premise string | hypothesis string | label int64 |
|---|---|---|
| NumberofClasses | GLRR-F | GLRR-21 | KGLRR-ccp | LRR | SSC | SCGSM | SMCE |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 10 | 0.8726 | 0.6371 | 0.9114 | 0.5360 | 0.6066 | 0.5928 | 0.6108 |
| 20 | 0.7627 | 0.5144 | 0.8126 | 0.4290 | 0.3869 | 0.4035 | 0.4246 | | | 30 | 0.6664 | 0.4294 | 0.6995 | 0.3014 | 0.3318 | 0.4550 | 0.3810 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 40 | 0.6519 | 0.3654 | 0.6387 | 0.1687 | 0.2881 | 0.3679 | 0.3737 |
| 50 | 0.5913 | 0.3395 | 0.5884 | 0.1451 | 0.2614 | 0.3137 | 0.3608 | | 1 |
| NumberofClasses | GLRR-F | GLRR-21 | KGLRR-ccp | LRR | SSC | SCGSM | SMCE |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 10 | 0.8726 | 0.6371 | 0.9114 | 0.5360 | 0.6066 | 0.5928 | 0.6108 |
| 20 | 0.7627 | 0.5144 | 0.8126 | 0.4290 | 0.3869 | 0.4035 | 0.4246 | | | Noise | SSC | LRR | SCGSM | GLRR-21 | GLRR-F<br>/KGLRR-proj | KGLRR-cc |
| --- | --- | --- | --- | --- | --- | --- |
| 0.05 | 0.7838 | 0.8667 | 0.8646 | 1 | 1 | 1 |
| 0.1 | 0.7596 | 0.8889 | 0.7091 | 1 | 1 | 1 |
| 0.15 | 0.7475 | 0.9939 | 0.8667 | 1 | 1 | 1 |
| 0.2 | 0.6202 | 0.9960 | 0.7374 | 1 | 1 | 1 |
| 0.25 | 0.3374 | 0.9960 | 0.7293 | 1 | 1 | 1 |
| 0.3 | 0.2020 | 0.8909 | 0.6828 | 1 | 1 | 1 |
| 0.35 | 0.1556 | 0.8263 | 0.2646 | 0.8889 | 0.996 | 0.8566 | | 0 |
| NumberofClasses | GLRR-F | GLRR-21 | KGLRR-ccp | LRR | SSC | SCGSM | SMCE |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 10 | 0.8726 | 0.6371 | 0.9114 | 0.5360 | 0.6066 | 0.5928 | 0.6108 |
| 20 | 0.7627 | 0.5144 | 0.8126 | 0.4290 | 0.3869 | 0.4035 | 0.4246 |
| 30 | 0.6664 | 0.4294 | 0.6995 | 0.3014 | 0.3318 | 0.4550 | 0.3810 | | | 40 | 0.6519 | 0.3654 | 0.6387 | 0.1687 | 0.2881 | 0.3679 | 0.3737 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 50 | 0.5913 | 0.3395 | 0.5884 | 0.1451 | 0.2614 | 0.3137 | 0.3608 | | 1 |
| NumberofClasses | GLRR-F | GLRR-21 | KGLRR-ccp | LRR | SSC | SCGSM | SMCE |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 10 | 0.8726 | 0.6371 | 0.9114 | 0.5360 | 0.6066 | 0.5928 | 0.6108 |
| 20 | 0.7627 | 0.5144 | 0.8126 | 0.4290 | 0.3869 | 0.4035 | 0.4246 |
| 30 | 0.6664 | 0.4294 | 0.6995 | 0.3014 | 0.3318 | 0.4550 | 0.3810 | | | 0.2 | 0.6202 | 0.9960 | 0.7374 | 1 | 1 | 1 |
| --- | --- | --- | --- | --- | --- | --- |
| 0.25 | 0.3374 | 0.9960 | 0.7293 | 1 | 1 | 1 |
| 0.3 | 0.2020 | 0.8909 | 0.6828 | 1 | 1 | 1 |
| 0.35 | 0.1556 | 0.8263 | 0.2646 | 0.8889 | 0.996 | 0.8566 | | 0 |
| Algorithm | Cluster | #Sentences |
| --- | --- | --- |
| CLUTO | performanceperformerperformyearsteam | 510 |
| skillcustomermanagementknowledgeteam | 325 | | | | roledeliveryworkplaceshow | 289 | |
| --- | --- | --- |
| deliverymanagemanagementmanagercustomer | 259 | |
| knowledgecustomerbusinessexperiencework | 250 | |
| Carrot2 | managermanage | 1824 |
| teamteam | 1756 | |
| deliverymanagement | 451 | |
| manageteam | 376 | |
| customermanagement | 321 | | | 1 |
| Algorithm | Cluster | #Sentences |
| --- | --- | --- |
| CLUTO | performanceperformerperformyearsteam | 510 |
| skillcustomermanagementknowledgeteam | 325 | | | | # | Activity | Duration | Duedate |
| --- | --- | --- | --- |
| 1 | Protocolreviewandrevision | 07businessdays | 18.3.2016 |
| 2 | Searchforprimarystudies | 04businessdays | 24.3.2016 |
| 3 | Titleandabstractlevelscreening | 07businessdays | 06.4.2016 |
| 4 | Full-textlevelscreening | 07businessdays | 15.4.2016 |
| 5 | Qualityassessment | 02businessdays | 19.4.2016 |
| 6 | Dataextraction | 05businessdays | 26.4.2016 |
| 7 | Datasynthesis | 05businessdays | 03.5.2016 |
| 8 | Initialdraftofpaper | 10businessdays | 18.5.2016 | | 0 |
| Algorithm | Cluster | #Sentences |
| --- | --- | --- |
| CLUTO | performanceperformerperformyearsteam | 510 |
| skillcustomermanagementknowledgeteam | 325 | |
| roledeliveryworkplaceshow | 289 | | | | deliverymanagemanagementmanagercustomer | 259 | |
| --- | --- | --- |
| knowledgecustomerbusinessexperiencework | 250 | |
| Carrot2 | managermanage | 1824 |
| teamteam | 1756 | |
| deliverymanagement | 451 | |
| manageteam | 376 | |
| customermanagement | 321 | | | 1 |
| Algorithm | Cluster | #Sentences |
| --- | --- | --- |
| CLUTO | performanceperformerperformyearsteam | 510 |
| skillcustomermanagementknowledgeteam | 325 | |
| roledeliveryworkplaceshow | 289 | | | | 5 | Qualityassessment | 02businessdays | 19.4.2016 |
| --- | --- | --- | --- |
| 6 | Dataextraction | 05businessdays | 26.4.2016 |
| 7 | Datasynthesis | 05businessdays | 03.5.2016 |
| 8 | Initialdraftofpaper | 10businessdays | 18.5.2016 | | 0 |
| Textcategorization | | | | | |
| --- | --- | --- | --- | --- | --- |
| Dataset | Classes | Terms | Red.V. | Train | Test | | | Reuters-8<br>20-Newsgroup<br>WebKB | 8<br>20<br>4 | 23583<br>61188<br>7770 | 2483<br>6894<br>3727 | 5339<br>11269<br>2458 | 2333<br>7505<br>1709 |
| --- | --- | --- | --- | --- | --- |
| Sexualpredatordetection | | | | | |
| SPD | 2 | 155886 | 6770 | 6588 | 15329 | | 1 |
| Textcategorization | | | | | |
| --- | --- | --- | --- | --- | --- |
| Dataset | Classes | Terms | Red.V. | Train | Test | | | | Topfeatures | |
| --- | --- | --- |
| # | Dataset1 | Dataset2 |
| 1 | POSNOUN | Spellingerror |
| 2 | Capitalization | LDAdrinking |
| 3 | Spellingerror | POSNOUN |
| 4 | POSPREPOSITION | Length |
| 5 | Length | LDAtonight |
| 6 | LDALlife | SentimentRatio |
| 7 | POSVERB | Charrepeat |
| 8 | LDAtoday | LDAtoday |
| 9 | POSADV | LDAdrunken |
| 10 | SentimentRatio | LDAlmao | | 0 |
| Textcategorization | | | | | |
| --- | --- | --- | --- | --- | --- |
| Dataset | Classes | Terms | Red.V. | Train | Test |
| Reuters-8<br>20-Newsgroup<br>WebKB | 8<br>20<br>4 | 23583<br>61188<br>7770 | 2483<br>6894<br>3727 | 5339<br>11269<br>2458 | 2333<br>7505<br>1709 | | | Sexualpredatordetection | | | | | |
| --- | --- | --- | --- | --- | --- |
| SPD | 2 | 155886 | 6770 | 6588 | 15329 | | 1 |
| Textcategorization | | | | | |
| --- | --- | --- | --- | --- | --- |
| Dataset | Classes | Terms | Red.V. | Train | Test |
| Reuters-8<br>20-Newsgroup<br>WebKB | 8<br>20<br>4 | 23583<br>61188<br>7770 | 2483<br>6894<br>3727 | 5339<br>11269<br>2458 | 2333<br>7505<br>1709 | | | 3 | Spellingerror | POSNOUN |
| --- | --- | --- |
| 4 | POSPREPOSITION | Length |
| 5 | Length | LDAtonight |
| 6 | LDALlife | SentimentRatio |
| 7 | POSVERB | Charrepeat |
| 8 | LDAtoday | LDAtoday |
| 9 | POSADV | LDAdrunken |
| 10 | SentimentRatio | LDAlmao | | 0 |
| averagetime<br>/iter./customer(s) |
| --- |
| 0.0097 |
| 0.0100 |
| 0.0101 | | | 0.0104 |
| --- |
| 0.0110 | | 1 |
| averagetime<br>/iter./customer(s) |
| --- |
| 0.0097 |
| 0.0100 |
| 0.0101 | | | averagetime<br>/iter./generator(s) |
| --- |
| 0.0147 |
| 0.0424 |
| 0.2168 |
| 0.6825 |
| 1.5487 | | 0 |
| averagetime<br>/iter./customer(s) |
| --- |
| 0.0097 | | | 0.0100 |
| --- |
| 0.0101 |
| 0.0104 |
| 0.0110 | | 1 |
| averagetime<br>/iter./customer(s) |
| --- |
| 0.0097 | | | 0.0424 |
| --- |
| 0.2168 |
| 0.6825 |
| 1.5487 | | 0 |
| Time/Image | Strategy1 | |
| --- | --- | --- |
| Mean | Sparse | Crowded | | | Car | Bus | Van | Car | Bus | Van | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 0.20s<br>0.08s<br>0.23s<br>0.31s | 70.17<br>70.04<br>63.23<br>46.44 | 81.82<br>81.40<br>79.94<br>60.93 | 85.60<br>84.39<br>83.71<br>66.68 | 78.65<br>77.39<br>76.79<br>60.14 | 56.80<br>53.76<br>51.74<br>26.08 | 55.78<br>54.06<br>32.95<br>24.55 | 62.38<br>69.23<br>54.26<br>40.24 |
| 0.03s<br>0.03s | 43.82<br>16.53 | 59.71<br>23.06 | 65.51<br>31.13 | 58.35<br>22.44 | 17.39<br>3.87 | 21.55<br>8.35 | 40.42<br>10.32 | | 1 |
| Time/Image | Strategy1 | |
| --- | --- | --- |
| Mean | Sparse | Crowded | | | Methods | aeroplane | bicycle | boat | bottle | bus | car | chair | diningtable | motorbike | sofa | train | tvmonitor | Average |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ObjectDetection(AP) | | | | | | | | | | | | | |
| DPM | 42.2 | 49.6 | 6.0 | 20.0 | 54.1 | 38.3 | 15.0 | 9.0 | 33.1 | 18.9 | 36.4 | 33.2 | 29.6 |
| R-CNN | 72.4 | 68.7 | 34.0 | – | 73.0 | 62.3 | 33.0 | 35.2 | 70.7 | 49.6 | 70.1 | 57.2 | 56.9 |
| Oursw/oExtra | 76.3 | 73.4 | 43.4 | 44.7 | 74.5 | 63.3 | 35.4 | 32.4 | 74.9 | 51.9 | 74.1 | 60.9 | 58.8 |
| OursFull | 76.5 | 74.0 | 42.4 | 47.0 | 74.5 | 64.7 | 38.5 | 38.6 | 76.7 | 55.1 | 74.8 | 65.3 | 60.7 |
| JointObjectDetectionandPoseEstimation(4ViewsAVP) | | | | | | | | | | | | | |
| VDPM | 34.6 | 41.7 | 1.5 | – | 26.1 | 20.2 | 6.8 | 3.1 | 30.4 | 5.1 | 10.7 | 34.7 | 19.5 |
| DPM-VOC+VP | 39.4 | 43.9 | 0.3 | – | 49.1 | 37.6 | 6.1 | 3.0 | 32.2 | 11.8 | 12.5 | 33.2 | 24.5 |
| Oursw/oExtra | 62.3 | 56.6 | 18.0 | – | 62.0 | 40.9 | 19.3 | 14.9 | 62.3 | 44.1 | 58.1 | 58.5 | 45.2 |
| OursFull | 61.4 | 60.4 | 21.1 | – | 63.0 | 48.7 | 23.8 | 17.4 | 60.7 | 47.8 | 55.9 | 62.3 | 47.5 |
| JointObjectDetectionandPoseEstimation(8ViewsAVP) | | | | | | | | | | | | | |
| VDPM | 23.4 | 36.5 | 1.0 | – | 35.5 | 23.5 | 5.8 | 3.6 | 25.1 | 12.5 | 10.9 | 27.4 | 18.7 |
| DPM-VOC+VP | 29.7 | 42.6 | 0.4 | – | 39.5 | 36.8 | 9.4 | 2.6 | 32.9 | 11.0 | 10.3 | 28.6 | 22.2 |
| Oursw/oExtra | 45.9 | 25.5 | 11.1 | – | 37.7 | 34.6 | 15.2 | 7.4 | 37.1 | 33.0 | 42.5 | 24.3 | 28.6 |
| OursFull | 48.8 | 36.3 | 16.4 | – | 39.8 | 37.2 | 19.1 | 13.2 | 37.0 | 32.1 | 44.4 | 26.9 | 31.9 |
| JointObjectDetectionandPoseEstimation(16ViewsAVP) | | | | | | | | | | | | | |
| VDPM | 15.4 | 18.4 | 0.5 | – | 46.9 | 18.1 | 6.0 | 2.2 | 16.1 | 10.0 | 22.1 | 16.3 | 15.6 |
| DPM-VOC+VP | 17.0 | 24.7 | 1.0 | – | 49.0 | 30.1 | 6.6 | 3.0 | 17.2 | 7.7 | 20.4 | 20.2 | 17.9 |
| Oursw/oExtra | 23.3 | 19.2 | 8.4 | – | 52.6 | 27.0 | 9.9 | 5.1 | 23.6 | 20.9 | 27.4 | 27.9 | 22.3 |
| OursFull | 28.0 | 23.7 | 10.7 | – | 50.8 | 31.4 | 14.3 | 9.4 | 23.4 | 19.5 | 30.7 | 27.8 | 24.5 |
| JointObjectDetectionandPoseEstimation(24ViewsAVP) | | | | | | | | | | | | | |
| VDPM | 8.0 | 14.3 | 0.3 | – | 39.2 | 13.7 | 4.4 | 3.6 | 10.1 | 8.2 | 20.0 | 11.2 | 12.1 |
| DPM-VOC+VP | 10.6 | 16.7 | 2.2 | – | 43.5 | 25.4 | 4.4 | 2.3 | 11.3 | 4.9 | 22.4 | 14.4 | 14.4 |
| Oursw/oExtra | 18.9 | 10.5 | 6.7 | – | 34.3 | 23.3 | 8.3 | 6.5 | 20.6 | 17.5 | 33.8 | 17.0 | 17.9 |
| OursFull | 20.7 | 16.4 | 7.9 | – | 34.6 | 24.6 | 9.4 | 7.6 | 19.9 | 20.0 | 32.7 | 18.2 | 19.3 | | 0 |
| Time/Image | Strategy1 | | | | |
| --- | --- | --- | --- | --- | --- |
| Mean | Sparse | Crowded | | | |
| Car | Bus | Van | Car | Bus | Van | | | 0.20s<br>0.08s<br>0.23s<br>0.31s | 70.17<br>70.04<br>63.23<br>46.44 | 81.82<br>81.40<br>79.94<br>60.93 | 85.60<br>84.39<br>83.71<br>66.68 | 78.65<br>77.39<br>76.79<br>60.14 | 56.80<br>53.76<br>51.74<br>26.08 | 55.78<br>54.06<br>32.95<br>24.55 | 62.38<br>69.23<br>54.26<br>40.24 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 0.03s<br>0.03s | 43.82<br>16.53 | 59.71<br>23.06 | 65.51<br>31.13 | 58.35<br>22.44 | 17.39<br>3.87 | 21.55<br>8.35 | 40.42<br>10.32 | | 1 |
| Time/Image | Strategy1 | | | | |
| --- | --- | --- | --- | --- | --- |
| Mean | Sparse | Crowded | | | |
| Car | Bus | Van | Car | Bus | Van | | | Oursw/oExtra | 62.3 | 56.6 | 18.0 | – | 62.0 | 40.9 | 19.3 | 14.9 | 62.3 | 44.1 | 58.1 | 58.5 | 45.2 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| OursFull | 61.4 | 60.4 | 21.1 | – | 63.0 | 48.7 | 23.8 | 17.4 | 60.7 | 47.8 | 55.9 | 62.3 | 47.5 |
| JointObjectDetectionandPoseEstimation(8ViewsAVP) | | | | | | | | | | | | | |
| VDPM | 23.4 | 36.5 | 1.0 | – | 35.5 | 23.5 | 5.8 | 3.6 | 25.1 | 12.5 | 10.9 | 27.4 | 18.7 |
| DPM-VOC+VP | 29.7 | 42.6 | 0.4 | – | 39.5 | 36.8 | 9.4 | 2.6 | 32.9 | 11.0 | 10.3 | 28.6 | 22.2 |
| Oursw/oExtra | 45.9 | 25.5 | 11.1 | – | 37.7 | 34.6 | 15.2 | 7.4 | 37.1 | 33.0 | 42.5 | 24.3 | 28.6 |
| OursFull | 48.8 | 36.3 | 16.4 | – | 39.8 | 37.2 | 19.1 | 13.2 | 37.0 | 32.1 | 44.4 | 26.9 | 31.9 |
| JointObjectDetectionandPoseEstimation(16ViewsAVP) | | | | | | | | | | | | | |
| VDPM | 15.4 | 18.4 | 0.5 | – | 46.9 | 18.1 | 6.0 | 2.2 | 16.1 | 10.0 | 22.1 | 16.3 | 15.6 |
| DPM-VOC+VP | 17.0 | 24.7 | 1.0 | – | 49.0 | 30.1 | 6.6 | 3.0 | 17.2 | 7.7 | 20.4 | 20.2 | 17.9 |
| Oursw/oExtra | 23.3 | 19.2 | 8.4 | – | 52.6 | 27.0 | 9.9 | 5.1 | 23.6 | 20.9 | 27.4 | 27.9 | 22.3 |
| OursFull | 28.0 | 23.7 | 10.7 | – | 50.8 | 31.4 | 14.3 | 9.4 | 23.4 | 19.5 | 30.7 | 27.8 | 24.5 |
| JointObjectDetectionandPoseEstimation(24ViewsAVP) | | | | | | | | | | | | | |
| VDPM | 8.0 | 14.3 | 0.3 | – | 39.2 | 13.7 | 4.4 | 3.6 | 10.1 | 8.2 | 20.0 | 11.2 | 12.1 |
| DPM-VOC+VP | 10.6 | 16.7 | 2.2 | – | 43.5 | 25.4 | 4.4 | 2.3 | 11.3 | 4.9 | 22.4 | 14.4 | 14.4 |
| Oursw/oExtra | 18.9 | 10.5 | 6.7 | – | 34.3 | 23.3 | 8.3 | 6.5 | 20.6 | 17.5 | 33.8 | 17.0 | 17.9 |
| OursFull | 20.7 | 16.4 | 7.9 | – | 34.6 | 24.6 | 9.4 | 7.6 | 19.9 | 20.0 | 32.7 | 18.2 | 19.3 | | 0 |
| | App | exec. | gc | cache |
| --- | --- | --- | --- | --- |
| Query1 | Spark | 23s | 2.23s | 18.6GB |
| SparkSQL | 22s | 0.49s | 5.6GB | |
| Deca | 22s | 0.26s | 6.3GB | |
| Query2 | Spark | 396s | 192.4s | 97.9GB(23.1GB) | | | SparkSQL | 180s | 3.0s | 47.1GB |
| --- | --- | --- | --- |
| Deca | 192s | 4.2s | 55.6GB | | 1 |
| | App | exec. | gc | cache |
| --- | --- | --- | --- | --- |
| Query1 | Spark | 23s | 2.23s | 18.6GB |
| SparkSQL | 22s | 0.49s | 5.6GB | |
| Deca | 22s | 0.26s | 6.3GB | |
| Query2 | Spark | 396s | 192.4s | 97.9GB(23.1GB) | | | | SizeinMB | Timeinsec | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| univ100 | univ1000 | Yago | univ100 | univ1000 | Yago | |
| RDF-3X | 831,717 | 7,795,458 | 2,189,735 | 240 | 3050 | 1090 |
| BigOWLIM | 2,411,260 | 22,600,088 | 6,348,338 | 838 | 10640 | 3708 |
| JenaTDB | 1,492,057 | 13,984,467 | 3,928,271 | 1285 | 16332 | 5837 |
| WaterFowlMode1 | 91,539 | 922,106 | 271,616 | 168 | 2134 | 768 |
| WaterFowlMode2 | 71,064 | 720396 | 210,556 | 119 | 1515 | 545 |
| WaterFowlMode3 | 77,351 | 798,829 | 203,728 | 107 | 1488 | 513 | | 0 |
| | App | exec. | gc | cache |
| --- | --- | --- | --- | --- |
| Query1 | Spark | 23s | 2.23s | 18.6GB |
| SparkSQL | 22s | 0.49s | 5.6GB | |
| Deca | 22s | 0.26s | 6.3GB | |
| Query2 | Spark | 396s | 192.4s | 97.9GB(23.1GB) | | | SparkSQL | 180s | 3.0s | 47.1GB |
| --- | --- | --- | --- |
| Deca | 192s | 4.2s | 55.6GB | | 1 |
| | App | exec. | gc | cache |
| --- | --- | --- | --- | --- |
| Query1 | Spark | 23s | 2.23s | 18.6GB |
| SparkSQL | 22s | 0.49s | 5.6GB | |
| Deca | 22s | 0.26s | 6.3GB | |
| Query2 | Spark | 396s | 192.4s | 97.9GB(23.1GB) | | | BigOWLIM | 2,411,260 | 22,600,088 | 6,348,338 | 838 | 10640 | 3708 |
| --- | --- | --- | --- | --- | --- | --- |
| JenaTDB | 1,492,057 | 13,984,467 | 3,928,271 | 1285 | 16332 | 5837 |
| WaterFowlMode1 | 91,539 | 922,106 | 271,616 | 168 | 2134 | 768 |
| WaterFowlMode2 | 71,064 | 720396 | 210,556 | 119 | 1515 | 545 |
| WaterFowlMode3 | 77,351 | 798,829 | 203,728 | 107 | 1488 | 513 | | 0 |
| Algorithm | T.E.D. | C.R.W. | T.E.D.(upper) | C.R.W.(upper) |
| --- | --- | --- | --- | --- |
| Megvii-Image++ | 509.1 | 0.5782 | 377.9 | 0.6399 |
| MAPS | 1128.0 | 0.3293 | 1068.8 | 0.339 | | | NESP | 1164.6 | 0.3168 | 1094.9 | 0.3298 |
| --- | --- | --- | --- | --- |
| DSM | 1178.8 | 0.2585 | 1109.1 | 0.2797 | | 1 |
| Algorithm | T.E.D. | C.R.W. | T.E.D.(upper) | C.R.W.(upper) |
| --- | --- | --- | --- | --- |
| Megvii-Image++ | 509.1 | 0.5782 | 377.9 | 0.6399 |
| MAPS | 1128.0 | 0.3293 | 1068.8 | 0.339 | | | Algorithm | T.E.D. | C.R.W. | T.E.D.(upper) | C.R.W.(upper) |
| --- | --- | --- | --- | --- |
| Megvii-Image++ | 115.9 | 0.8283 | 94.1 | 0.8603 |
| PhotoOCR | 122.7 | 0.8283 | 109.9 | 0.853 |
| PicRead | 332.4 | 0.5799 | 290.8 | 0.6192 |
| NESP | 360.1 | 0.642 | 345.2 | 0.6484 |
| PLT | 392.1 | 0.6237 | 375.3 | 0.6311 |
| MAPS | 421.8 | 0.6274 | 406 | 0.6329 |
| PIONEER | 479.8 | 0.537 | 426.8 | 0.5571 | | 0 |
| Algorithm | T.E.D. | C.R.W. | T.E.D.(upper) | C.R.W.(upper) |
| --- | --- | --- | --- | --- |
| Megvii-Image++ | 509.1 | 0.5782 | 377.9 | 0.6399 |
| MAPS | 1128.0 | 0.3293 | 1068.8 | 0.339 | | | NESP | 1164.6 | 0.3168 | 1094.9 | 0.3298 |
| --- | --- | --- | --- | --- |
| DSM | 1178.8 | 0.2585 | 1109.1 | 0.2797 | | 1 |
| Algorithm | T.E.D. | C.R.W. | T.E.D.(upper) | C.R.W.(upper) |
| --- | --- | --- | --- | --- |
| Megvii-Image++ | 509.1 | 0.5782 | 377.9 | 0.6399 |
| MAPS | 1128.0 | 0.3293 | 1068.8 | 0.339 | | | PLT | 392.1 | 0.6237 | 375.3 | 0.6311 |
| --- | --- | --- | --- | --- |
| MAPS | 421.8 | 0.6274 | 406 | 0.6329 |
| PIONEER | 479.8 | 0.537 | 426.8 | 0.5571 | | 0 |
| Department | Timespanofgraduations | #PhDsawarded |
| --- | --- | --- |
| AEGEANICSD | 1997–2016 | 31 |
| AUEBDI | 1997–2017 | 77 |
| AUTHDI | 1997–2016 | 131 |
| AUTHECE | 2005–2016 | 173 |
| CRETECSD | 1992–2016 | 75 |
| CRETEECE | 1992–2017 | 43 |
| IOANCSE | 2005–2017 | 43 |
| IONIODI | 2011–2016 | 11 | | | NTUAECE | 1993–2016 | 1036 |
| --- | --- | --- |
| PATRASECE | 1984–2017 | 341 |
| PELOPDI | 2006–2017 | 23 |
| UADI | 2005–2017 | 208 |
| UNIPIDI | 1991–2017 | 88 |
| UTHDIB | 2013–2017 | 6 |
| UTHECE | 2006–2017 | 42 |
| | TOTAL | 2328 | | 1 |
| Department | Timespanofgraduations | #PhDsawarded |
| --- | --- | --- |
| AEGEANICSD | 1997–2016 | 31 |
| AUEBDI | 1997–2017 | 77 |
| AUTHDI | 1997–2016 | 131 |
| AUTHECE | 2005–2016 | 173 |
| CRETECSD | 1992–2016 | 75 |
| CRETEECE | 1992–2017 | 43 |
| IOANCSE | 2005–2017 | 43 |
| IONIODI | 2011–2016 | 11 | | | Department | Kendalτ |
| --- | --- |
| AEGEANICSD | 0.27 |
| AUEBDI | 0.17 |
| AUTHDI | 0.37 |
| AUTHECE | 0.34 |
| CRETECSD | 0.40 |
| CRETEECE | 0.50 |
| IOANCSE | 0.58 |
| IONIODI | 0.63 |
| NTUAECE | −0.04 |
| PATRASECE | 0.03 |
| PELOPDI | 0.71 |
| UADI | 0.39 |
| UNIPIDI | 0.11 |
| UTHDIB | 0.54 |
| UTHECE | −0.03 |
| ALLDEPTS | 0.08 | | 0 |
| Department | Timespanofgraduations | #PhDsawarded |
| --- | --- | --- |
| AEGEANICSD | 1997–2016 | 31 |
| AUEBDI | 1997–2017 | 77 | | | AUTHDI | 1997–2016 | 131 |
| --- | --- | --- |
| AUTHECE | 2005–2016 | 173 |
| CRETECSD | 1992–2016 | 75 |
| CRETEECE | 1992–2017 | 43 |
| IOANCSE | 2005–2017 | 43 |
| IONIODI | 2011–2016 | 11 |
| NTUAECE | 1993–2016 | 1036 |
| PATRASECE | 1984–2017 | 341 |
| PELOPDI | 2006–2017 | 23 |
| UADI | 2005–2017 | 208 |
| UNIPIDI | 1991–2017 | 88 |
| UTHDIB | 2013–2017 | 6 |
| UTHECE | 2006–2017 | 42 |
| | TOTAL | 2328 | | 1 |
| Department | Timespanofgraduations | #PhDsawarded |
| --- | --- | --- |
| AEGEANICSD | 1997–2016 | 31 |
| AUEBDI | 1997–2017 | 77 | | | UADI | 0.39 |
| --- | --- |
| UNIPIDI | 0.11 |
| UTHDIB | 0.54 |
| UTHECE | −0.03 |
| ALLDEPTS | 0.08 | | 0 |
| | Performance | Highfitness | Neurons | Connectivity |
| --- | --- | --- | --- | --- |
| HPvsPEO | 0.009 | 0.033 | 0.318 | 0.983 | | | HPvsLIN | 0.009 | 0.106 | 0.601 | 0.349 |
| --- | --- | --- | --- | --- |
| HPvsGA | 0.023 | 0.091 | 0.699 | 0.859 |
| PEOvsLIN | 0.763 | 0.009 | 0.130 | 0.171 |
| PEOvsGA | 0.027 | 0.044 | 0.107 | 0.781 |
| LINvsGA | 0.019 | 0.684 | 0.762 | 0.289 | | 1 |
| | Performance | Highfitness | Neurons | Connectivity |
| --- | --- | --- | --- | --- |
| HPvsPEO | 0.009 | 0.033 | 0.318 | 0.983 | | | α | clean | noisy | PCP | PCPF | AltProj | IRPCA-IHT | fastRPCA | ouralgorithm |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 10 | 92.25 | 87 | 87.25 | 87.3 | 86.45 | 89.3 | 89.25 | 90.3 |
| 15 | 75.85 | 87.15 | 87.4 | 86.75 | 82.85 | 87.2 | 89.8 | |
| 20 | 64.35 | 87.6 | 87.55 | 84.65 | 71.2 | 85.55 | 88.55 | |
| 25 | 55.85 | 87 | 86.95 | 79.4 | 62.35 | 82.65 | 87.8 | |
| 30 | 47.15 | 81.15 | 81.55 | 76.75 | 53.5 | 78.3 | 85.65 | |
| 35 | 40.55 | 74.8 | 75.7 | 71 | 47.4 | 76.75 | 85.15 | | | 0 |
| | Performance | Highfitness | Neurons | Connectivity |
| --- | --- | --- | --- | --- |
| HPvsPEO | 0.009 | 0.033 | 0.318 | 0.983 |
| HPvsLIN | 0.009 | 0.106 | 0.601 | 0.349 |
| HPvsGA | 0.023 | 0.091 | 0.699 | 0.859 |
| PEOvsLIN | 0.763 | 0.009 | 0.130 | 0.171 | | | PEOvsGA | 0.027 | 0.044 | 0.107 | 0.781 |
| --- | --- | --- | --- | --- |
| LINvsGA | 0.019 | 0.684 | 0.762 | 0.289 | | 1 |
| | Performance | Highfitness | Neurons | Connectivity |
| --- | --- | --- | --- | --- |
| HPvsPEO | 0.009 | 0.033 | 0.318 | 0.983 |
| HPvsLIN | 0.009 | 0.106 | 0.601 | 0.349 |
| HPvsGA | 0.023 | 0.091 | 0.699 | 0.859 |
| PEOvsLIN | 0.763 | 0.009 | 0.130 | 0.171 | | | 25 | 55.85 | 87 | 86.95 | 79.4 | 62.35 | 82.65 | 87.8 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 30 | 47.15 | 81.15 | 81.55 | 76.75 | 53.5 | 78.3 | 85.65 |
| 35 | 40.55 | 74.8 | 75.7 | 71 | 47.4 | 76.75 | 85.15 | | 0 |
| -classe1800(attendus=169,ramenes=127.00,corrects=9.00)<br>rappel=0.053precision=0.071f-mesure=0.061 |
| --- |
| -classe1810(attendus=169,ramenes=252.00,corrects=33.00)<br>rappel=0.195precision=0.131f-mesure=0.157 |
| -classe1820(attendus=169,ramenes=258.00,corrects=29.00)<br>rappel=0.172precision=0.112f-mesure=0.136 |
| -classe1830(attendus=169,ramenes=358.00,corrects=36.00)<br>rappel=0.213precision=0.101f-mesure=0.137 |
| -classe1840(attendus=169,ramenes=86.00,corrects=10.00)<br>rappel=0.059precision=0.116f-mesure=0.078 |
| -classe1850(attendus=169,ramenes=186.00,corrects=16.00)<br>rappel=0.095precision=0.086f-mesure=0.090 |
| -classe1860(attendus=170,ramenes=146.00,corrects=13.00)<br>rappel=0.076precision=0.089f-mesure=0.082 |
| -classe1870(attendus=169,ramenes=103.00,corrects=10.00)<br>rappel=0.059precision=0.097f-mesure=0.074 |
| -classe1880(attendus=169,ramenes=166.00,corrects=20.00)<br>rappel=0.118precision=0.120f-mesure=0.119 |
| -classe1890(attendus=197,ramenes=81.00,corrects=7.00)<br>rappel=0.036precision=0.086f-mesure=0.050 |
| -classe1900(attendus=203,ramenes=153.00,corrects=14.00)<br>rappel=0.069precision=0.092f-mesure=0.079 |
| -classe1910(attendus=201,ramenes=85.00,corrects=11.00)<br>rappel=0.055precision=0.129f-mesure=0.077 |
| -classe1920(attendus=200,ramenes=129.00,corrects=15.00)<br>rappel=0.075precision=0.116f-mesure=0.091 | | | -classe1930(attendus=200,ramenes=96.00,corrects=10.00)<br>rappel=0.050precision=0.104f-mesure=0.068 |
| --- |
| -classe1940(attendus=198,ramenes=495.00,corrects=82.00)<br>rappel=0.414precision=0.166f-mesure=0.237 |
| -surl’ensembledes15classes<br>macrorappel=0.116macroprecision=0.108macroF-mesure=0.112 | | 1 |
| -classe1800(attendus=169,ramenes=127.00,corrects=9.00)<br>rappel=0.053precision=0.071f-mesure=0.061 |
| --- |
| -classe1810(attendus=169,ramenes=252.00,corrects=33.00)<br>rappel=0.195precision=0.131f-mesure=0.157 |
| -classe1820(attendus=169,ramenes=258.00,corrects=29.00)<br>rappel=0.172precision=0.112f-mesure=0.136 |
| -classe1830(attendus=169,ramenes=358.00,corrects=36.00)<br>rappel=0.213precision=0.101f-mesure=0.137 |
| -classe1840(attendus=169,ramenes=86.00,corrects=10.00)<br>rappel=0.059precision=0.116f-mesure=0.078 |
| -classe1850(attendus=169,ramenes=186.00,corrects=16.00)<br>rappel=0.095precision=0.086f-mesure=0.090 |
| -classe1860(attendus=170,ramenes=146.00,corrects=13.00)<br>rappel=0.076precision=0.089f-mesure=0.082 |
| -classe1870(attendus=169,ramenes=103.00,corrects=10.00)<br>rappel=0.059precision=0.097f-mesure=0.074 |
| -classe1880(attendus=169,ramenes=166.00,corrects=20.00)<br>rappel=0.118precision=0.120f-mesure=0.119 |
| -classe1890(attendus=197,ramenes=81.00,corrects=7.00)<br>rappel=0.036precision=0.086f-mesure=0.050 |
| -classe1900(attendus=203,ramenes=153.00,corrects=14.00)<br>rappel=0.069precision=0.092f-mesure=0.079 |
| -classe1910(attendus=201,ramenes=85.00,corrects=11.00)<br>rappel=0.055precision=0.129f-mesure=0.077 |
| -classe1920(attendus=200,ramenes=129.00,corrects=15.00)<br>rappel=0.075precision=0.116f-mesure=0.091 | | | -classe1800(attendus=169,ramenes=127.00,corrects=9.00)<br>rappel=0.053precision=0.071f-mesure=0.061 |
| --- |
| -classe1810(attendus=169,ramenes=252.00,corrects=33.00)<br>rappel=0.195precision=0.131f-mesure=0.157 |
| -classe1820(attendus=169,ramenes=258.00,corrects=29.00)<br>rappel=0.172precision=0.112f-mesure=0.136 |
| -classe1830(attendus=169,ramenes=358.00,corrects=36.00)<br>rappel=0.213precision=0.101f-mesure=0.137 |
| -classe1840(attendus=169,ramenes=86.00,corrects=10.00)<br>rappel=0.059precision=0.116f-mesure=0.078 |
| -classe1850(attendus=169,ramenes=186.00,corrects=16.00)<br>rappel=0.095precision=0.086f-mesure=0.090 |
| -classe1860(attendus=170,ramenes=146.00,corrects=13.00)<br>rappel=0.076precision=0.089f-mesure=0.082 |
| -classe1870(attendus=169,ramenes=103.00,corrects=10.00)<br>rappel=0.059precision=0.097f-mesure=0.074 |
| -classe1880(attendus=169,ramenes=166.00,corrects=20.00)<br>rappel=0.118precision=0.120f-mesure=0.119 |
| -classe1890(attendus=197,ramenes=81.00,corrects=7.00)<br>rappel=0.036precision=0.086f-mesure=0.050 |
| -classe1900(attendus=203,ramenes=153.00,corrects=14.00)<br>rappel=0.069precision=0.092f-mesure=0.079 |
| -classe1910(attendus=201,ramenes=85.00,corrects=11.00)<br>rappel=0.055precision=0.129f-mesure=0.077 |
| -classe1920(attendus=200,ramenes=129.00,corrects=15.00)<br>rappel=0.075precision=0.116f-mesure=0.091 |
| -classe1930(attendus=200,ramenes=96.00,corrects=10.00)<br>rappel=0.050precision=0.104f-mesure=0.068 |
| -classe1940(attendus=198,ramenes=495.00,corrects=82.00)<br>rappel=0.414precision=0.166f-mesure=0.237 |
| -surl’ensembledes15classes<br>macrorappel=0.116macroprecision=0.108macroF-mesure=0.112 | | 0 |
| -classe1800(attendus=169,ramenes=127.00,corrects=9.00)<br>rappel=0.053precision=0.071f-mesure=0.061 |
| --- |
| -classe1810(attendus=169,ramenes=252.00,corrects=33.00)<br>rappel=0.195precision=0.131f-mesure=0.157 |
| -classe1820(attendus=169,ramenes=258.00,corrects=29.00)<br>rappel=0.172precision=0.112f-mesure=0.136 |
| -classe1830(attendus=169,ramenes=358.00,corrects=36.00)<br>rappel=0.213precision=0.101f-mesure=0.137 |
| -classe1840(attendus=169,ramenes=86.00,corrects=10.00)<br>rappel=0.059precision=0.116f-mesure=0.078 |
| -classe1850(attendus=169,ramenes=186.00,corrects=16.00)<br>rappel=0.095precision=0.086f-mesure=0.090 |
| -classe1860(attendus=170,ramenes=146.00,corrects=13.00)<br>rappel=0.076precision=0.089f-mesure=0.082 | | | -classe1870(attendus=169,ramenes=103.00,corrects=10.00)<br>rappel=0.059precision=0.097f-mesure=0.074 |
| --- |
| -classe1880(attendus=169,ramenes=166.00,corrects=20.00)<br>rappel=0.118precision=0.120f-mesure=0.119 |
| -classe1890(attendus=197,ramenes=81.00,corrects=7.00)<br>rappel=0.036precision=0.086f-mesure=0.050 |
| -classe1900(attendus=203,ramenes=153.00,corrects=14.00)<br>rappel=0.069precision=0.092f-mesure=0.079 |
| -classe1910(attendus=201,ramenes=85.00,corrects=11.00)<br>rappel=0.055precision=0.129f-mesure=0.077 |
| -classe1920(attendus=200,ramenes=129.00,corrects=15.00)<br>rappel=0.075precision=0.116f-mesure=0.091 |
| -classe1930(attendus=200,ramenes=96.00,corrects=10.00)<br>rappel=0.050precision=0.104f-mesure=0.068 |
| -classe1940(attendus=198,ramenes=495.00,corrects=82.00)<br>rappel=0.414precision=0.166f-mesure=0.237 |
| -surl’ensembledes15classes<br>macrorappel=0.116macroprecision=0.108macroF-mesure=0.112 | | 1 |
| -classe1800(attendus=169,ramenes=127.00,corrects=9.00)<br>rappel=0.053precision=0.071f-mesure=0.061 |
| --- |
| -classe1810(attendus=169,ramenes=252.00,corrects=33.00)<br>rappel=0.195precision=0.131f-mesure=0.157 |
| -classe1820(attendus=169,ramenes=258.00,corrects=29.00)<br>rappel=0.172precision=0.112f-mesure=0.136 |
| -classe1830(attendus=169,ramenes=358.00,corrects=36.00)<br>rappel=0.213precision=0.101f-mesure=0.137 |
| -classe1840(attendus=169,ramenes=86.00,corrects=10.00)<br>rappel=0.059precision=0.116f-mesure=0.078 |
| -classe1850(attendus=169,ramenes=186.00,corrects=16.00)<br>rappel=0.095precision=0.086f-mesure=0.090 |
| -classe1860(attendus=170,ramenes=146.00,corrects=13.00)<br>rappel=0.076precision=0.089f-mesure=0.082 | | | -classe1890(attendus=197,ramenes=81.00,corrects=7.00)<br>rappel=0.036precision=0.086f-mesure=0.050 |
| --- |
| -classe1900(attendus=203,ramenes=153.00,corrects=14.00)<br>rappel=0.069precision=0.092f-mesure=0.079 |
| -classe1910(attendus=201,ramenes=85.00,corrects=11.00)<br>rappel=0.055precision=0.129f-mesure=0.077 |
| -classe1920(attendus=200,ramenes=129.00,corrects=15.00)<br>rappel=0.075precision=0.116f-mesure=0.091 |
| -classe1930(attendus=200,ramenes=96.00,corrects=10.00)<br>rappel=0.050precision=0.104f-mesure=0.068 |
| -classe1940(attendus=198,ramenes=495.00,corrects=82.00)<br>rappel=0.414precision=0.166f-mesure=0.237 |
| -surl’ensembledes15classes<br>macrorappel=0.116macroprecision=0.108macroF-mesure=0.112 | | 0 |
| Dataset | #datapoints | #features | Density(average<br>numberoffeatures<br>perdatapoint) | Comments |
| --- | --- | --- | --- | --- |
| NH2010 | 48,838 | 48,838 | 4.8026 | Topologicalgraphof49<br>CensusBlocksinNewHampshire. |
| DBLP | 5,425,964 | 5,425,964 | 3.1880 | Authorshipnetworkof1.4Mauthors<br>and4Mpublications,with8.65Medges. | | | MovieLens | ∼10M | 82,250 | 200 | 10Mmovieratingsfrom71,568users<br>for10,682movies. |
| --- | --- | --- | --- | --- |
| EN-Wiki | 20,207,156 | 213,272 | 200 | SubsetofEnglishWikipediadump. | | 1 |
| Dataset | #datapoints | #features | Density(average<br>numberoffeatures<br>perdatapoint) | Comments |
| --- | --- | --- | --- | --- |
| NH2010 | 48,838 | 48,838 | 4.8026 | Topologicalgraphof49<br>CensusBlocksinNewHampshire. |
| DBLP | 5,425,964 | 5,425,964 | 3.1880 | Authorshipnetworkof1.4Mauthors<br>and4Mpublications,with8.65Medges. | | | Year | Dataset | Pairs | Source |
| --- | --- | --- | --- |
| 2012<br>2012<br>2012<br>2012<br>2012 | MSRpar<br>MSRvid<br>OnWN<br>SMTnews<br>SMTeuroparl | 1500<br>1500<br>750<br>750<br>750 | newswire<br>videos<br>glosses<br>WMTeval.<br>WMTeval. |
| 2013<br>2013<br>2013<br>2013 | HDL<br>FNWN<br>OnWN<br>SMT | 750<br>189<br>561<br>750 | newswire<br>glosses<br>glosses<br>MTeval. |
| 2014<br>2014<br>2014<br>2014<br>2014<br>2014 | HDL<br>OnWN<br>Deft-forum<br>Deft-news<br>Images<br>Tweet-news | 750<br>750<br>450<br>300<br>750<br>750 | newswireheadlines<br>glosses<br>forumposts<br>newssummary<br>imagedescriptions<br>tweet-newspairs |
| 2015<br>2015<br>2015<br>2015<br>2015 | HDL<br>Images<br>Ans.-student<br>Ans.-forum<br>Belief | 750<br>750<br>750<br>375<br>375 | newswireheadlines<br>imagedescriptions<br>studentanswers<br>Q&Aforumanswers<br>committedbelief |
| 2016<br>2016<br>2016<br>2016<br>2016 | HDL<br>Plagiarism<br>post-editing<br>Ans.-Ans.<br>Quest.-Quest. | 249<br>230<br>244<br>254<br>209 | newswireheadlines<br>short-answerplag.<br>MTpostedits<br>Q&Aforumanswers<br>Q&Aforumquestions |
| 2017 | Trial | 23 | MixedSTS2016 | | 0 |
| Dataset | #datapoints | #features | Density(average<br>numberoffeatures<br>perdatapoint) | Comments |
| --- | --- | --- | --- | --- |
| NH2010 | 48,838 | 48,838 | 4.8026 | Topologicalgraphof49<br>CensusBlocksinNewHampshire. |
| DBLP | 5,425,964 | 5,425,964 | 3.1880 | Authorshipnetworkof1.4Mauthors<br>and4Mpublications,with8.65Medges. | | | MovieLens | ∼10M | 82,250 | 200 | 10Mmovieratingsfrom71,568users<br>for10,682movies. |
| --- | --- | --- | --- | --- |
| EN-Wiki | 20,207,156 | 213,272 | 200 | SubsetofEnglishWikipediadump. | | 1 |
| Dataset | #datapoints | #features | Density(average<br>numberoffeatures<br>perdatapoint) | Comments |
| --- | --- | --- | --- | --- |
| NH2010 | 48,838 | 48,838 | 4.8026 | Topologicalgraphof49<br>CensusBlocksinNewHampshire. |
| DBLP | 5,425,964 | 5,425,964 | 3.1880 | Authorshipnetworkof1.4Mauthors<br>and4Mpublications,with8.65Medges. | | | 2013<br>2013<br>2013<br>2013 | HDL<br>FNWN<br>OnWN<br>SMT | 750<br>189<br>561<br>750 | newswire<br>glosses<br>glosses<br>MTeval. |
| --- | --- | --- | --- |
| 2014<br>2014<br>2014<br>2014<br>2014<br>2014 | HDL<br>OnWN<br>Deft-forum<br>Deft-news<br>Images<br>Tweet-news | 750<br>750<br>450<br>300<br>750<br>750 | newswireheadlines<br>glosses<br>forumposts<br>newssummary<br>imagedescriptions<br>tweet-newspairs |
| 2015<br>2015<br>2015<br>2015<br>2015 | HDL<br>Images<br>Ans.-student<br>Ans.-forum<br>Belief | 750<br>750<br>750<br>375<br>375 | newswireheadlines<br>imagedescriptions<br>studentanswers<br>Q&Aforumanswers<br>committedbelief |
| 2016<br>2016<br>2016<br>2016<br>2016 | HDL<br>Plagiarism<br>post-editing<br>Ans.-Ans.<br>Quest.-Quest. | 249<br>230<br>244<br>254<br>209 | newswireheadlines<br>short-answerplag.<br>MTpostedits<br>Q&Aforumanswers<br>Q&Aforumquestions |
| 2017 | Trial | 23 | MixedSTS2016 | | 0 |
| Method | CIPRNG | XORshift | BBS |
| --- | --- | --- | --- |
| Frequency(Monobit)Test | 0.073128 | 0.145326 | 0.32435 |
| FrequencyTestwithinaBlock | 0.719128 | 0.028817 | 0.000000 |
| RunsTest | 0.314992 | 0.739918 | 0.000000 |
| LongestRunofOnesinaBlockTest | 0.445121 | 0.554420 | 0.000000 |
| BinaryMatrixRankTest | 0.888124 | 0.236810 | 0.000000 |
| DiscreteFourierTransform(Spectral)Test | 0.912003 | 0.514124 | 0.000000 |
| Non-overlappingTemplateMatchingTest* | 0.500459 | 0.512363 | 0.000000 |
| OverlappingTemplateMatchingTest | 0.702445 | 0.595549 | 0.000000 |
| UniversalStatisticalTest | 0.666230 | 0.122325 | 0.000000 |
| LinearComplexityTest | 0.475761 | 0.249284 | 0.000000 |
| SerialTest*(m=10) | 0.780099 | 0.495847 | 0.043355 |
| ApproximateEntropyTest(m=10) | 0.679102 | 0.000000 | 0.000000 |
| CumulativeSums(Cusum)Test* | 0.819200 | 0.074404 | 0.000000 |
| RandomExcursionsTest* | 0.697803 | 0.507812 | 0.000000 | | | RandomExcursionsVariantTest* | 0.338243 | 0.289594 | 0.000000 |
| --- | --- | --- | --- |
| Success | 15/15 | 14/15 | 2/15 | | 1 |
| Method | CIPRNG | XORshift | BBS |
| --- | --- | --- | --- |
| Frequency(Monobit)Test | 0.073128 | 0.145326 | 0.32435 |
| FrequencyTestwithinaBlock | 0.719128 | 0.028817 | 0.000000 |
| RunsTest | 0.314992 | 0.739918 | 0.000000 |
| LongestRunofOnesinaBlockTest | 0.445121 | 0.554420 | 0.000000 |
| BinaryMatrixRankTest | 0.888124 | 0.236810 | 0.000000 |
| DiscreteFourierTransform(Spectral)Test | 0.912003 | 0.514124 | 0.000000 |
| Non-overlappingTemplateMatchingTest* | 0.500459 | 0.512363 | 0.000000 |
| OverlappingTemplateMatchingTest | 0.702445 | 0.595549 | 0.000000 |
| UniversalStatisticalTest | 0.666230 | 0.122325 | 0.000000 |
| LinearComplexityTest | 0.475761 | 0.249284 | 0.000000 |
| SerialTest*(m=10) | 0.780099 | 0.495847 | 0.043355 |
| ApproximateEntropyTest(m=10) | 0.679102 | 0.000000 | 0.000000 |
| CumulativeSums(Cusum)Test* | 0.819200 | 0.074404 | 0.000000 |
| RandomExcursionsTest* | 0.697803 | 0.507812 | 0.000000 | | | Scheme | 1 | 2 | 3 | 4 |
| --- | --- | --- | --- | --- |
| N(sizeofthesystem) | 8 | 8 | 8 | 5 |
| M | {1} | {8} | {1,..,8} | {4,5} |
| Frequency(Monobit)Test | 0 | 0.289667 | 0 | 0.108791 |
| FrequencyTestwithinaBlock(M=20000) | 0 | 0 | 0 | 0.699313 |
| RunsTest | 0 | 0.955835 | 0.816537 | 0.739918 |
| TestfortheLongestRunofOnesinaBlock | 0 | 0 | 0 | 0.834308 |
| BinaryMatrixRankTest | 0 | 0 | 0.699313 | 0.935716 |
| DiscreteFourierTransform(Spectral)Test | 0 | 0 | 0 | 0.162606 |
| Non-overlappingTemplateMatchingTest*(m=9) | 0 | 0 | 0 | 0.482340 |
| OverlappingTemplateMatchingTest(m=9) | 0 | 0 | 0 | 0.401199 |
| Maurer’s“UniversalStatistical”Test(L=7,Q=1280) | 0 | 0.075719 | 0.080519 | 0.102526 |
| LinearComplexityTest(M=500) | 0.955835 | 0.474986 | 0.051942 | 0.023545 |
| SerialTest*(m=10) | 0 | 0 | 0 | 0.308152 |
| ApproximateEntropyTest(m=10) | 0 | 0 | 0 | 0 |
| CumulativeSums(Cusum)Test* | 0 | 0.553415 | 0 | 0.661814 |
| RandomExcursionsTest* | 0.015102 | 0.45675 | 0.194299 | 0.293228 |
| RandomExcursionsVariantTest* | 0.045440 | 0.49615 | 0.145418 | 0.330716 |
| Success | 3/15 | 7/15 | 6/15 | 14/15 | | 0 |
| Method | CIPRNG | XORshift | BBS |
| --- | --- | --- | --- |
| Frequency(Monobit)Test | 0.073128 | 0.145326 | 0.32435 |
| FrequencyTestwithinaBlock | 0.719128 | 0.028817 | 0.000000 |
| RunsTest | 0.314992 | 0.739918 | 0.000000 |
| LongestRunofOnesinaBlockTest | 0.445121 | 0.554420 | 0.000000 |
| BinaryMatrixRankTest | 0.888124 | 0.236810 | 0.000000 |
| DiscreteFourierTransform(Spectral)Test | 0.912003 | 0.514124 | 0.000000 |
| Non-overlappingTemplateMatchingTest* | 0.500459 | 0.512363 | 0.000000 |
| OverlappingTemplateMatchingTest | 0.702445 | 0.595549 | 0.000000 |
| UniversalStatisticalTest | 0.666230 | 0.122325 | 0.000000 |
| LinearComplexityTest | 0.475761 | 0.249284 | 0.000000 |
| SerialTest*(m=10) | 0.780099 | 0.495847 | 0.043355 |
| ApproximateEntropyTest(m=10) | 0.679102 | 0.000000 | 0.000000 |
| CumulativeSums(Cusum)Test* | 0.819200 | 0.074404 | 0.000000 | | | RandomExcursionsTest* | 0.697803 | 0.507812 | 0.000000 |
| --- | --- | --- | --- |
| RandomExcursionsVariantTest* | 0.338243 | 0.289594 | 0.000000 |
| Success | 15/15 | 14/15 | 2/15 | | 1 |
| Method | CIPRNG | XORshift | BBS |
| --- | --- | --- | --- |
| Frequency(Monobit)Test | 0.073128 | 0.145326 | 0.32435 |
| FrequencyTestwithinaBlock | 0.719128 | 0.028817 | 0.000000 |
| RunsTest | 0.314992 | 0.739918 | 0.000000 |
| LongestRunofOnesinaBlockTest | 0.445121 | 0.554420 | 0.000000 |
| BinaryMatrixRankTest | 0.888124 | 0.236810 | 0.000000 |
| DiscreteFourierTransform(Spectral)Test | 0.912003 | 0.514124 | 0.000000 |
| Non-overlappingTemplateMatchingTest* | 0.500459 | 0.512363 | 0.000000 |
| OverlappingTemplateMatchingTest | 0.702445 | 0.595549 | 0.000000 |
| UniversalStatisticalTest | 0.666230 | 0.122325 | 0.000000 |
| LinearComplexityTest | 0.475761 | 0.249284 | 0.000000 |
| SerialTest*(m=10) | 0.780099 | 0.495847 | 0.043355 |
| ApproximateEntropyTest(m=10) | 0.679102 | 0.000000 | 0.000000 |
| CumulativeSums(Cusum)Test* | 0.819200 | 0.074404 | 0.000000 | | | FrequencyTestwithinaBlock(M=20000) | 0 | 0 | 0 | 0.699313 |
| --- | --- | --- | --- | --- |
| RunsTest | 0 | 0.955835 | 0.816537 | 0.739918 |
| TestfortheLongestRunofOnesinaBlock | 0 | 0 | 0 | 0.834308 |
| BinaryMatrixRankTest | 0 | 0 | 0.699313 | 0.935716 |
| DiscreteFourierTransform(Spectral)Test | 0 | 0 | 0 | 0.162606 |
| Non-overlappingTemplateMatchingTest*(m=9) | 0 | 0 | 0 | 0.482340 |
| OverlappingTemplateMatchingTest(m=9) | 0 | 0 | 0 | 0.401199 |
| Maurer’s“UniversalStatistical”Test(L=7,Q=1280) | 0 | 0.075719 | 0.080519 | 0.102526 |
| LinearComplexityTest(M=500) | 0.955835 | 0.474986 | 0.051942 | 0.023545 |
| SerialTest*(m=10) | 0 | 0 | 0 | 0.308152 |
| ApproximateEntropyTest(m=10) | 0 | 0 | 0 | 0 |
| CumulativeSums(Cusum)Test* | 0 | 0.553415 | 0 | 0.661814 |
| RandomExcursionsTest* | 0.015102 | 0.45675 | 0.194299 | 0.293228 |
| RandomExcursionsVariantTest* | 0.045440 | 0.49615 | 0.145418 | 0.330716 |
| Success | 3/15 | 7/15 | 6/15 | 14/15 | | 0 |
| layer |
| --- |
| VolumeConstruction |
| 3×3×3×32stride1 |
| 3×3×3×32stride1 |
| 3×3×3×64stride2 |
| 3×3×3×64stride1 |
| 3×3×3×64stride1 |
| 3×3×3×64stride2 |
| 3×3×3×64stride1 |
| 3×3×3×64stride1 |
| 3×3×3×64stride2 |
| 3×3×3×64stride1 |
| 3×3×3×64stride1 |
| 3×3×3×128stride2 |
| 3×3×3×128stride1 |
| 3×3×3×128stride1 | | | 3×3×3×64<br>upsamplingstride2 |
| --- |
| 3×3×3×64<br>upsamplingstride2 |
| 3×3×3×64<br>upsamplingstride2 |
| 3×3×3×32<br>upsamplingstride2 |
| 3×3×3×1stride1 | | 1 |
| layer |
| --- |
| VolumeConstruction |
| 3×3×3×32stride1 |
| 3×3×3×32stride1 |
| 3×3×3×64stride2 |
| 3×3×3×64stride1 |
| 3×3×3×64stride1 |
| 3×3×3×64stride2 |
| 3×3×3×64stride1 |
| 3×3×3×64stride1 |
| 3×3×3×64stride2 |
| 3×3×3×64stride1 |
| 3×3×3×64stride1 |
| 3×3×3×128stride2 |
| 3×3×3×128stride1 |
| 3×3×3×128stride1 | | | Layer | Filter/Stride | Outputsize |
| --- | --- | --- |
| Input | – | 1×51×51 |
| Conv1<br>BatchNormalization<br>MaxPool | 3×3/1<br>–<br>2×2/2 | 32×49×49<br>32×49×49<br>32×25×25 |
| Conv2<br>BatchNormalization<br>MaxPool | 3×3/1<br>–<br>2×2/2 | 64×23×23<br>64×23×23<br>64×12×12 |
| Conv3<br>BatchNormalization<br>MaxPool | 3×3/1<br>–<br>2×2/2 | 128×10×10<br>128×10×10<br>128×5×5 |
| Conv4<br>BatchNormalization<br>MaxPool | 3×3/1<br>–<br>2×2/2 | 256×3×3<br>256×3×3<br>256×2×2 |
| Conv5<br>BatchNormalization | 2×2/1<br>– | 512×1×1<br>512×1×1 | | 0 |
| layer |
| --- |
| VolumeConstruction |
| 3×3×3×32stride1 |
| 3×3×3×32stride1 |
| 3×3×3×64stride2 |
| 3×3×3×64stride1 |
| 3×3×3×64stride1 |
| 3×3×3×64stride2 |
| 3×3×3×64stride1 |
| 3×3×3×64stride1 |
| 3×3×3×64stride2 |
| 3×3×3×64stride1 |
| 3×3×3×64stride1 | | | 3×3×3×128stride2 |
| --- |
| 3×3×3×128stride1 |
| 3×3×3×128stride1 |
| 3×3×3×64<br>upsamplingstride2 |
| 3×3×3×64<br>upsamplingstride2 |
| 3×3×3×64<br>upsamplingstride2 |
| 3×3×3×32<br>upsamplingstride2 |
| 3×3×3×1stride1 | | 1 |
| layer |
| --- |
| VolumeConstruction |
| 3×3×3×32stride1 |
| 3×3×3×32stride1 |
| 3×3×3×64stride2 |
| 3×3×3×64stride1 |
| 3×3×3×64stride1 |
| 3×3×3×64stride2 |
| 3×3×3×64stride1 |
| 3×3×3×64stride1 |
| 3×3×3×64stride2 |
| 3×3×3×64stride1 |
| 3×3×3×64stride1 | | | Conv1<br>BatchNormalization<br>MaxPool | 3×3/1<br>–<br>2×2/2 | 32×49×49<br>32×49×49<br>32×25×25 |
| --- | --- | --- |
| Conv2<br>BatchNormalization<br>MaxPool | 3×3/1<br>–<br>2×2/2 | 64×23×23<br>64×23×23<br>64×12×12 |
| Conv3<br>BatchNormalization<br>MaxPool | 3×3/1<br>–<br>2×2/2 | 128×10×10<br>128×10×10<br>128×5×5 |
| Conv4<br>BatchNormalization<br>MaxPool | 3×3/1<br>–<br>2×2/2 | 256×3×3<br>256×3×3<br>256×2×2 |
| Conv5<br>BatchNormalization | 2×2/1<br>– | 512×1×1<br>512×1×1 | | 0 |
| CostFunction | DistributionModel | | | |
| --- | --- | --- | --- | --- |
| linear | exp. | uniform | polynomial | |
| HILL | .3556 | .3512 | .2847 | .3614 | | | S-UNIWARD | .3291 | .3091 | .2645 | .3267 |
| --- | --- | --- | --- | --- |
| HUGO | .2936 | .2813 | .2067 | .2074 | | 1 |
| CostFunction | DistributionModel | | | |
| --- | --- | --- | --- | --- |
| linear | exp. | uniform | polynomial | |
| HILL | .3556 | .3512 | .2847 | .3614 | | | τ | 0.00 | 0.05 | 0.10 | 0.15 | 0.20 | 0.25 |
| --- | --- | --- | --- | --- | --- | --- |
| DE(c,c)d | 0.000 | 0.050 | 0.100 | 0.150 | 0.200 | 0.231 |
| DE(c,c)i | 0.000 | 0.050 | 0.055 | 0.055 | 0.055 | 0.055 |
| SFD | 43490 | 24602 | 14370 | 9041 | 3444 | 0 |
| KTD | 123626 | 72938 | 45636 | 28652 | 11054 | 0 | | 0 |
| CostFunction | DistributionModel | | |
| --- | --- | --- | --- |
| linear | exp. | uniform | polynomial | | | HILL | .3556 | .3512 | .2847 | .3614 |
| --- | --- | --- | --- | --- |
| S-UNIWARD | .3291 | .3091 | .2645 | .3267 |
| HUGO | .2936 | .2813 | .2067 | .2074 | | 1 |
| CostFunction | DistributionModel | | |
| --- | --- | --- | --- |
| linear | exp. | uniform | polynomial | | | SFD | 43490 | 24602 | 14370 | 9041 | 3444 | 0 |
| --- | --- | --- | --- | --- | --- | --- |
| KTD | 123626 | 72938 | 45636 | 28652 | 11054 | 0 | | 0 |
| Numberofoperations | | | |
| --- | --- | --- | --- |
| Database | 1000 | 10000 | 100000 |
| MicrosoftSQLServer | 1000 | 3000 | 28000 | | | MySQL | 2438.5 | 25465.1 | 286934.4 |
| --- | --- | --- | --- |
| PostgreSQL | 111.2 | 1191.3 | 13429.1 |
| MongoDB | 86.7 | 914 | 19532.3 |
| CouchDB | 2.47 | 22.25 | 215.55 |
| Couchbase | 77.59 | 783.67 | 9188.13 | | 1 |
| Numberofoperations | | | |
| --- | --- | --- | --- |
| Database | 1000 | 10000 | 100000 |
| MicrosoftSQLServer | 1000 | 3000 | 28000 | | | Numberofoperations | | | |
| --- | --- | --- | --- |
| Database | 1000 | 10000 | 100000 |
| MicrosoftSQLServer | 2000 | 6000 | 53000 |
| MySQL | 112 | 2529.8 | 32897.9 |
| PostgreSQL | 86.8 | 2040.6 | 16465.2 |
| MongoDB | 26.4 | 321.4 | 7814.6 |
| CouchDB | 2.1 | 18.73 | 227.22 |
| Couchbase | 45.83 | 445.72 | 7578.98 | | 0 |
| Numberofoperations | | | |
| --- | --- | --- | --- |
| Database | 1000 | 10000 | 100000 |
| MicrosoftSQLServer | 1000 | 3000 | 28000 |
| MySQL | 2438.5 | 25465.1 | 286934.4 |
| PostgreSQL | 111.2 | 1191.3 | 13429.1 | | | MongoDB | 86.7 | 914 | 19532.3 |
| --- | --- | --- | --- |
| CouchDB | 2.47 | 22.25 | 215.55 |
| Couchbase | 77.59 | 783.67 | 9188.13 | | 1 |
| Numberofoperations | | | |
| --- | --- | --- | --- |
| Database | 1000 | 10000 | 100000 |
| MicrosoftSQLServer | 1000 | 3000 | 28000 |
| MySQL | 2438.5 | 25465.1 | 286934.4 |
| PostgreSQL | 111.2 | 1191.3 | 13429.1 | | | PostgreSQL | 86.8 | 2040.6 | 16465.2 |
| --- | --- | --- | --- |
| MongoDB | 26.4 | 321.4 | 7814.6 |
| CouchDB | 2.1 | 18.73 | 227.22 |
| Couchbase | 45.83 | 445.72 | 7578.98 | | 0 |
| Type | NameofInitiative |
| --- | --- |
| Project | iSCAPE() |
| AmsterdamSmartCitizensLab() | |
| PASODOBLE() | |
| PESCaDO() | |
| CITI-SENSE() | |
| PlumeLabs() | | | | Application | Ubreathe() |
| --- | --- |
| WorldAirquality() | |
| Banshirne() | |
| AirForU() | |
| CleanAirNation() | |
| AirVisual() | | | 1 |
| Type | NameofInitiative |
| --- | --- |
| Project | iSCAPE() |
| AmsterdamSmartCitizensLab() | |
| PASODOBLE() | |
| PESCaDO() | |
| CITI-SENSE() | |
| PlumeLabs() | | | | FuelCategory | CategoryLabel | EIA-860Labels |
| --- | --- | --- |
| Coal | COW | ANT,BIT,LIG,SUB,WC |
| Petroleum | PEL | RC,DFO,JF,KER,PC,RFO,WO |
| NaturalGas | NG | BFG,NG,OG,PG,SG,SGC |
| Nuclear | NUC | NUC |
| Biomass | BIO | AB,MSW,OBS,WDS,OBL,SLW,BLQ,WDL |
| DispatchableRenewables | DRN | WAT,GEO |
| Renewables | RN | SUN,WND | | 0 |
| Type | NameofInitiative |
| --- | --- |
| Project | iSCAPE() |
| AmsterdamSmartCitizensLab() | |
| PASODOBLE() | |
| PESCaDO() | |
| CITI-SENSE() | | | | PlumeLabs() | |
| --- | --- |
| Application | Ubreathe() |
| WorldAirquality() | |
| Banshirne() | |
| AirForU() | |
| CleanAirNation() | |
| AirVisual() | | | 1 |
| Type | NameofInitiative |
| --- | --- |
| Project | iSCAPE() |
| AmsterdamSmartCitizensLab() | |
| PASODOBLE() | |
| PESCaDO() | |
| CITI-SENSE() | | | | Nuclear | NUC | NUC |
| --- | --- | --- |
| Biomass | BIO | AB,MSW,OBS,WDS,OBL,SLW,BLQ,WDL |
| DispatchableRenewables | DRN | WAT,GEO |
| Renewables | RN | SUN,WND | | 0 |
| 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 | | 1 |
| 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 | | | | L1dline | DRAMpage | VMpage | VMsuperpage |
| --- | --- | --- | --- | --- |
| Pseudorandom | 0.42 | 0.53 | 0.44 | 0.42 |
| BFS | 0.36 | 0.43 | 0.26 | 0.07 |
| DFS | 0.33 | 0.23 | 0.19 | 0.11 |
| VEB | 0.24 | 0.15 | 0.05 | 0.02 |
| 64 | 0.25 | 0.19 | 0.10 | 0.03 |
| 1K | 0.31 | 0.19 | 0.07 | 0.02 |
| 4K | 0.32 | 0.25 | 0.07 | 0.02 |
| 2M | 0.33 | 0.34 | 0.14 | 0.02 |
| 64+1K+4K+2M | 0.25 | 0.17 | 0.06 | 0.02 | | 0 |
| 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 | | 1 |
| 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 | | | DFS | 0.33 | 0.23 | 0.19 | 0.11 |
| --- | --- | --- | --- | --- |
| VEB | 0.24 | 0.15 | 0.05 | 0.02 |
| 64 | 0.25 | 0.19 | 0.10 | 0.03 |
| 1K | 0.31 | 0.19 | 0.07 | 0.02 |
| 4K | 0.32 | 0.25 | 0.07 | 0.02 |
| 2M | 0.33 | 0.34 | 0.14 | 0.02 |
| 64+1K+4K+2M | 0.25 | 0.17 | 0.06 | 0.02 | | 0 |
| Ssrc | Stgt | | |
| --- | --- | --- | --- |
| OS | EP | JRC | |
| OS | 96.0/96.5 | 8.7/25.4 | 3.2/6.7 | | | EP | 3.9/14.1 | 95.3/96.2 | 4.5/6.4 |
| --- | --- | --- | --- |
| JRC | 1.9/3.7 | 7.0/12.4 | 96.8/96.7 | | 1 |
| Ssrc | Stgt | | |
| --- | --- | --- | --- |
| OS | EP | JRC | |
| OS | 96.0/96.5 | 8.7/25.4 | 3.2/6.7 | | | Ssrc | Stgt | | |
| --- | --- | --- | --- |
| OS | EP | JRC | |
| OS | 96.4/97.4 | 8.1/24.3 | 3.4/5.5 |
| EP | 4.4/14.0 | 96.4/96.1 | 5.4/8.5 |
| JRC | 1.9/2.8 | 6.9/12.8 | 96.5/96.8 | | 0 |
| Ssrc | Stgt | | |
| --- | --- | --- | --- |
| OS | EP | JRC | |
| OS | 96.0/96.5 | 8.7/25.4 | 3.2/6.7 | | | EP | 3.9/14.1 | 95.3/96.2 | 4.5/6.4 |
| --- | --- | --- | --- |
| JRC | 1.9/3.7 | 7.0/12.4 | 96.8/96.7 | | 1 |
| Ssrc | Stgt | | |
| --- | --- | --- | --- |
| OS | EP | JRC | |
| OS | 96.0/96.5 | 8.7/25.4 | 3.2/6.7 | | | OS | 96.4/97.4 | 8.1/24.3 | 3.4/5.5 |
| --- | --- | --- | --- |
| EP | 4.4/14.0 | 96.4/96.1 | 5.4/8.5 |
| JRC | 1.9/2.8 | 6.9/12.8 | 96.5/96.8 | | 0 |
| #oftargetimagesN | 1,000 | 5,000 | 10,000 |
| --- | --- | --- | --- |
| Non-transfer | 0.854 | 0.926 | 0.945 | | | SSL | 0.844 | 0.928 | 0.951 |
| --- | --- | --- | --- |
| Oquabetal. | 0.773 | 0.875 | 0.887 |
| Agrawaletal. | 0.844 | 0.923 | 0.951 |
| ATDL | 0.887 | 0.928 | 0.932 | | 1 |
| #oftargetimagesN | 1,000 | 5,000 | 10,000 |
| --- | --- | --- | --- |
| Non-transfer | 0.854 | 0.926 | 0.945 | | | #oftargetimagesN | 400 | 1,500 |
| --- | --- | --- |
| Non-transfer | 0.724 | 0.753 |
| SSL | 0.750 | 0.789 |
| Oquabetal. | 0.763 | 0.782 |
| Agrawaletal. | 0.753 | 0.781 |
| ATDL | 0.789 | 0.797 | | 0 |
| #oftargetimagesN | 1,000 | 5,000 | 10,000 |
| --- | --- | --- | --- |
| Non-transfer | 0.854 | 0.926 | 0.945 | | | SSL | 0.844 | 0.928 | 0.951 |
| --- | --- | --- | --- |
| Oquabetal. | 0.773 | 0.875 | 0.887 |
| Agrawaletal. | 0.844 | 0.923 | 0.951 |
| ATDL | 0.887 | 0.928 | 0.932 | | 1 |
| #oftargetimagesN | 1,000 | 5,000 | 10,000 |
| --- | --- | --- | --- |
| Non-transfer | 0.854 | 0.926 | 0.945 | | | Agrawaletal. | 0.753 | 0.781 |
| --- | --- | --- |
| ATDL | 0.789 | 0.797 | | 0 |
| | QR#4 | QR#5 | QR#6 | QR#7 | QR#10 |
| --- | --- | --- | --- | --- | --- |
| RDF-3X | 4.2 | 2.5 | 15.3 | 1.4 | 1.6 |
| OWLIM-SE | 705 | 16771 | 72 | 1708 | 3.65 | | | JenaTDB | 4.85 | 6.3 | 30.7 | 207 | 1.55 |
| --- | --- | --- | --- | --- | --- |
| WaterFowlMode2 | 3.66 | 2.3 | 13.4 | 1.2 | 1.4 | | 1 |
| | QR#4 | QR#5 | QR#6 | QR#7 | QR#10 |
| --- | --- | --- | --- | --- | --- |
| RDF-3X | 4.2 | 2.5 | 15.3 | 1.4 | 1.6 |
| OWLIM-SE | 705 | 16771 | 72 | 1708 | 3.65 | | | | SizeinMB | Timeinsec | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| univ100 | univ1000 | Yago | univ100 | univ1000 | Yago | |
| RDF-3X | 831,717 | 7,795,458 | 2,189,735 | 240 | 3050 | 1090 |
| BigOWLIM | 2,411,260 | 22,600,088 | 6,348,338 | 838 | 10640 | 3708 |
| JenaTDB | 1,492,057 | 13,984,467 | 3,928,271 | 1285 | 16332 | 5837 |
| WaterFowlMode1 | 91,539 | 922,106 | 271,616 | 168 | 2134 | 768 |
| WaterFowlMode2 | 71,064 | 720396 | 210,556 | 119 | 1515 | 545 |
| WaterFowlMode3 | 77,351 | 798,829 | 203,728 | 107 | 1488 | 513 | | 0 |
| | QR#4 | QR#5 | QR#6 | QR#7 | QR#10 |
| --- | --- | --- | --- | --- | --- |
| RDF-3X | 4.2 | 2.5 | 15.3 | 1.4 | 1.6 | | | OWLIM-SE | 705 | 16771 | 72 | 1708 | 3.65 |
| --- | --- | --- | --- | --- | --- |
| JenaTDB | 4.85 | 6.3 | 30.7 | 207 | 1.55 |
| WaterFowlMode2 | 3.66 | 2.3 | 13.4 | 1.2 | 1.4 | | 1 |
| | QR#4 | QR#5 | QR#6 | QR#7 | QR#10 |
| --- | --- | --- | --- | --- | --- |
| RDF-3X | 4.2 | 2.5 | 15.3 | 1.4 | 1.6 | | | RDF-3X | 831,717 | 7,795,458 | 2,189,735 | 240 | 3050 | 1090 |
| --- | --- | --- | --- | --- | --- | --- |
| BigOWLIM | 2,411,260 | 22,600,088 | 6,348,338 | 838 | 10640 | 3708 |
| JenaTDB | 1,492,057 | 13,984,467 | 3,928,271 | 1285 | 16332 | 5837 |
| WaterFowlMode1 | 91,539 | 922,106 | 271,616 | 168 | 2134 | 768 |
| WaterFowlMode2 | 71,064 | 720396 | 210,556 | 119 | 1515 | 545 |
| WaterFowlMode3 | 77,351 | 798,829 | 203,728 | 107 | 1488 | 513 | | 0 |
| 1 | 100 | 0.5 | 35.137 |
| --- | --- | --- | --- |
| 1 | 100 | 0.5 | 82.415 |
| 1 | 100 | 0.5 | 100.414 |
| 2 | 100 | 0.5 | 35.301 |
| 3 | 100 | 0.5 | 35.564 |
| 1 | 200 | 0.5 | 36.480 |
| 1 | 300 | 0.5 | 37.645 |
| 1 | 400 | 0.5 | 41.113 | | | 1 | 100 | 0 | 33.621 |
| --- | --- | --- | --- |
| 1 | 100 | 0.1 | 34.934 | | 1 |
| 1 | 100 | 0.5 | 35.137 |
| --- | --- | --- | --- |
| 1 | 100 | 0.5 | 82.415 |
| 1 | 100 | 0.5 | 100.414 |
| 2 | 100 | 0.5 | 35.301 |
| 3 | 100 | 0.5 | 35.564 |
| 1 | 200 | 0.5 | 36.480 |
| 1 | 300 | 0.5 | 37.645 |
| 1 | 400 | 0.5 | 41.113 | | | 1 | 100 | 0.5 | 46.889 |
| --- | --- | --- | --- |
| 1 | 100 | 0.5 | 110.956 |
| 1 | 100 | 0.5 | 135.143 |
| 2 | 100 | 0.5 | 46.844 |
| 3 | 100 | 0.5 | 47.029 |
| 1 | 200 | 0.5 | 49.069 |
| 1 | 300 | 0.5 | 50.632 |
| 1 | 400 | 0.5 | 54.916 |
| 1 | 100 | 0 | 45.034 |
| 1 | 100 | 0.1 | 47.353 | | 0 |
| 1 | 100 | 0.5 | 35.137 |
| --- | --- | --- | --- |
| 1 | 100 | 0.5 | 82.415 |
| 1 | 100 | 0.5 | 100.414 | | | 2 | 100 | 0.5 | 35.301 |
| --- | --- | --- | --- |
| 3 | 100 | 0.5 | 35.564 |
| 1 | 200 | 0.5 | 36.480 |
| 1 | 300 | 0.5 | 37.645 |
| 1 | 400 | 0.5 | 41.113 |
| 1 | 100 | 0 | 33.621 |
| 1 | 100 | 0.1 | 34.934 | | 1 |
| 1 | 100 | 0.5 | 35.137 |
| --- | --- | --- | --- |
| 1 | 100 | 0.5 | 82.415 |
| 1 | 100 | 0.5 | 100.414 | | | 1 | 200 | 0.5 | 49.069 |
| --- | --- | --- | --- |
| 1 | 300 | 0.5 | 50.632 |
| 1 | 400 | 0.5 | 54.916 |
| 1 | 100 | 0 | 45.034 |
| 1 | 100 | 0.1 | 47.353 | | 0 |
| Hyperparameter | Potentialvalue |
| --- | --- |
| emsize | [300,350,400,450] |
| nhid | [950,1050,1150,1250] |
| nlayers | [2,3,4,5] |
| dropout | [0.3,0.4,0.5,0.6] |
| dropoute | [0.3,0.4,0.5,0.6] |
| dropouth | [0.3,0.4,0.5,0.6] |
| dropouti | [0.3,0.4,0.5,0.6] |
| wdrop | [0.3,0.4,0.5,0.6] | | | bptt | [50,60,70,80] |
| --- | --- |
| clip | [0.15,0.25,0.35,0.45] |
| lr | [20,30,40,45] | | 1 |
| Hyperparameter | Potentialvalue |
| --- | --- |
| emsize | [300,350,400,450] |
| nhid | [950,1050,1150,1250] |
| nlayers | [2,3,4,5] |
| dropout | [0.3,0.4,0.5,0.6] |
| dropoute | [0.3,0.4,0.5,0.6] |
| dropouth | [0.3,0.4,0.5,0.6] |
| dropouti | [0.3,0.4,0.5,0.6] |
| wdrop | [0.3,0.4,0.5,0.6] | | | | Range | Description |
| --- | --- | --- |
| K | [5·10,10,10,10] | Sizeofkeydomain |
| z | [0,...,0.85,...,1.0] | Distributionskewness |
| f | [0,...,1.0,...,2.0] | Fluctuationrate |
| θmax | [0,...,0.08,...,1.0] | Toleranceonloadimbalance |
| β | [1,...,1.5,...,2.0] | Migrationselectionfactor |
| r | [0,1,2,3,4,5,6,7,8] | Levelpartitiondistance |
| w | [1,5,10,15,20] | Timeinterval |
| ND | [1,5,10,15,20,...,40] | Numberoftaskinstances |
| NA | [0,...,3·10,...,5·10] | Sizeoftheroutingtable | | 0 |
| Hyperparameter | Potentialvalue |
| --- | --- |
| emsize | [300,350,400,450] | | | nhid | [950,1050,1150,1250] |
| --- | --- |
| nlayers | [2,3,4,5] |
| dropout | [0.3,0.4,0.5,0.6] |
| dropoute | [0.3,0.4,0.5,0.6] |
| dropouth | [0.3,0.4,0.5,0.6] |
| dropouti | [0.3,0.4,0.5,0.6] |
| wdrop | [0.3,0.4,0.5,0.6] |
| bptt | [50,60,70,80] |
| clip | [0.15,0.25,0.35,0.45] |
| lr | [20,30,40,45] | | 1 |
| Hyperparameter | Potentialvalue |
| --- | --- |
| emsize | [300,350,400,450] | | | β | [1,...,1.5,...,2.0] | Migrationselectionfactor |
| --- | --- | --- |
| r | [0,1,2,3,4,5,6,7,8] | Levelpartitiondistance |
| w | [1,5,10,15,20] | Timeinterval |
| ND | [1,5,10,15,20,...,40] | Numberoftaskinstances |
| NA | [0,...,3·10,...,5·10] | Sizeoftheroutingtable | | 0 |
| Sinusoidal | Erlang-2 | Exp |
| --- | --- | --- |
| 561.1667 | 561.2562±0.1661 | 561.0864±0.1657 | | | 123.5017 | 507.2604±8.1048 | 633.0925±12.8482 |
| --- | --- | --- |
| 8.76 | 391.8281±7.1364 | 518.0794±11.4349 |
| 123.5017 | 274.2851±4.3093 | 337.0227±6.8391 | | 1 |
| Sinusoidal | Erlang-2 | Exp |
| --- | --- | --- |
| 561.1667 | 561.2562±0.1661 | 561.0864±0.1657 | | | Sinusoidal | Erlang-2 | Exp |
| --- | --- | --- |
| 561.1667 | 561.2562±0.1661 | 561.0864±0.1657 |
| 123.5017 | 507.2604±8.1048 | 633.0925±12.8482 |
| 8.76 | 391.8281±7.1364 | 518.0794±11.4349 |
| 114.7417 | 115.4359±1.4381 | 115.0131±1.7569 |
| 123.5017 | 274.2851±4.3093 | 337.0227±6.8391 | | 0 |
| Sinusoidal | Erlang-2 | Exp |
| --- | --- | --- |
| 561.1667 | 561.2562±0.1661 | 561.0864±0.1657 | | | 123.5017 | 507.2604±8.1048 | 633.0925±12.8482 |
| --- | --- | --- |
| 8.76 | 391.8281±7.1364 | 518.0794±11.4349 |
| 123.5017 | 274.2851±4.3093 | 337.0227±6.8391 | | 1 |
| Sinusoidal | Erlang-2 | Exp |
| --- | --- | --- |
| 561.1667 | 561.2562±0.1661 | 561.0864±0.1657 | | | 114.7417 | 115.4359±1.4381 | 115.0131±1.7569 |
| --- | --- | --- |
| 123.5017 | 274.2851±4.3093 | 337.0227±6.8391 | | 0 |
| | Synchronous | Asynchronous | | | |
| --- | --- | --- | --- | --- | --- |
| procs | iters | t(sec) | [iters,iters]minmax | [t,t](sec)minmax | (cid:104)speedUp(cid:105) |
| 2 | 44 | 179.2 | [68,69] | [86.3,94.5] | 1.98 | | | 4 | 44 | 331.4 | [82,111] | [139.2,153.1] | 2.27 |
| --- | --- | --- | --- | --- | --- |
| 6 | 44 | 402.8 | 129,148] | [141.7,160.6] | 2.66 | | 1 |
| | Synchronous | Asynchronous | | | |
| --- | --- | --- | --- | --- | --- |
| procs | iters | t(sec) | [iters,iters]minmax | [t,t](sec)minmax | (cid:104)speedUp(cid:105) |
| 2 | 44 | 179.2 | [68,69] | [86.3,94.5] | 1.98 | | | Timings |
| --- |
| 412.579 |
| 159.950 |
| 62.638 |
| 4.572 |
| 3.175 |
| 1.113 | | 0 |
| | Synchronous | Asynchronous | | | |
| --- | --- | --- | --- | --- | --- |
| procs | iters | t(sec) | [iters,iters]minmax | [t,t](sec)minmax | (cid:104)speedUp(cid:105) | | | 2 | 44 | 179.2 | [68,69] | [86.3,94.5] | 1.98 |
| --- | --- | --- | --- | --- | --- |
| 4 | 44 | 331.4 | [82,111] | [139.2,153.1] | 2.27 |
| 6 | 44 | 402.8 | 129,148] | [141.7,160.6] | 2.66 | | 1 |
| | Synchronous | Asynchronous | | | |
| --- | --- | --- | --- | --- | --- |
| procs | iters | t(sec) | [iters,iters]minmax | [t,t](sec)minmax | (cid:104)speedUp(cid:105) | | | 4.572 |
| --- |
| 3.175 |
| 1.113 | | 0 |
| b | Levenshteindistance,lexiconofBulgarianwordforms | |
| --- | --- | --- |
| | | | | | 2 | 85.86 | 207.10 | 1980.55 |
| --- | --- | --- | --- |
| 3 | 105.28 | 510.04 | 9236.49 |
| 4 | 420.32 | 1905.09 | | | 1 |
| b | Levenshteindistance,lexiconofBulgarianwordforms | |
| --- | --- | --- |
| | | | | | b | Levenshteindistance,lexiconofMEDLINEsentences | | |
| --- | --- | --- | --- |
| | | | |
| 2 | 8.64 | 71.62 | 664.91 |
| 3 | 10.72 | 145.60 | 2670.98 |
| 4 | 13.55 | 727.22 | |
| 5 | 16.57 | 1357.87 | |
| 6 | 24.54 | | |
| 7 | 27.23 | | |
| 8 | 36.47 | | |
| 9 | 40.68 | | |
| 10 | 59.48 | | |
| 11 | 62.36 | | |
| 12 | 123.31 | | |
| 13 | 123.84 | | |
| 14 | 145.98 | | |
| 15 | 146.11 | | |
| 20 | 411.71 | | |
| 30 | 1552.28 | | |
| 40 | 4872.49 | | |
| 50 | 23869.91 | | | | 0 |
| b | Levenshteindistance,lexiconofBulgarianwordforms | | |
| --- | --- | --- | --- |
| | | | |
| 2 | 85.86 | 207.10 | 1980.55 | | | 3 | 105.28 | 510.04 | 9236.49 |
| --- | --- | --- | --- |
| 4 | 420.32 | 1905.09 | | | 1 |
| b | Levenshteindistance,lexiconofBulgarianwordforms | | |
| --- | --- | --- | --- |
| | | | |
| 2 | 85.86 | 207.10 | 1980.55 | | | 10 | 59.48 | | |
| --- | --- | --- | --- |
| 11 | 62.36 | | |
| 12 | 123.31 | | |
| 13 | 123.84 | | |
| 14 | 145.98 | | |
| 15 | 146.11 | | |
| 20 | 411.71 | | |
| 30 | 1552.28 | | |
| 40 | 4872.49 | | |
| 50 | 23869.91 | | | | 0 |
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