- | --- | --- |
| R1 | Generatetransaction | Transaction |
| R2.1 | Extractobject | Transaction |
| R2.2.1 | Accesspagenumber | Object |
|
| ID | System-call | Group |
| --- | --- | --- |
| 0 | NtOpenSection | Memory |
| 1 | ACCESSMASK | ACCESSMASK |
| 2 | POBJECTATTRIBUTES | Object |
| 3 | NtQueryAttributesFile | File |
| 4 | NtRaiseHardError | Process |
| 5 | NTSTATUS | NTSTATUS |
| 6 | ULONG | ULONG |
| 7 | PULONGPTR | Process |
| 8 | HARDERRORRESPONSEOPTION | Process |
| 0
|
| Rulecode | Ruledesignation | Methodofobject |
| --- | --- | --- |
| R1 | Generatetransaction | Transaction |
|
| R2.1 | Extractobject | Transaction |
| --- | --- | --- |
| R2.2.1 | Accesspagenumber | Object |
| R2.2.2 | Accesspage | Page |
| R2.3 | Performoperation | Attribute |
| R3 | Performclustering | Database |
| 1
|
| Rulecode | Ruledesignation | Methodofobject |
| --- | --- | --- |
| R1 | Generatetransaction | Transaction |
|
| 1 | ACCESSMASK | ACCESSMASK |
| --- | --- | --- |
| 2 | POBJECTATTRIBUTES | Object |
| 3 | NtQueryAttributesFile | File |
| 4 | NtRaiseHardError | Process |
| 5 | NTSTATUS | NTSTATUS |
| 6 | ULONG | ULONG |
| 7 | PULONGPTR | Process |
| 8 | HARDERRORRESPONSEOPTION | Process |
| 0
|
| index | 1 | 2 | 3 | ··· | n | ··· | p |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Q2 | q12 | q22 | q32 | ··· | qn2 | ··· | qp2 |
| Q3 | q13 | q23 | q33 | ··· | qn3 | ··· | qp3 |
| ··· | ··· | ··· | ··· | ··· | ··· | ··· | ··· |
|
| Qj | q1j | q2j | q3j | ··· | qnj | ··· | qpj |
| --- | --- | --- | --- | --- | --- | --- | --- |
| ··· | ··· | ··· | ··· | ··· | ··· | ··· | ··· |
| QL | q1L | q2L | q3L | ··· | qnL | ··· | qpL |
| 1
|
| index | 1 | 2 | 3 | ··· | n | ··· | p |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Q2 | q12 | q22 | q32 | ··· | qn2 | ··· | qp2 |
| Q3 | q13 | q23 | q33 | ··· | qn3 | ··· | qp3 |
| ··· | ··· | ··· | ··· | ··· | ··· | ··· | ··· |
|
| G2<br>G1 | R3 | vRq443 | qRv341 | P3 | P4 | Q |
| --- | --- | --- | --- | --- | --- | --- |
| R1 | 1 | 2a | 2b | 3 | 4 | 5 |
| vRp221 | 6a | 7a | 7c | 8a | 9a | 10a |
| pRv123 | 6b | 7b | 7d | 8b | 9b | 10b |
| P1 | 11 | 12 | 12 | 13 | 14 | 15 |
| P2 | 16 | 17a | 17b | 18 | 19 | 20 |
| P | 21 | 22a | 22b | 23 | 24 | 25 |
| 0
|
| index | 1 | 2 | 3 | ··· | n | ··· | p |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Q2 | q12 | q22 | q32 | ··· | qn2 | ··· | qp2 |
| Q3 | q13 | q23 | q33 | ··· | qn3 | ··· | qp3 |
|
| ··· | ··· | ··· | ··· | ··· | ··· | ··· | ··· |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Qj | q1j | q2j | q3j | ··· | qnj | ··· | qpj |
| ··· | ··· | ··· | ··· | ··· | ··· | ··· | ··· |
| QL | q1L | q2L | q3L | ··· | qnL | ··· | qpL |
| 1
|
| index | 1 | 2 | 3 | ··· | n | ··· | p |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Q2 | q12 | q22 | q32 | ··· | qn2 | ··· | qp2 |
| Q3 | q13 | q23 | q33 | ··· | qn3 | ··· | qp3 |
|
| P1 | 11 | 12 | 12 | 13 | 14 | 15 |
| --- | --- | --- | --- | --- | --- | --- |
| P2 | 16 | 17a | 17b | 18 | 19 | 20 |
| P | 21 | 22a | 22b | 23 | 24 | 25 |
| 0
|
| Split | Pair | IAPR-TC12 | Multi30K | | |
| --- | --- | --- | --- | --- | --- |
| img | En | De | img | En | De |
|
| Train | img-En<br>img-De | 9,000<br>9,000 | 9,000<br>- | -<br>9,000 | 14,500<br>14,500 | 72,500<br>- | -<br>72,500 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Validation | img-En<br>img-De | 500<br>500 | 500<br>- | -<br>500 | 507<br>507 | 2,535<br>- | -<br>2,535 |
| Test | En-De | - | 1,000 | 1,000 | - | 5,000 | 5,000 |
| 1
|
| Split | Pair | IAPR-TC12 | Multi30K | | |
| --- | --- | --- | --- | --- | --- |
| img | En | De | img | En | De |
|
| Phase | Train | Validation | Test | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Experiment | Diag | Nondiag | Diag | Nondiag | Diag | Nondiag |
| Fold1 | 4626 | 4822 | 1542 | 1607 | 2055 | 2143 |
| Fold2 | 4625 | 4822 | 1542 | 1607 | 2056 | 2143 |
| Fold3 | 4625 | 4822 | 1542 | 1607 | 2056 | 2143 |
| Fold4 | 4625 | 4822 | 1542 | 1607 | 2056 | 2143 |
| 0
|
| Split | Pair | IAPR-TC12 | Multi30K | | |
| --- | --- | --- | --- | --- | --- |
| img | En | De | img | En | De |
|
| Train | img-En<br>img-De | 9,000<br>9,000 | 9,000<br>- | -<br>9,000 | 14,500<br>14,500 | 72,500<br>- | -<br>72,500 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Validation | img-En<br>img-De | 500<br>500 | 500<br>- | -<br>500 | 507<br>507 | 2,535<br>- | -<br>2,535 |
| Test | En-De | - | 1,000 | 1,000 | - | 5,000 | 5,000 |
| 1
|
| Split | Pair | IAPR-TC12 | Multi30K | | |
| --- | --- | --- | --- | --- | --- |
| img | En | De | img | En | De |
|
| Fold3 | 4625 | 4822 | 1542 | 1607 | 2056 | 2143 |
| --- | --- | --- | --- | --- | --- | --- |
| Fold4 | 4625 | 4822 | 1542 | 1607 | 2056 | 2143 |
| 0
|
| bandid | documentid | value |
| --- | --- | --- |
| 1 | 1 | 1 |
| 1 | 2 | 2 |
| 1 | 3 | 3 |
| 1 | 4 | 4 |
| 2 | 1 | 5 |
| 2 | 2 | 6 |
| 2 | 3 | 7 |
|
| 2 | 4 | 8 |
| --- | --- | --- |
| 3 | 1 | 9 |
| 3 | 2 | 10 |
| 3 | 3 | 11 |
| 3 | 4 | 12 |
| 4 | 1 | 13 |
| 4 | 2 | 14 |
| 4 | 3 | 15 |
| 4 | 4 | 16 |
| 1
|
| bandid | documentid | value |
| --- | --- | --- |
| 1 | 1 | 1 |
| 1 | 2 | 2 |
| 1 | 3 | 3 |
| 1 | 4 | 4 |
| 2 | 1 | 5 |
| 2 | 2 | 6 |
| 2 | 3 | 7 |
|
| ExamID | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Exam0 | Exam1 | Exam2 | Exam3 | Exam4 | Exam5 | Total | |
| Numberofanswersheets | 40 | 99 | 103 | 60 | 62 | 371 | 735 |
| Pagesperanswersheet | 3 | 1 | 1 | 1 | 1 | 1 | |
| Numberofconfirmedanswers | 519 | 979 | 1,041 | 599 | 551 | 7,291 | 10,980 |
| Numberofcrossedoutanswers | 16 | 24 | 17 | 11 | 42 | 92 | 202 |
| Numberofemptyanswers | 1,034 | 1,967 | 2,032 | 1,190 | 1,267 | 14,877 | 22,367 |
| Totalnumberofpages | 120 | 99 | 103 | 60 | 62 | 371 | 815 |
| 0
|
| bandid | documentid | value |
| --- | --- | --- |
| 1 | 1 | 1 |
| 1 | 2 | 2 |
| 1 | 3 | 3 |
| 1 | 4 | 4 |
| 2 | 1 | 5 |
| 2 | 2 | 6 |
|
| 2 | 3 | 7 |
| --- | --- | --- |
| 2 | 4 | 8 |
| 3 | 1 | 9 |
| 3 | 2 | 10 |
| 3 | 3 | 11 |
| 3 | 4 | 12 |
| 4 | 1 | 13 |
| 4 | 2 | 14 |
| 4 | 3 | 15 |
| 4 | 4 | 16 |
| 1
|
| bandid | documentid | value |
| --- | --- | --- |
| 1 | 1 | 1 |
| 1 | 2 | 2 |
| 1 | 3 | 3 |
| 1 | 4 | 4 |
| 2 | 1 | 5 |
| 2 | 2 | 6 |
|
| Numberofconfirmedanswers | 519 | 979 | 1,041 | 599 | 551 | 7,291 | 10,980 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Numberofcrossedoutanswers | 16 | 24 | 17 | 11 | 42 | 92 | 202 |
| Numberofemptyanswers | 1,034 | 1,967 | 2,032 | 1,190 | 1,267 | 14,877 | 22,367 |
| Totalnumberofpages | 120 | 99 | 103 | 60 | 62 | 371 | 815 |
| 0
|
| Board | Holes/<br>Corners | Type | shortestsolutioninmovesto<br>thecentralgameanySVSSproblem | |
| --- | --- | --- | --- | --- |
| Diamond(3) | 13/4 | cornerconstrained | 7† | 7† |
| Diamond(4) | 25/4 | edgeconstrained | 10† | 8† |
|
| Standard33-hole | 33/8 | cornerconstrained | 15 | 13 |
| --- | --- | --- | --- | --- |
| 37-hole | 37/8 | cornerconstrained | 13† | 12† |
| Diamond(5) | 41/4 | edgeconstrained | 11 | 11 |
| 1
|
| Board | Holes/<br>Corners | Type | shortestsolutioninmovesto<br>thecentralgameanySVSSproblem | |
| --- | --- | --- | --- | --- |
| Diamond(3) | 13/4 | cornerconstrained | 7† | 7† |
| Diamond(4) | 25/4 | edgeconstrained | 10† | 8† |
|
| | Aspectratio | Convexity | HScircularity | Solidity |
| --- | --- | --- | --- | --- |
| Blocky | 0.71±0.13 | 0.99±0.02 | 0.71±0.06 | 0.85±0.02 |
| Vesicular | 0.69±0.13 | 0.87±0.05 | 0.48±0.08 | 0.73±0.09 |
| Elongated | 0.37±0.06 | 0.96±0.09 | 0.51±0.08 | 0.80±0.23 |
| Rounded | 0.80±0.09 | 0.99±0.01 | 0.82±0.04 | 0.89±0.01 |
| 0
|
| Board | Holes/<br>Corners | Type | shortestsolutioninmovesto<br>thecentralgameanySVSSproblem | |
| --- | --- | --- | --- | --- |
| Diamond(3) | 13/4 | cornerconstrained | 7† | 7† |
| Diamond(4) | 25/4 | edgeconstrained | 10† | 8† |
| Standard33-hole | 33/8 | cornerconstrained | 15 | 13 |
|
| 37-hole | 37/8 | cornerconstrained | 13† | 12† |
| --- | --- | --- | --- | --- |
| Diamond(5) | 41/4 | edgeconstrained | 11 | 11 |
| 1
|
| Board | Holes/<br>Corners | Type | shortestsolutioninmovesto<br>thecentralgameanySVSSproblem | |
| --- | --- | --- | --- | --- |
| Diamond(3) | 13/4 | cornerconstrained | 7† | 7† |
| Diamond(4) | 25/4 | edgeconstrained | 10† | 8† |
| Standard33-hole | 33/8 | cornerconstrained | 15 | 13 |
|
| Vesicular | 0.69±0.13 | 0.87±0.05 | 0.48±0.08 | 0.73±0.09 |
| --- | --- | --- | --- | --- |
| Elongated | 0.37±0.06 | 0.96±0.09 | 0.51±0.08 | 0.80±0.23 |
| Rounded | 0.80±0.09 | 0.99±0.01 | 0.82±0.04 | 0.89±0.01 |
| 0
|
| Rank | Term | TC | Term | DF |
| --- | --- | --- | --- | --- |
| 1 | the | 116448129 | the | 2662742 |
| 2 | of | 59869301 | and | 2635683 |
| 3 | and | 58521777 | to | 2620998 |
| 4 | to | 53923142 | of | 2613789 |
| 5 | a | 40940103 | a | 2582936 |
| 6 | in | 36463498 | in | 2533431 |
| 7 | is | 22389310 | for | 2427073 |
| 8 | for | 21754176 | is | 2321630 |
| 9 | that | 16665399 | on | 2261602 |
| 10 | on | 15636014 | with | 2221913 |
| 11 | with | 13985141 | are | 1996578 |
| 12 | it | 13518855 | this | 1981575 |
| 13 | be | 13007008 | from | 1964174 |
|
| 14 | as | 11943257 | be | 1951862 |
| --- | --- | --- | --- | --- |
| 15 | are | 11571176 | by | 1947784 |
| 16 | you | 11298405 | as | 1947590 |
| 17 | this | 11218852 | that | 1943238 |
| 18 | by | 10639772 | at | 1927033 |
| 19 | at | 9907466 | it | 1857296 |
| 20 | i | 9855628 | an | 1788905 |
| 1
|
| Rank | Term | TC | Term | DF |
| --- | --- | --- | --- | --- |
| 1 | the | 116448129 | the | 2662742 |
| 2 | of | 59869301 | and | 2635683 |
| 3 | and | 58521777 | to | 2620998 |
| 4 | to | 53923142 | of | 2613789 |
| 5 | a | 40940103 | a | 2582936 |
| 6 | in | 36463498 | in | 2533431 |
| 7 | is | 22389310 | for | 2427073 |
| 8 | for | 21754176 | is | 2321630 |
| 9 | that | 16665399 | on | 2261602 |
| 10 | on | 15636014 | with | 2221913 |
| 11 | with | 13985141 | are | 1996578 |
| 12 | it | 13518855 | this | 1981575 |
| 13 | be | 13007008 | from | 1964174 |
|
| FW | Mult.<br>inF(P) | Occurrences<br>incorpus | p1<br>(cid:101) | p2<br>(cid:101) |
| --- | --- | --- | --- | --- |
| | 151778 | 535729 | 0.29 | 0.29 |
| the | 13113 | 35792 | 0.37 | 0.42 |
| , | 9865 | 27186 | 0.44 | 0.39 |
| to | 5590 | 16807 | 0.40 | 0.38 |
| of | 3526 | 18548 | 0.28 | 0.35 |
| a | 2596 | 8343 | 0.41 | 0.41 |
| and | 2529 | 13954 | 0.39 | 0.41 |
| in | 2106 | 11109 | 0.48 | 0.28 |
| that | 1675 | 8052 | 0.37 | 0.38 |
| is | 1212 | 8572 | 0.33 | 0.32 |
| be | 1016 | 4761 | 0.28 | 0.48 |
| for | 844 | 5515 | 0.40 | 0.37 |
| this | 713 | 5176 | 0.33 | 0.39 |
| inthe | 627 | 3142 | 0.51 | 0.40 |
| are | 616 | 3825 | 0.35 | 0.42 |
| we | 579 | 4419 | 0.37 | 0.32 |
| which | 570 | 4106 | 0.42 | 0.40 |
| on | 453 | 4640 | 0.39 | 0.28 |
| have | 450 | 3498 | 0.33 | 0.33 |
| an | 432 | 1784 | 0.48 | 0.38 |
| has | 425 | 2320 | 0.46 | 0.34 |
| 0
|
| Rank | Term | TC | Term | DF |
| --- | --- | --- | --- | --- |
| 1 | the | 116448129 | the | 2662742 |
| 2 | of | 59869301 | and | 2635683 |
| 3 | and | 58521777 | to | 2620998 |
| 4 | to | 53923142 | of | 2613789 |
| 5 | a | 40940103 | a | 2582936 |
| 6 | in | 36463498 | in | 2533431 |
| 7 | is | 22389310 | for | 2427073 |
|
| 8 | for | 21754176 | is | 2321630 |
| --- | --- | --- | --- | --- |
| 9 | that | 16665399 | on | 2261602 |
| 10 | on | 15636014 | with | 2221913 |
| 11 | with | 13985141 | are | 1996578 |
| 12 | it | 13518855 | this | 1981575 |
| 13 | be | 13007008 | from | 1964174 |
| 14 | as | 11943257 | be | 1951862 |
| 15 | are | 11571176 | by | 1947784 |
| 16 | you | 11298405 | as | 1947590 |
| 17 | this | 11218852 | that | 1943238 |
| 18 | by | 10639772 | at | 1927033 |
| 19 | at | 9907466 | it | 1857296 |
| 20 | i | 9855628 | an | 1788905 |
| 1
|
| Rank | Term | TC | Term | DF |
| --- | --- | --- | --- | --- |
| 1 | the | 116448129 | the | 2662742 |
| 2 | of | 59869301 | and | 2635683 |
| 3 | and | 58521777 | to | 2620998 |
| 4 | to | 53923142 | of | 2613789 |
| 5 | a | 40940103 | a | 2582936 |
| 6 | in | 36463498 | in | 2533431 |
| 7 | is | 22389310 | for | 2427073 |
|
| is | 1212 | 8572 | 0.33 | 0.32 |
| --- | --- | --- | --- | --- |
| be | 1016 | 4761 | 0.28 | 0.48 |
| for | 844 | 5515 | 0.40 | 0.37 |
| this | 713 | 5176 | 0.33 | 0.39 |
| inthe | 627 | 3142 | 0.51 | 0.40 |
| are | 616 | 3825 | 0.35 | 0.42 |
| we | 579 | 4419 | 0.37 | 0.32 |
| which | 570 | 4106 | 0.42 | 0.40 |
| on | 453 | 4640 | 0.39 | 0.28 |
| have | 450 | 3498 | 0.33 | 0.33 |
| an | 432 | 1784 | 0.48 | 0.38 |
| has | 425 | 2320 | 0.46 | 0.34 |
| 0
|
| 2.80 |
| --- |
| 10 |
|
| 25600 |
| --- |
| 132127868 |
| ethernet/infiniband |
| 1
|
| 2.80 |
| --- |
| 10 |
|
| | | | | | |
| --- | --- | --- | --- | --- | --- |
| | | | | | |
| 2 | 0.315 | 97Mb | 2 | 0.345 | 256Mb |
| 2 | 0.282 | 388Mb | 2 | 0.321 | 1024Mb |
| 2 | 0.259 | 1552Mb | 2 | 0.305 | 4096Mb |
| 0
|
| 2.80 |
| --- |
| 10 |
| 25600 |
|
| 132127868 |
| --- |
| ethernet/infiniband |
| 1
|
| 2.80 |
| --- |
| 10 |
| 25600 |
|
| 2 | 0.315 | 97Mb | 2 | 0.345 | 256Mb |
| --- | --- | --- | --- | --- | --- |
| 2 | 0.282 | 388Mb | 2 | 0.321 | 1024Mb |
| 2 | 0.259 | 1552Mb | 2 | 0.305 | 4096Mb |
| 0
|
| vdegrees1 | #instances | #clauses(avg.) | #vars(avg.) | unsat(avg).) | unsat(total) |
| --- | --- | --- | --- | --- | --- |
| (16,8,5) | 54(2*3*9) | 32432 | 5279 | 51sec. | 0.77hrs. |
| (16,7,6) | 270(2*9*15) | 32460 | 5233 | 420sec. | 31.50hrs. |
| (15,8,6) | 90(2*3*15) | 33607 | 5450 | 93sec. | 2.32hrs. |
|
| (15,7,7) | 162(2*9*9) | 33340 | 5326 | 1554sec. | 69.94hrs. |
| --- | --- | --- | --- | --- | --- |
| (14,8,7) | 3105(115*3*9) | 34069 | 5324 | 294sec. | 253.40hrs. |
| 1
|
| vdegrees1 | #instances | #clauses(avg.) | #vars(avg.) | unsat(avg).) | unsat(total) |
| --- | --- | --- | --- | --- | --- |
| (16,8,5) | 54(2*3*9) | 32432 | 5279 | 51sec. | 0.77hrs. |
| (16,7,6) | 270(2*9*15) | 32460 | 5233 | 420sec. | 31.50hrs. |
| (15,8,6) | 90(2*3*15) | 33607 | 5450 | 93sec. | 2.32hrs. |
|
| Graph | \|C\| | Time | TS | TR |
| --- | --- | --- | --- | --- |
| phat700-1.clq | 16 | 19.5hrs | 2,876 | 2,910 |
| phat700-1.clq | 32 | 9.8hrs | 2,502 | 2,567 |
| phat700-1.clq | 64 | 4.9hrs | 3,398 | 3,518 |
| phat700-1.clq | 128 | 2.5hrs | 4,928 | 5,196 |
| phat700-1.clq | 256 | 1.3hrs | 4,578 | 5,153 |
| phat700-1.clq | 512 | 38min | 4,354 | 5,451 |
| phat700-1.clq | 1,024 | 18.9min | 4,052 | 6,391 |
| phat700-1.clq | 2,048 | 9.89min | 3,781 | 8,117 |
| phat700-1.clq | 4,096 | 5.39min | 3,665 | 11,978 |
| phat700-1.clq | 8,192 | 2.9min | 2,714 | 19,183 |
| phat700-1.clq | 16,384 | 1.7min | 1,342 | 32,883 |
| phat1000-2.clq | 64 | 23.6min | 3,664 | 3,799 |
| phat1000-2.clq | 128 | 12.5min | 2,651 | 2,912 |
| phat1000-2.clq | 256 | 6.5min | 1,623 | 1,956 |
| phat1000-2.clq | 512 | 3.7min | 1,235 | 1,872 |
| phat1000-2.clq | 1,024 | 2.1min | 866 | 2,142 |
| phat1000-2.clq | 2,048 | 1.2min | 610 | 3,120 |
| frb30-15-1.mis | 1,024 | 14.2hrs | 13,580 | 15,968 |
| frb30-15-1.mis | 2,048 | 7.2hrs | 21,899 | 26,597 |
| frb30-15-1.mis | 4,096 | 3.6hrs | 28,740 | 37,733 |
| frb30-15-1.mis | 8,192 | 1.9hrs | 29,110 | 45,685 |
| frb30-15-1.mis | 16,384 | 55.1min | 28,707 | 59,978 |
| frb30-15-1.mis | 32,768 | 28.8min | 30,008 | 96,438 |
| frb30-15-1.mis | 65,536 | 16.8min | 25,359 | 158,371 |
| frb30-15-1.mis | 131,072 | 11.1min | 19,419 | 312,430 |
| 60-cell | 128 | 14.3hrs | 19 | 26 |
| 60-cell | 256 | 7.3hrs | 23 | 23 |
| 60-cell | 512 | 3.7hrs | 1,091 | 1,388 |
| 60-cell | 1,024 | 45.1min | 1,397 | 1,940 |
| 60-cell | 2,048 | 11.3min | 1,331 | 2,430 |
| 60-cell | 4,096 | 2.8min | 949 | 3,094 |
| 0
|
| vdegrees1 | #instances | #clauses(avg.) | #vars(avg.) | unsat(avg).) | unsat(total) |
| --- | --- | --- | --- | --- | --- |
| (16,8,5) | 54(2*3*9) | 32432 | 5279 | 51sec. | 0.77hrs. |
| (16,7,6) | 270(2*9*15) | 32460 | 5233 | 420sec. | 31.50hrs. |
| (15,8,6) | 90(2*3*15) | 33607 | 5450 | 93sec. | 2.32hrs. |
|
| (15,7,7) | 162(2*9*9) | 33340 | 5326 | 1554sec. | 69.94hrs. |
| --- | --- | --- | --- | --- | --- |
| (14,8,7) | 3105(115*3*9) | 34069 | 5324 | 294sec. | 253.40hrs. |
| 1
|
| vdegrees1 | #instances | #clauses(avg.) | #vars(avg.) | unsat(avg).) | unsat(total) |
| --- | --- | --- | --- | --- | --- |
| (16,8,5) | 54(2*3*9) | 32432 | 5279 | 51sec. | 0.77hrs. |
| (16,7,6) | 270(2*9*15) | 32460 | 5233 | 420sec. | 31.50hrs. |
| (15,8,6) | 90(2*3*15) | 33607 | 5450 | 93sec. | 2.32hrs. |
|
| frb30-15-1.mis | 32,768 | 28.8min | 30,008 | 96,438 |
| --- | --- | --- | --- | --- |
| frb30-15-1.mis | 65,536 | 16.8min | 25,359 | 158,371 |
| frb30-15-1.mis | 131,072 | 11.1min | 19,419 | 312,430 |
| 60-cell | 128 | 14.3hrs | 19 | 26 |
| 60-cell | 256 | 7.3hrs | 23 | 23 |
| 60-cell | 512 | 3.7hrs | 1,091 | 1,388 |
| 60-cell | 1,024 | 45.1min | 1,397 | 1,940 |
| 60-cell | 2,048 | 11.3min | 1,331 | 2,430 |
| 60-cell | 4,096 | 2.8min | 949 | 3,094 |
| 0
|
| Ω | Universeofallvalidentities(unknownsize) |
| --- | --- |
| r | Avaliduniqueentityordataitem |
| D | Groundtruthortheunderlyingpopulation |
| S | Observedsampleofsizen=\|S\|,withduplicates |
| K | IntegrateddatabasewithonlyuniqueentitiesfromS |
| U | UnknownunknownsthatexistinD,butnotinSorK |
| M0 | UnknownunknownsdistributionmassinD |
| c | ThenumberofuniquedataitemsinS;c=\|K\| |
| sj | Sourcejwithn=\|s\|dataitemsjj |
| N | Thesizeofthegroundtruth;N=\|D\| |
| φ | Theaggregatedqueryresult:e.g.,φ(overD)D |
| ∆ | Theimpactofunknownunknowns:∆=φ−φDK |
| fj | Afrequencystatistic,i.e.,thenumberofdataitems<br>withexactlyjoccurrencesinS. |
|
| F | Thesetoffrequencystatistics,{f,f,...,f}12n |
| --- | --- |
| ρ | Thecorrelationbetweenpublicityandvaluedistribut-<br>ions,i.e.,publicity-valuecorrelation |
| γ | Coefficientofvariance(dataskewmeasure) |
| C | Samplecoverage,alsoC=1−M0 |
| 1
|
| Ω | Universeofallvalidentities(unknownsize) |
| --- | --- |
| r | Avaliduniqueentityordataitem |
| D | Groundtruthortheunderlyingpopulation |
| S | Observedsampleofsizen=\|S\|,withduplicates |
| K | IntegrateddatabasewithonlyuniqueentitiesfromS |
| U | UnknownunknownsthatexistinD,butnotinSorK |
| M0 | UnknownunknownsdistributionmassinD |
| c | ThenumberofuniquedataitemsinS;c=\|K\| |
| sj | Sourcejwithn=\|s\|dataitemsjj |
| N | Thesizeofthegroundtruth;N=\|D\| |
| φ | Theaggregatedqueryresult:e.g.,φ(overD)D |
| ∆ | Theimpactofunknownunknowns:∆=φ−φDK |
| fj | Afrequencystatistic,i.e.,thenumberofdataitems<br>withexactlyjoccurrencesinS. |
|
| Symbol | Definition |
| --- | --- |
| )G=(V,E0G0 | \|truegraphwithn=\|V\|andm=\|EG0 |
| G=(V,E,p) | uncertaingraphconstructedfromG0 |
| G=(V,E)G | samplegraphfromG,G(cid:118)G |
| d(G),d(G)uu | degreeofnodeuinG,G |
| ∆(d) | numberofnodeshavingdegreedinG |
| N(u) | neighborsofnodeuinG |
| Rσ | truncatednormaldistributionon[0,1] |
| r←Reσ | asamplefromthedistributionRσ |
| p(p)iuv | probabilityofedgee(e)iuv |
| np | numberofpotentialedges,\|E\|=m+np |
| A,A | adjacencymatricesofG,G0 |
| PRW | randomwalktransitionmatrixofG0 |
| B | uncertainadjacencymatrix,B=AP |
| t | walklength |
| S | switchingmatrix |
| TV | totaldegreevariance |
| 0
|
| Ω | Universeofallvalidentities(unknownsize) |
| --- | --- |
| r | Avaliduniqueentityordataitem |
| D | Groundtruthortheunderlyingpopulation |
| S | Observedsampleofsizen=\|S\|,withduplicates |
| K | IntegrateddatabasewithonlyuniqueentitiesfromS |
| U | UnknownunknownsthatexistinD,butnotinSorK |
| M0 | UnknownunknownsdistributionmassinD |
| c | ThenumberofuniquedataitemsinS;c=\|K\| |
| sj | Sourcejwithn=\|s\|dataitemsjj |
| N | Thesizeofthegroundtruth;N=\|D\| |
| φ | Theaggregatedqueryresult:e.g.,φ(overD)D |
| ∆ | Theimpactofunknownunknowns:∆=φ−φDK |
| fj | Afrequencystatistic,i.e.,thenumberofdataitems<br>withexactlyjoccurrencesinS. |
|
| F | Thesetoffrequencystatistics,{f,f,...,f}12n |
| --- | --- |
| ρ | Thecorrelationbetweenpublicityandvaluedistribut-<br>ions,i.e.,publicity-valuecorrelation |
| γ | Coefficientofvariance(dataskewmeasure) |
| C | Samplecoverage,alsoC=1−M0 |
| 1
|
| Ω | Universeofallvalidentities(unknownsize) |
| --- | --- |
| r | Avaliduniqueentityordataitem |
| D | Groundtruthortheunderlyingpopulation |
| S | Observedsampleofsizen=\|S\|,withduplicates |
| K | IntegrateddatabasewithonlyuniqueentitiesfromS |
| U | UnknownunknownsthatexistinD,butnotinSorK |
| M0 | UnknownunknownsdistributionmassinD |
| c | ThenumberofuniquedataitemsinS;c=\|K\| |
| sj | Sourcejwithn=\|s\|dataitemsjj |
| N | Thesizeofthegroundtruth;N=\|D\| |
| φ | Theaggregatedqueryresult:e.g.,φ(overD)D |
| ∆ | Theimpactofunknownunknowns:∆=φ−φDK |
| fj | Afrequencystatistic,i.e.,thenumberofdataitems<br>withexactlyjoccurrencesinS. |
|
| B | uncertainadjacencymatrix,B=AP |
| --- | --- |
| t | walklength |
| S | switchingmatrix |
| TV | totaldegreevariance |
| 0
|
| | DESLORATADINE | DOXEPIN |
| --- | --- | --- |
| Alldrug’scodesinTHINdataset | 6 | 15 |
| Allprescription | 358,768 | 72448 |
|
| Allpatients | 81,000 | 6152 |
| --- | --- | --- |
| Allprescription(0-17years) | 53,995 | 2014 |
| Allpatients(0-17years) | 18,293 | 60 |
| Allpresc.(0-17)after30days | 9949 | 1172 |
| AllPatients(0-17)after30days | 988 | 42 |
| 1
|
| | DESLORATADINE | DOXEPIN |
| --- | --- | --- |
| Alldrug’scodesinTHINdataset | 6 | 15 |
| Allprescription | 358,768 | 72448 |
|
| SL | AminoAcid | Short | Index |
| --- | --- | --- | --- |
| 1 | Glycine | GLY | -0.4 |
| 2 | Alanine | ALA | 1.8 |
| 3 | Proline | PRO | 1.6 |
| 4 | Valine | VAL | 4.2 |
| 5 | Leucine | LEU | 3.8 |
| 6 | Isoleucine | ILE | 4.5 |
| 7 | Methionine | MET | 1.9 |
| 8 | Phenylalanine | PHE | 2.8 |
| 9 | Tyrosine | TYR | -1.3 |
| 10 | Tryptophan | TRP | -0.9 |
| 11 | Serine | SER | -0.8 |
| 12 | Threonine | THR | -0.7 |
| 13 | Cysteine | CYS | 2.5 |
| 14 | Asparagine | ASN | -3.5 |
| 15 | Glutamine | GLN | -3.5 |
| 16 | Lysine | LYS | -3.9 |
| 17 | Histidine | HIS | -3.2 |
| 18 | Arginine | ARG | -4.5 |
| 19 | Aspartate | ASP | -3.5 |
| 20 | Glutamate | GLU | -3.5 |
| 0
|
| | DESLORATADINE | DOXEPIN |
| --- | --- | --- |
| Alldrug’scodesinTHINdataset | 6 | 15 |
| Allprescription | 358,768 | 72448 |
| Allpatients | 81,000 | 6152 |
|
| Allprescription(0-17years) | 53,995 | 2014 |
| --- | --- | --- |
| Allpatients(0-17years) | 18,293 | 60 |
| Allpresc.(0-17)after30days | 9949 | 1172 |
| AllPatients(0-17)after30days | 988 | 42 |
| 1
|
| | DESLORATADINE | DOXEPIN |
| --- | --- | --- |
| Alldrug’scodesinTHINdataset | 6 | 15 |
| Allprescription | 358,768 | 72448 |
| Allpatients | 81,000 | 6152 |
|
| 15 | Glutamine | GLN | -3.5 |
| --- | --- | --- | --- |
| 16 | Lysine | LYS | -3.9 |
| 17 | Histidine | HIS | -3.2 |
| 18 | Arginine | ARG | -4.5 |
| 19 | Aspartate | ASP | -3.5 |
| 20 | Glutamate | GLU | -3.5 |
| 0
|
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