premise string | hypothesis string | label int64 |
|---|---|---|
| TypeofLegoTag | Error | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| H | N | C | P | S | W | Ave | OoV | Sen | | | + | + | + | + | + | − | 11.3 | 11.3 | 84.0 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| − | − | + | − | − | + | 6.1 | 30.6 | 69.0 |
| − | − | − | − | − | + | 9.3 | 47.6 | 77.7 | | 1 |
| TypeofLegoTag | Error | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| H | N | C | P | S | W | Ave | OoV | Sen | | | SystemName | BlogSum<br>R-2 | MEAD<br>R-2 | TAC-Best<br>R-2 |
| --- | --- | --- | --- |
| Baseline | 0.102⇓ | 0.041⇓ | 0.130 |
| w/oIllustration | 0.107⇓ | 0.022⇓ | 0.112⇓ |
| w/oContingency | 0.093⇓ | 0.025⇓ | 0.102⇓ |
| w/oComparison | 0.103⇓ | 0.033⇓ | 0.113⇓ |
| w/oAttributive | 0.113⇓ | 0.050 | 0.124 |
| w/oTopi... | 0 |
| TypeofLegoTag | Error | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| H | N | C | P | S | W | Ave | OoV | Sen |
| + | + | + | + | + | − | 11.3 | 11.3 | 84.0 | | | − | − | + | − | − | + | 6.1 | 30.6 | 69.0 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| − | − | − | − | − | + | 9.3 | 47.6 | 77.7 | | 1 |
| TypeofLegoTag | Error | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| H | N | C | P | S | W | Ave | OoV | Sen |
| + | + | + | + | + | − | 11.3 | 11.3 | 84.0 | | | w/oAttribution | 0.118⇓ | 0.051⇓ | 0.128 |
| --- | --- | --- | --- |
| withallRelations | 0.125 | .053 | 0.138 | | 0 |
| phase | FILEclass | VotingFarmtclass |
| --- | --- | --- |
| declaration | FILE*f; | VotingFarmt*vf; | | | opening | f=fopen(...); | vf=VFopen(...); |
| --- | --- | --- |
| control | fwrite(f,...); | VFcontrol(vf,...); |
| closings | fclose(f); | VFclose(vf); | | 1 |
| phase | FILEclass | VotingFarmtclass |
| --- | --- | --- |
| declaration | FILE*f; | VotingFarmt*vf; | | | Description | AccessDescriptor |
| --- | --- |
| Read-onlyaccess | access.READ |
| Write-onlyaccess | access.WRITE |
| Readandwriteaccess | access.RW |
| Incrementalaccess | access.INC |
| Incrementalaccess,<br>initialisetozero | access.INCZERO | | 0 |
| phase | FILEclass | VotingFarmtclass |
| --- | --- | --- |
| declaration | FILE*f; | VotingFarmt*vf; | | | opening | f=fopen(...); | vf=VFopen(...); |
| --- | --- | --- |
| control | fwrite(f,...); | VFcontrol(vf,...); |
| closings | fclose(f); | VFclose(vf); | | 1 |
| phase | FILEclass | VotingFarmtclass |
| --- | --- | --- |
| declaration | FILE*f; | VotingFarmt*vf; | | | Write-onlyaccess | access.WRITE |
| --- | --- |
| Readandwriteaccess | access.RW |
| Incrementalaccess | access.INC |
| Incrementalaccess,<br>initialisetozero | access.INCZERO | | 0 |
| Parameter | Values |
| --- | --- |
| NumberofnodesN | 1000,5000 | | | Maximumnodedegreemaxk | 50 |
| --- | --- |
| Averagenodedegreeavgk | 10 |
| Degreedistributionτ1 | -2 |
| Maximumcommunitysizemaxc | 50,100 |
| Minimumcommunitysizeminc | 10,20 |
| Communitysizedistributionτ2 | -1 |
| Mixingparameterµ | [0.05,0.075]withstepof0.05 |
| OverlappingNodesOn | 500 |
| OverlappingMembership... | 1 |
| Parameter | Values |
| --- | --- |
| NumberofnodesN | 1000,5000 | | | Parameter | Values |
| --- | --- |
| NumberofnodesN | 233,482,1000,3583,8916 |
| Maximumnodedegreemaxk | 0.1N |
| Averagenodedegreeavgk | 20 |
| Degreedistributionτ1 | -2 |
| Maximumcommunitysizemaxc | 0.1N |
| Minimumcommunitysizeminc | Default |
| Communitysizedistributionτ2 | -2.5 |
| Mixingparameterµ | [0.05,0.07... | 0 |
| Parameter | Values |
| --- | --- |
| NumberofnodesN | 1000,5000 |
| Maximumnodedegreemaxk | 50 |
| Averagenodedegreeavgk | 10 |
| Degreedistributionτ1 | -2 |
| Maximumcommunitysizemaxc | 50,100 |
| Minimumcommunitysizeminc | 10,20 |
| Communitysizedistributionτ2 | -1 | | | Mixingparameterµ | [0.05,0.075]withstepof0.05 |
| --- | --- |
| OverlappingNodesOn | 500 |
| OverlappingMembershipsOm | [1,8]withstepof1 | | 1 |
| Parameter | Values |
| --- | --- |
| NumberofnodesN | 1000,5000 |
| Maximumnodedegreemaxk | 50 |
| Averagenodedegreeavgk | 10 |
| Degreedistributionτ1 | -2 |
| Maximumcommunitysizemaxc | 50,100 |
| Minimumcommunitysizeminc | 10,20 |
| Communitysizedistributionτ2 | -1 | | | Maximumcommunitysizemaxc | 0.1N |
| --- | --- |
| Minimumcommunitysizeminc | Default |
| Communitysizedistributionτ2 | -2.5 |
| Mixingparameterµ | [0.05,0.075]withstepof0.05 |
| OverlappingNodesOn | 0 |
| OverlappingMembershipsOm | 0 | | 0 |
| DatasetName | TLS<br>Connections | HTTP/1.1<br>TX’s | HTTP/2<br>TX’s |
| --- | --- | --- | --- |
| firefoxh | 61,091 | 72,828 | 132,685 | | | chromeh | 379,734 | 515,022 | 561,666 |
| --- | --- | --- | --- |
| torh | 6,067 | 50,799 | 0 |
| malwareh | 86,083 | 182,498 | 14,734 |
| enterprisem | 171,542 | – | – |
| malwarem | 73,936 | – | – |
| toropenw | 5,000 | 54,079 | 0 |
| torcensorw | 2,500 | 31,707 | 0 | | 1 |
| DatasetName | TLS<br>Connections | HTTP/1.1<br>TX’s | HTTP/2<br>TX’s |
| --- | --- | --- | --- |
| firefoxh | 61,091 | 72,828 | 132,685 | | | Malware<br>family | # | Description |
| --- | --- | --- |
| Avzhan | 3458 | CommercialDDoSbot |
| Darkness | 1878 | CommercialDDoSbot |
| Ddoser | 502 | CommercialDDoSbot |
| jkddos | 333 | ComercialDDoSbot |
| N0ise | 431 | CommericalDDoSbot |
| ShadyRAT | 1287 | targetedgovandcorps |
| DNSCalc | 403 | targetedUSdef... | 0 |
| DatasetName | TLS<br>Connections | HTTP/1.1<br>TX’s | HTTP/2<br>TX’s |
| --- | --- | --- | --- |
| firefoxh | 61,091 | 72,828 | 132,685 |
| chromeh | 379,734 | 515,022 | 561,666 |
| torh | 6,067 | 50,799 | 0 |
| malwareh | 86,083 | 182,498 | 14,734 |
| enterprisem | 171,542 | – | – | | | malwarem | 73,936 | – | – |
| --- | --- | --- | --- |
| toropenw | 5,000 | 54,079 | 0 |
| torcensorw | 2,500 | 31,707 | 0 | | 1 |
| DatasetName | TLS<br>Connections | HTTP/1.1<br>TX’s | HTTP/2<br>TX’s |
| --- | --- | --- | --- |
| firefoxh | 61,091 | 72,828 | 132,685 |
| chromeh | 379,734 | 515,022 | 561,666 |
| torh | 6,067 | 50,799 | 0 |
| malwareh | 86,083 | 182,498 | 14,734 |
| enterprisem | 171,542 | – | – | | | ShadyRAT | 1287 | targetedgovandcorps |
| --- | --- | --- |
| DNSCalc | 403 | targetedUSdefensecompanies |
| Lurid | 399 | initiallytargetedNGOs |
| Getkys | 953 | targetsmedicalsector |
| ZeroAccess | 568 | Rootkit,monetizedbyclick-<br>fraud |
| Zeus | 1975 | Banking,targetscredentials | | 0 |
| s | si | sj | τ(s\|s,s)3ij |
| --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 0<br>0<br>0<br>0 | 0<br>1<br>0<br>0 |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | -1<br>-1<br>-1<br>-1 | 1<br>0<br>0<br>0 | | | -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 1<br>1<br>1<br>1 | 0<br>0<br>0<br>1 |
| --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 2<br>2<br>2<br>2 | 0<br>s<br>0<br>1−s | | 1 |
| s | si | sj | τ(s\|s,s)3ij |
| --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 0<br>0<br>0<br>0 | 0<br>1<br>0<br>0 |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | -1<br>-1<br>-1<br>-1 | 1<br>0<br>0<br>0 | | | s | si | sj | τ(s\|s,s)ij |
| --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 0<br>0<br>0<br>0 | 1−a<br>0<br>0<br>a |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | -1<br>-1<br>-1<br>-1 | 0<br>0<br>0<br>1 |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 1<br>1<br>1<br>1 | 1-a<br>0<br>0<br>a |
| -1<br>0<br>1<br>2... | 0 |
| s | si | sj | τ(s\|s,s)3ij |
| --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 0<br>0<br>0<br>0 | 0<br>1<br>0<br>0 | | | -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | -1<br>-1<br>-1<br>-1 | 1<br>0<br>0<br>0 |
| --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 1<br>1<br>1<br>1 | 0<br>0<br>0<br>1 |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 2<br>2<br>2<br>2 | 0<br>s<br>0<br>1−s | | 1 |
| s | si | sj | τ(s\|s,s)3ij |
| --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 0<br>0<br>0<br>0 | 0<br>1<br>0<br>0 | | | -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 1<br>1<br>1<br>1 | 1-a<br>0<br>0<br>a |
| --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 2<br>2<br>2<br>2 | 0<br>0<br>0<br>1 | | 0 |
| Dataset | Numberof<br>categorical<br>features | Numberof<br>numerical<br>features | Number<br>ofclasses | Numberof<br>objectsin<br>trainingset | Numberof<br>objectsin<br>testset |
| --- | --- | --- | --- | --- | --- |
| Dexter | 0 | 20000 | 2 | 420 | 180 |
| GermanCredit | 13 | 7 | 2 | 700 | 300 |
| Dorothea | 0 | 10... | | KR-vs-KP | 36 | 0 | 2 | 2238 | 958 |
| --- | --- | --- | --- | --- | --- |
| Waveform | 0 | 40 | 3 | 3500 | 1500 |
| Shuttle | 38 | 192 | 2 | 35000 | 15000 | | 1 |
| Dataset | Numberof<br>categorical<br>features | Numberof<br>numerical<br>features | Number<br>ofclasses | Numberof<br>objectsin<br>trainingset | Numberof<br>objectsin<br>testset |
| --- | --- | --- | --- | --- | --- |
| Dexter | 0 | 20000 | 2 | 420 | 180 |
| GermanCredit | 13 | 7 | 2 | 700 | 300 |
| Dorothea | 0 | 10... | | Training | Connection | Dataset | Spanish-French | German-French | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| es→en | en→fr | es→fr | de→en | en→fr | de→fr | | | |
| indep. | - | Dev.<br>Test | 31.53<br>31.54 | 30.46<br>31.42 | 29.52<br>29.79 | 26.52<br>26.47 | 30.46<br>31.42 | 23.67<br>... | 0 |
| Dataset | Numberof<br>categorical<br>features | Numberof<br>numerical<br>features | Number<br>ofclasses | Numberof<br>objectsin<br>trainingset | Numberof<br>objectsin<br>testset |
| --- | --- | --- | --- | --- | --- |
| Dexter | 0 | 20000 | 2 | 420 | 180 |
| GermanCredit | 13 | 7 | 2 | 700 | 300 |
| Dorothea | 0 | 10... | | Secom | 0 | 590 | 2 | 1097 | 470 |
| --- | --- | --- | --- | --- | --- |
| Semeion | 0 | 256 | 10 | 1116 | 477 |
| Car | 6 | 0 | 4 | 1210 | 518 |
| KR-vs-KP | 36 | 0 | 2 | 2238 | 958 |
| Waveform | 0 | 40 | 3 | 3500 | 1500 |
| Shuttle | 38 | 192 | 2 | 35000 | 15000 | | 1 |
| Dataset | Numberof<br>categorical<br>features | Numberof<br>numerical<br>features | Number<br>ofclasses | Numberof<br>objectsin<br>trainingset | Numberof<br>objectsin<br>testset |
| --- | --- | --- | --- | --- | --- |
| Dexter | 0 | 20000 | 2 | 420 | 180 |
| GermanCredit | 13 | 7 | 2 | 700 | 300 |
| Dorothea | 0 | 10... | | soft | Dev.<br>Test | 32.11<br>∗<br>31.96 | 30.41<br>31.40 | 30.24<br>∗∗<br>30.57 | 26.92<br>26.55 | 30.39<br>31.33 | 23.99<br>23.79 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| likelihood | Dev.<br>Test | 33.35<br>∗∗<br>33.54 | 31.63<br>∗∗<br>32.33 | 32.45<br>∗∗<br>32.59 | 27.90<br>∗∗<br>28.01 | 31.49<br>∗∗... | 0 |
| #Datasets | MemeTracker | SinaWeibo |
| --- | --- | --- |
| #Nodes | 1,000 | 1,000 |
| #Edges | 4,323 | 1,671 |
| #Cascades | 2,762 | 2,907 | | | Maximal#infectionsincascades | 240 | 163 |
| --- | --- | --- |
| Average#infectionsincascades | 14.85 | 6.62 | | 1 |
| #Datasets | MemeTracker | SinaWeibo |
| --- | --- | --- |
| #Nodes | 1,000 | 1,000 |
| #Edges | 4,323 | 1,671 |
| #Cascades | 2,762 | 2,907 | | | Dataset | MMPC | HITON-PC | MMMB | HITON-MB | IAMB | mRMR | CMI | JMI |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| hiva | 2 | 2 | 40 | 15 | 13 | 1 | 1 | 4 |
| ohsumed | 61 | 54 | 563 | 577 | 89 | 32 | 2 | 50 |
| acpj | 29 | 3 | - | - | 905 | 136 | 9 | 175 |
| sido0 | 33 | 77 | 8,928 | 8,669 | 206 | 5 |... | 0 |
| #Datasets | MemeTracker | SinaWeibo |
| --- | --- | --- |
| #Nodes | 1,000 | 1,000 |
| #Edges | 4,323 | 1,671 | | | #Cascades | 2,762 | 2,907 |
| --- | --- | --- |
| Maximal#infectionsincascades | 240 | 163 |
| Average#infectionsincascades | 14.85 | 6.62 | | 1 |
| #Datasets | MemeTracker | SinaWeibo |
| --- | --- | --- |
| #Nodes | 1,000 | 1,000 |
| #Edges | 4,323 | 1,671 | | | acpj | 29 | 3 | - | - | 905 | 136 | 9 | 175 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| sido0 | 33 | 77 | 8,928 | 8,669 | 206 | 5 | 2 | 13 |
| thrombin | 544 | 133 | 23,456 | 17,615 | 1429 | 241 | 11 | 291 |
| infant | 1 | 1 | 1 | 1 | 0.5 | 0.1 | 0.01 | 0.1 | | 0 |
| Configuration | Controllers | Switches | #Maliciouscontrollers | Badmouthing |
| --- | --- | --- | --- | --- |
| Config1 | 3 | 6 | 1 | C1badmouthedC2 |
| Config2 | 3 | 6 | 2 | C1,C2badmouthedC3 | | | Config3 | 6 | 12 | 1 | C1badmouthedC2andC3 |
| --- | --- | --- | --- | --- |
| Config4 | 6 | 12 | 2 | C1,C2badmouthedC3andC4 | | 1 |
| Configuration | Controllers | Switches | #Maliciouscontrollers | Badmouthing |
| --- | --- | --- | --- | --- |
| Config1 | 3 | 6 | 1 | C1badmouthedC2 |
| Config2 | 3 | 6 | 2 | C1,C2badmouthedC3 | | | Circuit | No.of<br>Inputs | No.of<br>Gates | Time |
| --- | --- | --- | --- |
| c17 | 5 | 6 | 0.047s |
| | | | |
| voter | 12 | 59 | 0.641s |
| pc | 27 | 103 | 225.297s |
| count | 35 | 144 | 36.610s |
| alu4 | 14 | 63 | 58.626s |
| malu4 | 14 | 92 | 588.702s | | 0 |
| Configuration | Controllers | Switches | #Maliciouscontrollers | Badmouthing |
| --- | --- | --- | --- | --- |
| Config1 | 3 | 6 | 1 | C1badmouthedC2 | | | Config2 | 3 | 6 | 2 | C1,C2badmouthedC3 |
| --- | --- | --- | --- | --- |
| Config3 | 6 | 12 | 1 | C1badmouthedC2andC3 |
| Config4 | 6 | 12 | 2 | C1,C2badmouthedC3andC4 | | 1 |
| Configuration | Controllers | Switches | #Maliciouscontrollers | Badmouthing |
| --- | --- | --- | --- | --- |
| Config1 | 3 | 6 | 1 | C1badmouthedC2 | | | count | 35 | 144 | 36.610s |
| --- | --- | --- | --- |
| alu4 | 14 | 63 | 58.626s |
| malu4 | 14 | 92 | 588.702s | | 0 |
| query | category | length | keywords |
| --- | --- | --- | --- |
| Q1 | 1 | 2 | imageuri |
| Q2 | 3 | imageurirelease | |
| Q3 | 4 | imageurireleaseidentifiers | | | | Q4 | 2 | 2 | vinylelectronic |
| --- | --- | --- | --- |
| Q5 | 3 | vinylelectronic12” | |
| Q6 | 4 | vinylelectronic12”uk | |
| Q7 | 3 | 2 | descriptionrpm |
| Q8 | 3 | descriptionrpm45 | |
| Q9 | 4 | descriptionrpm457” | | | 1 |
| query | category | length | keywords |
| --- | --- | --- | --- |
| Q1 | 1 | 2 | imageuri |
| Q2 | 3 | imageurirelease | |
| Q3 | 4 | imageurireleaseidentifiers | | | | # | Features | Description |
| --- | --- | --- |
| 1 | TF | Termfrequencyofwintheshorttext |
| 2 | IDF | Inversedocumentfrequencyofwinthewholecollection |
| 3 | SF | Numberofsentencesintheshorttextthatcontainw |
| 4 | First | Whetherwexistsinthefirstsentence |
| 5 | Last | Whetherwexistsinthelastsentence |
| 6 | NE | ... | 0 |
| query | category | length | keywords |
| --- | --- | --- | --- |
| Q1 | 1 | 2 | imageuri |
| Q2 | 3 | imageurirelease | |
| Q3 | 4 | imageurireleaseidentifiers | |
| Q4 | 2 | 2 | vinylelectronic |
| Q5 | 3 | vinylelectronic12” | | | | Q6 | 4 | vinylelectronic12”uk | |
| --- | --- | --- | --- |
| Q7 | 3 | 2 | descriptionrpm |
| Q8 | 3 | descriptionrpm45 | |
| Q9 | 4 | descriptionrpm457” | | | 1 |
| query | category | length | keywords |
| --- | --- | --- | --- |
| Q1 | 1 | 2 | imageuri |
| Q2 | 3 | imageurirelease | |
| Q3 | 4 | imageurireleaseidentifiers | |
| Q4 | 2 | 2 | vinylelectronic |
| Q5 | 3 | vinylelectronic12” | | | | 2 | IDF | Inversedocumentfrequencyofwinthewholecollection |
| --- | --- | --- |
| 3 | SF | Numberofsentencesintheshorttextthatcontainw |
| 4 | First | Whetherwexistsinthefirstsentence |
| 5 | Last | Whetherwexistsinthelastsentence |
| 6 | NE | Whetherwisanamedentity(NE) |
| 7 | NEFirst | WhetherwisNEinthefirstsentence ... | 0 |
| ServiceType | Amazon | Microsoft |
| --- | --- | --- |
| ObjectStorage | AWSSimpleStorageService(S3) | AzureBlobStorage | | | VirtualMachineDisk(Block)Storage | AWSElasticBlockStorage(EBS) | AzureManagedDisksStorage |
| --- | --- | --- |
| LongTermColdStorage | AWSGlacier | AzureBlobStorage(Cool) |
| FileStorage | AWSElasticFileSystem(EFS) | AzureFileStorage | | 1 |
| ServiceType | Amazon | Microsoft |
| --- | --- | --- |
| ObjectStorage | AWSSimpleStorageService(S3) | AzureBlobStorage | | | NetworkingServices | Amazon | Microsoft |
| --- | --- | --- |
| VirtualNetworking | AWSVPC | AzureVNet |
| DNSServices | AWSRoute53 | AzureDNS |
| PrivateConnectivity | AWSDirectConnect | AzureExpressRoute |
| ContentDeliveryNetwork | AWSCloudFront | AzureCDN |
| LoadBalancing | AWSElasticLoadBalancing<br>Classic&App... | 0 |
| ServiceType | Amazon | Microsoft |
| --- | --- | --- |
| ObjectStorage | AWSSimpleStorageService(S3) | AzureBlobStorage | | | VirtualMachineDisk(Block)Storage | AWSElasticBlockStorage(EBS) | AzureManagedDisksStorage |
| --- | --- | --- |
| LongTermColdStorage | AWSGlacier | AzureBlobStorage(Cool) |
| FileStorage | AWSElasticFileSystem(EFS) | AzureFileStorage | | 1 |
| ServiceType | Amazon | Microsoft |
| --- | --- | --- |
| ObjectStorage | AWSSimpleStorageService(S3) | AzureBlobStorage | | | ContentDeliveryNetwork | AWSCloudFront | AzureCDN |
| --- | --- | --- |
| LoadBalancing | AWSElasticLoadBalancing<br>Classic&ApplicationLoadBalancing | AzureLoadBalancer<br>AzureApplicationGateway | | 0 |
| Method | valence |
| --- | --- |
| | F1(all)F1(L30)F1(L10) |
| VideoFC7+LDA<br>VideoFC7+LSVM<br>VideoFC7+RSVM | 0.69±0.030.68±0.110.60±0.19<br>0.66±0.020.64±0.100.57±0.19<br>0.71±0.020.70±0.100.61±0.18 |
| ConstantBlurFC7+LDA<br>ConstantBlurFC7+LSVM<br>ConstantBlurFC7+RSVM | 0.70±0.020.67±0.100.63±0.21<br>0.67±0.020... | | AdaptiveBlurFC7+LDA<br>AdaptiveBlurFC7+LSVM<br>AdaptiveBlurFC7+RSVM | 0.71±0.020.67±0.100.63±0.21<br>0.66±0.020.69±0.100.62±0.23<br>0.72±0.020.70±0.090.64±0.21 |
| --- | --- |
| ObjectCropsFC7+LDA<br>ObjectCropsFC7+LSVM<br>ObjectCropsFC7+RSVM | 0.59±0.040.60±0.100.54±0.17<br>0.59±0.030.59±0.100.54±0.17<br>0.63±0.040.... | 1 |
| Method | valence |
| --- | --- |
| | F1(all)F1(L30)F1(L10) |
| VideoFC7+LDA<br>VideoFC7+LSVM<br>VideoFC7+RSVM | 0.69±0.030.68±0.110.60±0.19<br>0.66±0.020.64±0.100.57±0.19<br>0.71±0.020.70±0.100.61±0.18 |
| ConstantBlurFC7+LDA<br>ConstantBlurFC7+LSVM<br>ConstantBlurFC7+RSVM | 0.70±0.020.67±0.100.63±0.21<br>0.67±0.020... | | Method | NJU2000-TE | NLPR-TE | LFSD | RGBD135 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Fβ | MAE | Fβ | MAE | Fβ | MAE | Fβ | MAE | Fβ | |
| PDNet | 0.8503 | 0.0689 | 0.8478 | 0.0491 | 0.8219 | 0.0752 | 0.8805 | 0.0384 | 0.8152 |
| CTMF17<br>DF17<br>TPF17<br>SE16<br>ACSD15<br>... | 0 |
| Method | valence |
| --- | --- |
| | F1(all)F1(L30)F1(L10) |
| VideoFC7+LDA<br>VideoFC7+LSVM<br>VideoFC7+RSVM | 0.69±0.030.68±0.110.60±0.19<br>0.66±0.020.64±0.100.57±0.19<br>0.71±0.020.70±0.100.61±0.18 |
| ConstantBlurFC7+LDA<br>ConstantBlurFC7+LSVM<br>ConstantBlurFC7+RSVM | 0.70±0.020.67±0.100.63±0.21<br>0.67±0.020... | | EyeROIFC7+LDA<br>EyeROIFC7+LSVM<br>EyeROIFC7+RSVM | 0.65±0.020.61±0.100.60±0.21<br>0.62±0.030.58±0.070.55±0.21<br>0.68±0.020.63±0.100.62±0.20 |
| --- | --- |
| EyeHist+LDA<br>EyeHist+LSVM<br>EyeHist+RSVM | 0.53±0.040.57±0.040.50±0.05<br>0.52±0.040.54±0.030.52±0.05<br>0.53±0.040.58±0.040.52±0.05 |
| EyeROI+ContextBlur... | 1 |
| Method | valence |
| --- | --- |
| | F1(all)F1(L30)F1(L10) |
| VideoFC7+LDA<br>VideoFC7+LSVM<br>VideoFC7+RSVM | 0.69±0.030.68±0.110.60±0.19<br>0.66±0.020.64±0.100.57±0.19<br>0.71±0.020.70±0.100.61±0.18 |
| ConstantBlurFC7+LDA<br>ConstantBlurFC7+LSVM<br>ConstantBlurFC7+RSVM | 0.70±0.020.67±0.100.63±0.21<br>0.67±0.020... | | PDNet | 0.8503 | 0.0689 | 0.8478 | 0.0491 | 0.8219 | 0.0752 | 0.8805 | 0.0384 | 0.8152 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| CTMF17<br>DF17<br>TPF17<br>SE16<br>ACSD15<br>NLPR14<br>DES14 | -<br>-<br>0.7213<br>0.6946<br>0.6747<br>0.6165<br>0.6202 | -<br>-<br>0.1488<br>0.1687<br>0.1939<br>0.1... | 0 |
| Method | MeanSquaredError |
| --- | --- |
| Isomap | 704 | | | LLE | 950 |
| --- | --- |
| LE | 7033 |
| Ours | 361 | | 1 |
| Method | MeanSquaredError |
| --- | --- |
| Isomap | 704 | | | Method | mAP |
| --- | --- |
| HoG | 0.584 |
| Loci | 0.419 |
| Graph-based | 0.565 |
| FFT | 0.771 |
| ProposedRLF | 0.783 | | 0 |
| Method | MeanSquaredError |
| --- | --- |
| Isomap | 704 | | | LLE | 950 |
| --- | --- |
| LE | 7033 |
| Ours | 361 | | 1 |
| Method | MeanSquaredError |
| --- | --- |
| Isomap | 704 | | | FFT | 0.771 |
| --- | --- |
| ProposedRLF | 0.783 | | 0 |
| method | AU01 | AU02 | AU04 | AU06 | AU09 | AU12 | AU25 | AU26 | avg |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| APL | 11.4 | 12.0 | 30.1 | 12.4 | 10.1 | 65.9 | 21.4 | 26.0 | 23.8 |
| DRML | 17.3 | 17.7 | 37.4 | 29.0 | 10.7 | 37.7 | 38.5 | 20.1 | 26.7 |
| ROI | 41.5 | 26.4 | 66.4 | 50.7 | 8.5 | ... | | DSIN | [42.4] | [39.0] | [68.4] | 28.6 | [46.8] | 70.8 | [90.4] | [42.2] | [53.6] |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| DSIN | 46.9 | 42.5 | 68.8 | [32.0] | 51.8 | [73.1] | 91.9 | 46.6 | 56.7 | | 1 |
| method | AU01 | AU02 | AU04 | AU06 | AU09 | AU12 | AU25 | AU26 | avg |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| APL | 11.4 | 12.0 | 30.1 | 12.4 | 10.1 | 65.9 | 21.4 | 26.0 | 23.8 |
| DRML | 17.3 | 17.7 | 37.4 | 29.0 | 10.7 | 37.7 | 38.5 | 20.1 | 26.7 |
| ROI | 41.5 | 26.4 | 66.4 | 50.7 | 8.5 | ... | | Method | AVG-<br>AUC | M-<br>AUC | SK-<br>AUC | M-<br>SP82 | M-<br>SP89 | M-<br>SP95 | M-<br>SENS | M-<br>SPEC | SK-<br>SENS |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| [24]TopAVG | 0.911 | 0.868 | 0.953 | 0.729 | 0.588 | 0.366 | 0.735 | 0.851 | 0.978 |
| [25]TopSK | 0.910 | 0.856 | 0.965 | 0.72... | 0 |
| method | AU01 | AU02 | AU04 | AU06 | AU09 | AU12 | AU25 | AU26 | avg |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| APL | 11.4 | 12.0 | 30.1 | 12.4 | 10.1 | 65.9 | 21.4 | 26.0 | 23.8 |
| DRML | 17.3 | 17.7 | 37.4 | 29.0 | 10.7 | 37.7 | 38.5 | 20.1 | 26.7 | | | ROI | 41.5 | 26.4 | 66.4 | 50.7 | 8.5 | 89.3 | 88.9 | 15.6 | 48.5 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| DSIN | [42.4] | [39.0] | [68.4] | 28.6 | [46.8] | 70.8 | [90.4] | [42.2] | [53.6] |
| DSIN | 46.9 | 42.5 | 68.8 | [32.0] | 51.8 | [73.1] | 91.9 | 46.6 | 56.7 | | 1 |
| method | AU01 | AU02 | AU04 | AU06 | AU09 | AU12 | AU25 | AU26 | avg |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| APL | 11.4 | 12.0 | 30.1 | 12.4 | 10.1 | 65.9 | 21.4 | 26.0 | 23.8 |
| DRML | 17.3 | 17.7 | 37.4 | 29.0 | 10.7 | 37.7 | 38.5 | 20.1 | 26.7 | | | AVGSC | 0.913 | 0.872 | 0.954 | 0.778 | 0.605 | 0.435 | 0.214 | 0.988 | 0.600 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| L-SVM | 0.926 | 0.892 | 0.960 | 0.834 | 0.692 | 0.571 | 0.718 | 0.901 | 0.878 |
| NL-SVM | 0.904 | 0.853 | 0.955 | 0.801 | 0.449 | 0.168 | 0.675 | 0.909 | 0.889 | | 0 |
| Fr-Es | Fr-De |
| --- | --- |
| 13.6413.6313.75<br>15.1015.2915.31<br>12.2712.3512.31 | 7.828.047.84<br>8.768.958.82<br>6.997.016.82 | | | Es-Fr | Es-De |
| --- | --- |
| 13.4313.3313.48<br>14.5514.4014.40<br>12.5312.3512.26 | 7.577.827.57<br>8.708.638.65<br>7.076.886.86 |
| De-Fr | De-Es | | 1 |
| Fr-Es | Fr-De |
| --- | --- |
| 13.6413.6313.75<br>15.1015.2915.31<br>12.2712.3512.31 | 7.828.047.84<br>8.768.958.82<br>6.997.016.82 | | | FRITESDE |
| --- |
| 65.8358.2059.7952.84 |
| 65.97---<br>65.2257.9860.6153.55<br>65.4858.2059.97- |
| 67.5157.9060.6353.28<br>67.4858.1360.9952.81<br>66.4757.5860.4953.91<br>66.9858.2760.7054.80 |
| 67.3858.3560.6153.24<br>66.8758.2560.6352.26<br>66.3358.1460.6155.00<br>66.6258.3160.3956.88 |
| 67.8058.2861.1353.67<... | 0 |
| Fr-Es | Fr-De |
| --- | --- |
| 13.6413.6313.75<br>15.1015.2915.31<br>12.2712.3512.31 | 7.828.047.84<br>8.768.958.82<br>6.997.016.82 | | | Es-Fr | Es-De |
| --- | --- |
| 13.4313.3313.48<br>14.5514.4014.40<br>12.5312.3512.26 | 7.577.827.57<br>8.708.638.65<br>7.076.886.86 |
| De-Fr | De-Es | | 1 |
| Fr-Es | Fr-De |
| --- | --- |
| 13.6413.6313.75<br>15.1015.2915.31<br>12.2712.3512.31 | 7.828.047.84<br>8.768.958.82<br>6.997.016.82 | | | 67.5157.9060.6353.28<br>67.4858.1360.9952.81<br>66.4757.5860.4953.91<br>66.9858.2760.7054.80 |
| --- |
| 67.3858.3560.6153.24<br>66.8758.2560.6352.26<br>66.3358.1460.6155.00<br>66.6258.3160.3956.88 |
| 67.8058.2861.1353.67<br>67.7758.7661.0054.07<br>66.9258.0960.6953.19<br>66.7358.4261.0255.23 | | 0 |
| doctor | nurse |
| --- | --- |
| doctor | syringe |
| doctor | medicine |
| syringe | medicine |
| hospital | nurse | | | disease | medicine |
| --- | --- |
| hospital | nurse |
| hospital | health |
| health | medicine |
| hospital | problem |
| treatment | cancer |
| breast | cancer |
| database | medical |
| depression | medicine |
| depression | chemical |
| family | planning |
| children | vaccine | | 1 |
| doctor | nurse |
| --- | --- |
| doctor | syringe |
| doctor | medicine |
| syringe | medicine |
| hospital | nurse | | | patientname | age | id | trestbps | chol | thalach |
| --- | --- | --- | --- | --- | --- |
| E(Bob) | E(38) | E(121) | E(110) | E(196) | E(166) |
| E(Celvin) | E(43) | E(222) | E(120) | E(201) | E(160) |
| E(David) | E(60) | E(285) | E(100) | E(248) | E(142) |
| E(Emma) | E(36) | E(956) | E(120) | E(267) | E(112) |
|... | 0 |
| doctor | nurse |
| --- | --- |
| doctor | syringe |
| doctor | medicine | | | syringe | medicine |
| --- | --- |
| hospital | nurse |
| disease | medicine |
| hospital | nurse |
| hospital | health |
| health | medicine |
| hospital | problem |
| treatment | cancer |
| breast | cancer |
| database | medical |
| depression | medicine |
| depression | chemical |
| family | planning |
| children ... | 1 |
| doctor | nurse |
| --- | --- |
| doctor | syringe |
| doctor | medicine | | | E(David) | E(60) | E(285) | E(100) | E(248) | E(142) |
| --- | --- | --- | --- | --- | --- |
| E(Emma) | E(36) | E(956) | E(120) | E(267) | E(112) |
| E(Flora) | E(43) | E(756) | E(100) | E(223) | E(127) | | 0 |
| Range | 2LDE | 5LDEs | 30LDEs | 90LDEs |
| --- | --- | --- | --- | --- |
| 5 | 4.97 | 4.93 | 4.61 | 3.99 |
| 9 | 8.92 | 8.89 | 8.16 | 6.78 |
| 17 | 16.82 | 16.69 | 15.11 | 11.74 |
| 33 | 32.59 | 32.39 | 28.57 | 20.66 |
| 65 | 64.15 | 63.28 | 54.06 | 34.68 |
| 129 | 127.11 | 124.20 | 99.11 | 51.44 | | | 257 | 252.79 | 244.76 | 176.12 | 68.40 |
| --- | --- | --- | --- | --- |
| 513 | 501.27 | 481.27 | 308.30 | 87.65 |
| 1025 | 993.81 | 945.15 | 525.85 | 114.74 |
| 2049 | 1972.04 | 1852.66 | 897.32 | 150.58 |
| 4097 | 3920.22 | 3646.23 | 1557.49 | 211.95 |
| 8193 | 7810.89 | 7224.94 | 2853.74 | 346.77 |
| 16385 | 1559... | 1 |
| Range | 2LDE | 5LDEs | 30LDEs | 90LDEs |
| --- | --- | --- | --- | --- |
| 5 | 4.97 | 4.93 | 4.61 | 3.99 |
| 9 | 8.92 | 8.89 | 8.16 | 6.78 |
| 17 | 16.82 | 16.69 | 15.11 | 11.74 |
| 33 | 32.59 | 32.39 | 28.57 | 20.66 |
| 65 | 64.15 | 63.28 | 54.06 | 34.68 |
| 129 | 127.11 | 124.20 | 99.11 | 51.44 | | | Effect | R1 | R2 | R3 | R4 | R5 | R6 | R7 | R8 | R9 | R10 | Avg | STD |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | | | | | |
| eτ | -170.40 | -146.54 | -83.92 | -55.00 | -131.83 | -6.05 | -128.09 | -110.66 | -184.81 | -152.86 | -117.02 | 55.01 |
| eτ ... | 0 |
| Range | 2LDE | 5LDEs | 30LDEs | 90LDEs |
| --- | --- | --- | --- | --- |
| 5 | 4.97 | 4.93 | 4.61 | 3.99 |
| 9 | 8.92 | 8.89 | 8.16 | 6.78 |
| 17 | 16.82 | 16.69 | 15.11 | 11.74 |
| 33 | 32.59 | 32.39 | 28.57 | 20.66 | | | 65 | 64.15 | 63.28 | 54.06 | 34.68 |
| --- | --- | --- | --- | --- |
| 129 | 127.11 | 124.20 | 99.11 | 51.44 |
| 257 | 252.79 | 244.76 | 176.12 | 68.40 |
| 513 | 501.27 | 481.27 | 308.30 | 87.65 |
| 1025 | 993.81 | 945.15 | 525.85 | 114.74 |
| 2049 | 1972.04 | 1852.66 | 897.32 | 150.58 |
| 4097 | 3920.22 | 3646.23 | ... | 1 |
| Range | 2LDE | 5LDEs | 30LDEs | 90LDEs |
| --- | --- | --- | --- | --- |
| 5 | 4.97 | 4.93 | 4.61 | 3.99 |
| 9 | 8.92 | 8.89 | 8.16 | 6.78 |
| 17 | 16.82 | 16.69 | 15.11 | 11.74 |
| 33 | 32.59 | 32.39 | 28.57 | 20.66 | | | eτ | -170.40 | -146.54 | -83.92 | -55.00 | -131.83 | -6.05 | -128.09 | -110.66 | -184.81 | -152.86 | -117.02 | 55.01 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| eτ | 165.32 | 160.08 | 95.83 | 71.21 | 149.41 | 8.11 | 133.20 | 111.97 | 167.79 | 160.23 | 122.31 | 51.75 |
| eN | 1.... | 0 |
| Job/Task | Scheduler | FIFO | Fair | Capacity | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | |
| | | | | | | | |
| Job | CPU(ms) | 11495 | 8415 | 12647 | 9538 | 14475 | 10784 |
| Memory(10bytes | 7479 | 4530 | 7741 | 3647 | 9463 | 5486 | | | | HDFSRead(10bytes) | 9930 | 7431 | 10968 | 8762 | 12463 | 8360 | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| HDFSWrite(10bytes) | 8583 | 5985 | 9784 | 6202 | 10285 | 7420 | |
| Task | CPU(ms) | 3855 | 2520 | 4033 | 2184 | 4170 | 2851 |
| Memory(10bytes | 1412 | 1058 | 2496 | 1741 | 2638 | 2115 | |
| HDFSR... | 1 |
| Job/Task | Scheduler | FIFO | Fair | Capacity | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | |
| | | | | | | | |
| Job | CPU(ms) | 11495 | 8415 | 12647 | 9538 | 14475 | 10784 |
| Memory(10bytes | 7479 | 4530 | 7741 | 3647 | 9463 | 5486 | | | | NodesUsed | 1 | 1-2 | 1-3 | 1-4 | 1-5 | 1-6 | 1-7 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| SizeofDataset(GB) | 10 | 20 | 30 | 40 | 50 | 60 | 70 |
| HadoopTerasort | 645 | 766 | 768 | 773 | 815 | 882 | 901 |
| SphereTerasort | 408 | 409 | 410 | 429 | 430 | 436 | 440 |
| HadoopTerasplit | 141 | 266 | 410 |... | 0 |
| Job/Task | Scheduler | FIFO | Fair | Capacity | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | |
| | | | | | | | |
| Job | CPU(ms) | 11495 | 8415 | 12647 | 9538 | 14475 | 10784 |
| Memory(10bytes | 7479 | 4530 | 7741 | 3647 | 9463 | 5486 | |
| HDFSRead(10bytes) | 9930 | 74... | | Task | CPU(ms) | 3855 | 2520 | 4033 | 2184 | 4170 | 2851 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Memory(10bytes | 1412 | 1058 | 2496 | 1741 | 2638 | 2115 | |
| HDFSRead(10bytes) | 1638 | 1215 | 1894 | 1428 | 7426 | 4541 | |
| HDFSWrite(10bytes) | 1774 | 1385 | 3643 | 2429 | 5052 | 3715 | | | 1 |
| Job/Task | Scheduler | FIFO | Fair | Capacity | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | |
| | | | | | | | |
| Job | CPU(ms) | 11495 | 8415 | 12647 | 9538 | 14475 | 10784 |
| Memory(10bytes | 7479 | 4530 | 7741 | 3647 | 9463 | 5486 | |
| HDFSRead(10bytes) | 9930 | 74... | | SpeedupTerasort | 1.6 | 1.9 | 1.9 | 1.8 | 1.9 | 2.0 | 2.0 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| SpeedupTerasplit | 1.5 | 1.2 | 1.2 | 1.2 | 1.2 | 1.4 | 1.5 |
| Speeduptotal | 1.6 | 1.6 | 1.6 | 1.5 | 1.5 | 1.6 | 1.7 | | 0 |
| MASR | PPF | 3D-CNN | ANNC-ASSCC |
| --- | --- | --- | --- |
| 99.87±0.11 | 99.15±0.18 | 99.93±0.11 | 100.00±0.00 |
| 94.22±0.45 | 97.96±0.24 | 98.26±0.31 | 98.75±0.62 |
| 99.45±0.46 | 97.37±0.18 | 94.98±1.97 | 99.26±0.16 |
| 99.98±0.05 | 99.27±0.11 | 98.48±2.11 | 99.96±0.04 |
| 98.75±0.51 | 98.79±0.16 | 99.67±0.18 |... | | 84.80±1.02 | 99.96±0.05 | 99.15±0.75 | 98.72±0.56 |
| --- | --- | --- | --- |
| 0.9719±0.0018 | 0.9862±0.0011 | 0.9845±0.0010 | 2(cid:13)0.9937±0.0011 | | 1 |
| MASR | PPF | 3D-CNN | ANNC-ASSCC |
| --- | --- | --- | --- |
| 99.87±0.11 | 99.15±0.18 | 99.93±0.11 | 100.00±0.00 |
| 94.22±0.45 | 97.96±0.24 | 98.26±0.31 | 98.75±0.62 |
| 99.45±0.46 | 97.37±0.18 | 94.98±1.97 | 99.26±0.16 |
| 99.98±0.05 | 99.27±0.11 | 98.48±2.11 | 99.96±0.04 |
| 98.75±0.51 | 98.79±0.16 | 99.67±0.18 |... | | k..kminmax | c±se | c±soute | c±sine |
| --- | --- | --- | --- |
| 2..3 | 0.444±0.053 | 0.55317±0.05973 | 0.475344±0.0474 |
| 4..7 | 0.584±0.065 | 0.713296±0.06143 | 0.648814±0.04929 |
| 8..16 | 0.814±0.070 | 0.964174±0.06003 | 0.970989±0.04415 |
| 16..32 | 1.264±0.056 | 1.57125±0.05505 | 1.55149±0.03262 |
| 32..64 |... | 0 |
| MASR | PPF | 3D-CNN | ANNC-ASSCC |
| --- | --- | --- | --- |
| 99.87±0.11 | 99.15±0.18 | 99.93±0.11 | 100.00±0.00 |
| 94.22±0.45 | 97.96±0.24 | 98.26±0.31 | 98.75±0.62 |
| 99.45±0.46 | 97.37±0.18 | 94.98±1.97 | 99.26±0.16 |
| 99.98±0.05 | 99.27±0.11 | 98.48±2.11 | 99.96±0.04 |
| 98.75±0.51 | 98.79±0.16 | 99.67±0.18 |... | | 84.80±1.02 | 99.96±0.05 | 99.15±0.75 | 98.72±0.56 |
| --- | --- | --- | --- |
| 0.9719±0.0018 | 0.9862±0.0011 | 0.9845±0.0010 | 2(cid:13)0.9937±0.0011 | | 1 |
| MASR | PPF | 3D-CNN | ANNC-ASSCC |
| --- | --- | --- | --- |
| 99.87±0.11 | 99.15±0.18 | 99.93±0.11 | 100.00±0.00 |
| 94.22±0.45 | 97.96±0.24 | 98.26±0.31 | 98.75±0.62 |
| 99.45±0.46 | 97.37±0.18 | 94.98±1.97 | 99.26±0.16 |
| 99.98±0.05 | 99.27±0.11 | 98.48±2.11 | 99.96±0.04 |
| 98.75±0.51 | 98.79±0.16 | 99.67±0.18 |... | | 4..7 | 0.584±0.065 | 0.713296±0.06143 | 0.648814±0.04929 |
| --- | --- | --- | --- |
| 8..16 | 0.814±0.070 | 0.964174±0.06003 | 0.970989±0.04415 |
| 16..32 | 1.264±0.056 | 1.57125±0.05505 | 1.55149±0.03262 |
| 32..64 | 1.928±0.059 | 2.46908±0.05031 | 2.42959±0.03998 |
| 64..128 | 3.077±0.109 | 4.23814±0.2622 | 4.0178... | 0 |
| NewServer | PowerandCooling | Revenue |
| --- | --- | --- |
| 68 | 38 | 42.0713 | | | 44 | 25 | 28.4811 |
| --- | --- | --- |
| 62 | 12 | 34.8202 |
| 59 | 37 | 37.4543 |
| 49 | 10 | 28.3241 |
| 54 | 20 | 32.8109 |
| 59 | 18 | 34.8505 |
| 78 | 25 | 45.0267 |
| 73 | 25 | 42.7024 |
| 49 | 10 | 28.3241 |
| 75 | 21 | 42.8816 |
| 61 | 19 | 35.9865 |
| 57 | 28 | 35.4336 |
| 61 | 34 | 38.1427 |
| 56 | 34 | 35... | 1 |
| NewServer | PowerandCooling | Revenue |
| --- | --- | --- |
| 68 | 38 | 42.0713 | | | NewServer | PowerandCooling | Revenue |
| --- | --- | --- |
| 68 | 38 | 2860.85 |
| 44 | 25 | 1253.17 |
| 62 | 12 | 2158.85 |
| 59 | 37 | 2209.80 |
| 49 | 10 | 1387.88 |
| 54 | 20 | 1771.79 |
| 59 | 18 | 2056.18 |
| 78 | 25 | 3512.08 |
| 73 | 25 | 3117.28 |
| 49 | 10 | 1387.88 |
| 75 | 21 | 3216.12 |
| 61 | 19 | 2195... | 0 |
| NewServer | PowerandCooling | Revenue |
| --- | --- | --- |
| 68 | 38 | 42.0713 |
| 44 | 25 | 28.4811 |
| 62 | 12 | 34.8202 |
| 59 | 37 | 37.4543 |
| 49 | 10 | 28.3241 |
| 54 | 20 | 32.8109 |
| 59 | 18 | 34.8505 |
| 78 | 25 | 45.0267 |
| 73 | 25 | 42.7024 |
| 49 | 10 | 28.3241 |
| 75 | 21 | 42.8816 | | | 61 | 19 | 35.9865 |
| --- | --- | --- |
| 57 | 28 | 35.4336 |
| 61 | 34 | 38.1427 |
| 56 | 34 | 35.6204 |
| 56 | 11 | 31.8192 |
| 66 | 12 | 38.8935 | | 1 |
| NewServer | PowerandCooling | Revenue |
| --- | --- | --- |
| 68 | 38 | 42.0713 |
| 44 | 25 | 28.4811 |
| 62 | 12 | 34.8202 |
| 59 | 37 | 37.4543 |
| 49 | 10 | 28.3241 |
| 54 | 20 | 32.8109 |
| 59 | 18 | 34.8505 |
| 78 | 25 | 45.0267 |
| 73 | 25 | 42.7024 |
| 49 | 10 | 28.3241 |
| 75 | 21 | 42.8816 | | | 59 | 18 | 2056.18 |
| --- | --- | --- |
| 78 | 25 | 3512.08 |
| 73 | 25 | 3117.28 |
| 49 | 10 | 1387.88 |
| 75 | 21 | 3216.12 |
| 61 | 19 | 2195.17 |
| 57 | 28 | 2019.72 |
| 61 | 34 | 2326.71 |
| 56 | 34 | 1994.74 |
| 56 | 11 | 1781.88 |
| 66 | 12 | 2566.97 | | 0 |
| Methods | COCO |
| --- | --- |
| B-1B-2B-3B-4MC | | | | NIC<br>m-RNN<br>Hard-Attention<br>ATT<br>Att-CNN+LSTM | 0.6660.4510.3040.203−−<br>0.670.490.350.25−−<br>0.7180.5040.3570.2500.230−<br>0.7090.5370.4020.3040.243−<br>0.740.560.420.310.260.94 |
| --- | --- |
| LSTM-R<br>LSTM-T<br>LSTM-RT<br>LSTM-RT2 | 0.6980.5250.3900.2920.2380.889<br>0.7160.5460.4110.3120.2500.952<br>0... | 1 |
| Methods | COCO |
| --- | --- |
| B-1B-2B-3B-4MC | | | | Model | Dataset | Accuracy |
| --- | --- | --- |
| Average | – | 0.544 |
| LSTM<br>LSTM<br>LSTM | EN<br>JA<br>ZH | 0.531<br>0.569<br>0.532 |
| MT+LSTM | TranslatedALL | 0.541 |
| Parameter-sharingLSTM | ALL | 0.542 |
| Average | – | 0.581 |
| CNN<br>CNN<br>CNN | EN<br>JA<br>ZH | 0.578<br>0.610<br>0.553 |
| MT+CNN | T... | 0 |
| Methods | COCO |
| --- | --- |
| B-1B-2B-3B-4MC | |
| NIC<br>m-RNN<br>Hard-Attention<br>ATT<br>Att-CNN+LSTM | 0.6660.4510.3040.203−−<br>0.670.490.350.25−−<br>0.7180.5040.3570.2500.230−<br>0.7090.5370.4020.3040.243−<br>0.740.560.420.310.260.94 | | | LSTM-R<br>LSTM-T<br>LSTM-RT<br>LSTM-RT2 | 0.6980.5250.3900.2920.2380.889<br>0.7160.5460.4110.3120.2500.952<br>0.7240.5550.4190.3160.2520.970<br>0.7300.5680.4300.3220.2490.977 |
| --- | --- |
| SCN-LSTM<br>SCN-LSTMEnsembleof5 | 0.7280.5660.4330.3300.2571.012<br>0.7410.5780.4440.3410.2611.041 | | 1 |
| Methods | COCO |
| --- | --- |
| B-1B-2B-3B-4MC | |
| NIC<br>m-RNN<br>Hard-Attention<br>ATT<br>Att-CNN+LSTM | 0.6660.4510.3040.203−−<br>0.670.490.350.25−−<br>0.7180.5040.3570.2500.230−<br>0.7090.5370.4020.3040.243−<br>0.740.560.420.310.260.94 | | | MT+CNN | TranslatedALL | 0.564 |
| --- | --- | --- |
| Parameter-sharingCNN | ALL | 0.573 | | 0 |
| | σ=10 | σ=20 | σ=30 | σ=40 | σ=50 |
| --- | --- | --- | --- | --- | --- |
| r=0 | 30.47 | 28.48 | 27.67 | 26.20 | 24.06 |
| r=1 | 32.23 | 30.27 | 29.95 | 26.82 | 25.03 |
| r=3 | 35.46 | 33.27 | 31.80 | 28.97 | 26.21 | | | r=4 | 36.27 | 34.24 | 32.83 | 28.76 | 26.32 |
| --- | --- | --- | --- | --- | --- |
| r=7 | 36.18 | 34.05 | 32.58 | 28.94 | 26.37 |
| r=9 | 36.07 | 33.84 | 31.73 | 28.31 | 26.02 |
| r=15 | 34.57 | 31.28 | 30.80 | 27.67 | 25.83 | | 1 |
| | σ=10 | σ=20 | σ=30 | σ=40 | σ=50 |
| --- | --- | --- | --- | --- | --- |
| r=0 | 30.47 | 28.48 | 27.67 | 26.20 | 24.06 |
| r=1 | 32.23 | 30.27 | 29.95 | 26.82 | 25.03 |
| r=3 | 35.46 | 33.27 | 31.80 | 28.97 | 26.21 | | | | σ=10 | σ=20 | σ=30 | σ=40 | σ=50 |
| --- | --- | --- | --- | --- | --- |
| KSVDG | 33.57 | 30.18 | 28.83 | 26.43 | 25.32 |
| KSVDS | 34.23 | 31.02 | 28.94 | 26.66 | 25.48 |
| KSVDC | 34.46 | 32.24 | 29.62 | 26.76 | 25.67 |
| SCFW | 34.83 | 33.45 | 30.28 | 26.27 | 25.32 |
| SCLW | 36.27 | 34.24 | 32.83 | 28.76 | 26... | 0 |
| | σ=10 | σ=20 | σ=30 | σ=40 | σ=50 |
| --- | --- | --- | --- | --- | --- |
| r=0 | 30.47 | 28.48 | 27.67 | 26.20 | 24.06 |
| r=1 | 32.23 | 30.27 | 29.95 | 26.82 | 25.03 |
| r=3 | 35.46 | 33.27 | 31.80 | 28.97 | 26.21 |
| r=4 | 36.27 | 34.24 | 32.83 | 28.76 | 26.32 |
| r=7 | 36.18 | 34.05 | 32.58 | 28.94 | 26.37 | | | r=9 | 36.07 | 33.84 | 31.73 | 28.31 | 26.02 |
| --- | --- | --- | --- | --- | --- |
| r=15 | 34.57 | 31.28 | 30.80 | 27.67 | 25.83 | | 1 |
| | σ=10 | σ=20 | σ=30 | σ=40 | σ=50 |
| --- | --- | --- | --- | --- | --- |
| r=0 | 30.47 | 28.48 | 27.67 | 26.20 | 24.06 |
| r=1 | 32.23 | 30.27 | 29.95 | 26.82 | 25.03 |
| r=3 | 35.46 | 33.27 | 31.80 | 28.97 | 26.21 |
| r=4 | 36.27 | 34.24 | 32.83 | 28.76 | 26.32 |
| r=7 | 36.18 | 34.05 | 32.58 | 28.94 | 26.37 | | | SCFW | 34.83 | 33.45 | 30.28 | 26.27 | 25.32 |
| --- | --- | --- | --- | --- | --- |
| SCLW | 36.27 | 34.24 | 32.83 | 28.76 | 26.32 | | 0 |
| TemplateS | TemplateT | Probability |
| --- | --- | --- |
| A | B | 0.671 | | | A | D | 0.505 |
| --- | --- | --- |
| B | D | 0.752 |
| C | D | 0.504 | | 1 |
| TemplateS | TemplateT | Probability |
| --- | --- | --- |
| A | B | 0.671 | | | Object | Probabilityofco-occurrence |
| --- | --- |
| Man | 0.240 |
| Road | 0.151 |
| Sign | 0.074 |
| Sidewalk | 0.051 |
| Traffic | 0.076 | | 0 |
| TemplateS | TemplateT | Probability |
| --- | --- | --- |
| A | B | 0.671 |
| A | D | 0.505 | | | B | D | 0.752 |
| --- | --- | --- |
| C | D | 0.504 | | 1 |
| TemplateS | TemplateT | Probability |
| --- | --- | --- |
| A | B | 0.671 |
| A | D | 0.505 | | | Sidewalk | 0.051 |
| --- | --- |
| Traffic | 0.076 | | 0 |
| Controlby | FV | SP-AV | AV | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Const. | Dest. | Const. | Dest. | Const. | Dest. | |
| AddinganUnlimitedNumberofCandidates | R | R | R | R | I | V |
| AddingaLimitedNumberofCandidates | R | R | R | R | I | V |
| DeletingCandidates | R | R | R | R | V | I | | | PartitionofCandidates | TE:R<br>TP:R | TE:R<br>TP:R | TE:R<br>TP:R | TE:R<br>TP:R | TE:V<br>TP:I | TE:I<br>TP:I |
| --- | --- | --- | --- | --- | --- | --- |
| Run-offPartitionofCandidates | TE:R<br>TP:R | TE:R<br>TP:R | TE:R<br>TP:R | TE:R<br>TP:R | TE:V<br>TP:I | TE:I<br>TP:I |
| AddingVoters | R | V | R | V | R | V... | 1 |
| Controlby | FV | SP-AV | AV | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Const. | Dest. | Const. | Dest. | Const. | Dest. | |
| AddinganUnlimitedNumberofCandidates | R | R | R | R | I | V |
| AddingaLimitedNumberofCandidates | R | R | R | R | I | V |
| DeletingCandidates | R | R | R | R | V | I | | | Example | PTAs | loc./PTA | \|X\| | \|P\| | \|V\|0 | tiles | states | trans. | Time |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SR-latch | 3 | [3,8] | 3 | 3 | 1331 | 6 | 5 | 4 | 0.3 |
| Flip-flop | 5 | [4,16] | 5 | 2 | 644 | 8 | 15 | 14 | 3 |
| And–Or | 3 | [4,8] | 4 | 6 | 75600 | 4 | 64 | 72 | 1... | 0 |
| Controlby | FV | SP-AV | AV | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Const. | Dest. | Const. | Dest. | Const. | Dest. | |
| AddinganUnlimitedNumberofCandidates | R | R | R | R | I | V |
| AddingaLimitedNumberofCandidates | R | R | R | R | I | V | | | DeletingCandidates | R | R | R | R | V | I |
| --- | --- | --- | --- | --- | --- | --- |
| PartitionofCandidates | TE:R<br>TP:R | TE:R<br>TP:R | TE:R<br>TP:R | TE:R<br>TP:R | TE:V<br>TP:I | TE:I<br>TP:I |
| Run-offPartitionofCandidates | TE:R<br>TP:R | TE:R<br>TP:R | TE:R<br>TP:R | TE:R<br>TP:R | TE:V<br>TP:I | TE:I<b... | 1 |
| Controlby | FV | SP-AV | AV | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Const. | Dest. | Const. | Dest. | Const. | Dest. | |
| AddinganUnlimitedNumberofCandidates | R | R | R | R | I | V |
| AddingaLimitedNumberofCandidates | R | R | R | R | I | V | | | RCP | 5 | [6,11] | 6 | 3 | 186050 | 19 | 5688 | 9312 | 7018 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SPSMALL1 | 10 | [3,8] | 10 | 2 | 3149 | 259 | 60 | 61 | 1194 | | 0 |
| σ | µ(1,σ)µ(2,σ) | µ(3,σ)µ(4,σ) | µ(5,σ)µ(6,σ) | µ(7,σ)µ(8,σ) |
| --- | --- | --- | --- | --- |
| 2 | 26 | 1230 | 54126 | 240504 | | | 3 | 36 | 2472 | 240696 | 2184648 |
| --- | --- | --- | --- | --- |
| 4 | 412 | 60240 | 10204020 | 1638065280 |
| 5 | 520 | 120600 | 312015480 | 78120390000 | | 1 |
| σ | µ(1,σ)µ(2,σ) | µ(3,σ)µ(4,σ) | µ(5,σ)µ(6,σ) | µ(7,σ)µ(8,σ) |
| --- | --- | --- | --- | --- |
| 2 | 26 | 1230 | 54126 | 240504 | | | n | tn |
| --- | --- |
| 8 | 560 |
| 9 | 5040 |
| 10 | 957600 |
| 11 | 123354000 |
| 12 | 16842764400 |
| 13 | 2764379217600 |
| 14 | 527554510282800 |
| 15 | 114387072405606000 |
| 16 | 27728561968887780000 |
| 17 | 7418031804967840056000 |
| 18 | 2167306256125914230527200 |
| 19 | 685709965521372865035362400 |
| 20... | 0 |
| σ | µ(1,σ)µ(2,σ) | µ(3,σ)µ(4,σ) | µ(5,σ)µ(6,σ) | µ(7,σ)µ(8,σ) |
| --- | --- | --- | --- | --- |
| 2 | 26 | 1230 | 54126 | 240504 |
| 3 | 36 | 2472 | 240696 | 2184648 | | | 4 | 412 | 60240 | 10204020 | 1638065280 |
| --- | --- | --- | --- | --- |
| 5 | 520 | 120600 | 312015480 | 78120390000 | | 1 |
| σ | µ(1,σ)µ(2,σ) | µ(3,σ)µ(4,σ) | µ(5,σ)µ(6,σ) | µ(7,σ)µ(8,σ) |
| --- | --- | --- | --- | --- |
| 2 | 26 | 1230 | 54126 | 240504 |
| 3 | 36 | 2472 | 240696 | 2184648 | | | 15 | 114387072405606000 |
| --- | --- |
| 16 | 27728561968887780000 |
| 17 | 7418031804967840056000 |
| 18 | 2167306256125914230527200 |
| 19 | 685709965521372865035362400 |
| 20 | 233306923207078035272369412000 | | 0 |
| Datasets | | |
| --- | --- | --- |
| MSNBC | AQUAINT | ACE2004 | | | Avg#<br>mentions<br>perdoc | 36.95 | 14.54 | 8.68 |
| --- | --- | --- | --- |
| Systems | #entities | #entities | #entities |
| PBoH | 247.19 | 95.38 | 66.66 |
| REL-RW | 382773.6 | 242443.1 | 256235.49 | | 1 |
| Datasets | | |
| --- | --- | --- |
| MSNBC | AQUAINT | ACE2004 | | | Dataset | ModularityG1 | ModularityG2 | SVM | N-Bayes | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| mic | mac | mic | mac | mic | mac | mic | mac | mic | |
| 20Newsgroups | 78.70 | 77.12 | 82.19 | 82.78 | 82.84 | 83.60 | 81.03 | | 84.23 |
| Reuters-21578 | 91.23 | 76.25 | 92.77 | ... | 0 |
| Datasets | | | |
| --- | --- | --- | --- |
| MSNBC | AQUAINT | ACE2004 | |
| Avg#<br>mentions<br>perdoc | 36.95 | 14.54 | 8.68 |
| Systems | #entities | #entities | #entities | | | PBoH | 247.19 | 95.38 | 66.66 |
| --- | --- | --- | --- |
| REL-RW | 382773.6 | 242443.1 | 256235.49 | | 1 |
| Datasets | | | |
| --- | --- | --- | --- |
| MSNBC | AQUAINT | ACE2004 | |
| Avg#<br>mentions<br>perdoc | 36.95 | 14.54 | 8.68 |
| Systems | #entities | #entities | #entities | | | Reuters-21578 | 91.23 | 76.25 | 92.77 | 81.19 | 96.98 | 91.50 | 96.07 | | 85.24 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| WebKB4 | 80.66 | 78.92 | 85.24 | 84.74 | 89.68 | 88.39 | 83.52 | | 72.56 |
| TripAdvisor | 90.30 | 90.10 | 85.60 | 85.60 | | | | | | | 0 |
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