premise string | hypothesis string | label int64 |
|---|---|---|
| Expected | January | February | March |
| --- | --- | --- | --- |
| 35000 | 150000 | 25000 | 10000 |
| 150000 | 15000 | 20000 | 5000 | | | 450000 | 100000 | 200000 | 30000 |
| --- | --- | --- | --- |
| 180000 | 80000 | 30000 | 15000 |
| 45000 | 25000 | 50000 | 80000 |
| 50000 | 5000 | 10000 | 60000 |
| 200000 | 20000 | 5000 | 70000 |
| 70000 | 35000 | 40000 | 100000 | | 1 |
| Expected | January | February | March |
| --- | --- | --- | --- |
| 35000 | 150000 | 25000 | 10000 |
| 150000 | 15000 | 20000 | 5000 | | | Expected | January | February | March |
| --- | --- | --- | --- |
| 35000 | 150000 | 5000 | 10000 |
| 150000 | 15000 | 10000 | 5000 |
| 450000 | 100000 | 20000 | 30000 |
| 180000 | 80000 | 25000 | 15000 |
| 45000 | 25000 | 30000 | 80000 |
| 50000 | 5000 | 40000 | 60000 |
| 200000 | 20000 | 50000 | 70000 |
| 70000 | 3... | 0 |
| Expected | January | February | March |
| --- | --- | --- | --- |
| 35000 | 150000 | 25000 | 10000 |
| 150000 | 15000 | 20000 | 5000 |
| 450000 | 100000 | 200000 | 30000 |
| 180000 | 80000 | 30000 | 15000 |
| 45000 | 25000 | 50000 | 80000 | | | 50000 | 5000 | 10000 | 60000 |
| --- | --- | --- | --- |
| 200000 | 20000 | 5000 | 70000 |
| 70000 | 35000 | 40000 | 100000 | | 1 |
| Expected | January | February | March |
| --- | --- | --- | --- |
| 35000 | 150000 | 25000 | 10000 |
| 150000 | 15000 | 20000 | 5000 |
| 450000 | 100000 | 200000 | 30000 |
| 180000 | 80000 | 30000 | 15000 |
| 45000 | 25000 | 50000 | 80000 | | | 180000 | 80000 | 25000 | 15000 |
| --- | --- | --- | --- |
| 45000 | 25000 | 30000 | 80000 |
| 50000 | 5000 | 40000 | 60000 |
| 200000 | 20000 | 50000 | 70000 |
| 70000 | 35000 | 200000 | 100000 | | 0 |
| Design | Faults | RecoveryTime(us) |
| --- | --- | --- |
| IFRCore | Stuck-at(DecodeUnit) | 0.82 | | | IFRCore | Stuck-at(ExecuteUnit) | 1.00 |
| --- | --- | --- |
| IFRCore | Delay(DecodeUnit) | 1.20 |
| IFRCore | Delay(ExecuteUnit | 1.51 | | 1 |
| Design | Faults | RecoveryTime(us) |
| --- | --- | --- |
| IFRCore | Stuck-at(DecodeUnit) | 0.82 | | | | L1D | L1I | L2 | L3 |
| --- | --- | --- | --- | --- |
| Type | WB | WB | WB | MESICoherent |
| Size | 32KB | 32KB | 256KB | 12MB |
| LineSize | 64 | 64 | 64 | 64 |
| Associative | 8 | 4 | 8 | 16 |
| Latency | 4 | 2 | 6 | 27 |
| ReadPorts | 2 | 2 | 2 | 2 |
| WritePorts | 1 | 1 | 2 | 2 |
| Prefetcher | None | None |... | 0 |
| Design | Faults | RecoveryTime(us) |
| --- | --- | --- |
| IFRCore | Stuck-at(DecodeUnit) | 0.82 |
| IFRCore | Stuck-at(ExecuteUnit) | 1.00 | | | IFRCore | Delay(DecodeUnit) | 1.20 |
| --- | --- | --- |
| IFRCore | Delay(ExecuteUnit | 1.51 | | 1 |
| Design | Faults | RecoveryTime(us) |
| --- | --- | --- |
| IFRCore | Stuck-at(DecodeUnit) | 0.82 |
| IFRCore | Stuck-at(ExecuteUnit) | 1.00 | | | Size | 32KB | 32KB | 256KB | 12MB |
| --- | --- | --- | --- | --- |
| LineSize | 64 | 64 | 64 | 64 |
| Associative | 8 | 4 | 8 | 16 |
| Latency | 4 | 2 | 6 | 27 |
| ReadPorts | 2 | 2 | 2 | 2 |
| WritePorts | 1 | 1 | 2 | 2 |
| Prefetcher | None | None | Testing | None | | 0 |
| Method | Accuracy |
| --- | --- |
| SCMF | 78.32 |
| MKL | 67.32 |
| SSEP | 73.82 |
| ADPM-227 | 82.14 |
| ADPM-256 | 83.71 | | | ADPM-384 | 81.91 |
| --- | --- |
| Multi-scaleADPM | 84.67 | | 1 |
| Method | Accuracy |
| --- | --- |
| SCMF | 78.32 |
| MKL | 67.32 |
| SSEP | 73.82 |
| ADPM-227 | 82.14 |
| ADPM-256 | 83.71 | | | State-of-the-artMethods | | | |
| --- | --- | --- | --- |
| Method | Accuracy | Method | Accuracy |
| SPMK | 74.00 | BoVW | 71.68 |
| SPCK++ | 77.38 | BRSP | 77.80 |
| UFL | 90.26 | SC+Pooling | 81.67 |
| Partlets | 91.33 | PSR | 89.10 |
| ProposedMethods | | | |
| Method | Accuracy | Method | Accuracy |
| ADPM... | 0 |
| Method | Accuracy |
| --- | --- |
| SCMF | 78.32 | | | MKL | 67.32 |
| --- | --- |
| SSEP | 73.82 |
| ADPM-227 | 82.14 |
| ADPM-256 | 83.71 |
| ADPM-384 | 81.91 |
| Multi-scaleADPM | 84.67 | | 1 |
| Method | Accuracy |
| --- | --- |
| SCMF | 78.32 | | | ADPM-192 | 92.67 | ADPM-227 | 92.04 |
| --- | --- | --- | --- |
| ADPM-256 | 93.52 | Multi-scaleADPM | 94.86 | | 0 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames | | | π | 1in5 | Commoninmath |
| --- | --- | --- |
| $ | 4in5 | Usedinbusiness |
| Ψ | 1in40,000 | Unexplainedusage | | 1 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames | | | Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames |
| π | 1in5 | Commoninmath |
| $ | 4in5 | Usedinbusiness |
| Ψ | 1in40,000 | Unexplainedusage | | 0 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames |
| π | 1in5 | Commoninmath | | | $ | 4in5 | Usedinbusiness |
| --- | --- | --- |
| Ψ | 1in40,000 | Unexplainedusage | | 1 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames |
| π | 1in5 | Commoninmath | | | $ | 4in5 | Usedinbusiness |
| --- | --- | --- |
| Ψ | 1in40,000 | Unexplainedusage | | 0 |
| Top1:G | AwA | CUB | | | |
| --- | --- | --- | --- | --- | --- |
| HM | accs | accu | HM | accs | accu | | | DAP<br>IAP<br>ConSE<br>SynC<br>MFMR | 4.7<br>3.3<br>16.9<br>0.8<br>29.60 | 77.9<br>76.8<br>75.9<br>81.0<br>75.6 | 2.4<br>1.7<br>9.5<br>0.4<br>18.4 | 7.5<br>2.0<br>3.5<br>22.3<br>- | 55.1<br>69.4<br>69.9<br>72.0<br>- | 4.0<br>1.0<br>1.8<br>13.2<br>- |
| --- | --- | --- | --- | --- | --- | --- |
| OurGZSL | 50.8 | 43.2... | 1 |
| Top1:G | AwA | CUB | | | |
| --- | --- | --- | --- | --- | --- |
| HM | accs | accu | HM | accs | accu | | | Top1<br>ResNet | SUN | CUB | AWA | aPY |
| --- | --- | --- | --- | --- |
| HMaccaccsu | HMaccaccsu | HMaccaccsu | HMaccaccsu | |
| DAP<br>CONSE<br>CMT<br>SSE<br>LATEM<br>ALE<br>DEVISE<br>SJE<br>ESZSL<br>SYNC | 7.225.14.2<br>11.639.96.8<br>13.328.08.7<br>4.036.42.1<br>19.528.814.7<br>26.333.121.8<br>20.927.416.9<br>1... | 0 |
| Top1:G | AwA | CUB | | | |
| --- | --- | --- | --- | --- | --- |
| HM | accs | accu | HM | accs | accu | | | DAP<br>IAP<br>ConSE<br>SynC<br>MFMR | 4.7<br>3.3<br>16.9<br>0.8<br>29.60 | 77.9<br>76.8<br>75.9<br>81.0<br>75.6 | 2.4<br>1.7<br>9.5<br>0.4<br>18.4 | 7.5<br>2.0<br>3.5<br>22.3<br>- | 55.1<br>69.4<br>69.9<br>72.0<br>- | 4.0<br>1.0<br>1.8<br>13.2<br>- |
| --- | --- | --- | --- | --- | --- | --- |
| OurGZSL | 50.8 | 43.2... | 1 |
| Top1:G | AwA | CUB | | | |
| --- | --- | --- | --- | --- | --- |
| HM | accs | accu | HM | accs | accu | | | OurGZSL | 31.327.835.8 | 43.341.744.9 | 54.568.645.2 | 37.059.526.8 |
| --- | --- | --- | --- | --- |
| OurZSL | 49.7 | 53.8 | 52.6 | 39.3 | | 0 |
| weightfn | ptsnum | BeltramiEquation | generalizedLaplace | | |
| --- | --- | --- | --- | --- | --- |
| collocation | EFG | collocation | EFG | | |
| Example1 | 24<br>2<br>32<br>2<br>48<br>2<br>64 | 8.127E-06<br>3.554E-06<br>1.728E-06<br>4.039E-06 | 9.158E-04<br>5.182E-04<br>1.379E-04<br>1.045E-04 | 6.658E-04<br>... | | Example2 | 24<br>2<br>32<br>2<br>48<br>2<br>64 | 2.847E-04<br>1.596E-04<br>3.902E-05<br>1.444E-05 | 3.616E-03<br>2.694E-03<br>1.222E-03<br>1.038E-03 | 1.657E-03<br>1.453E-03<br>3.914E-04<br>2.588E-04 | 4.149E-01<br>4.143E-01<br>3.946E-01<br>3.929E-01 |
| --- | --- | --- | --- | --- | --- |
| Example3 | 1047<br>1807<b... | 1 |
| weightfn | ptsnum | BeltramiEquation | generalizedLaplace | | |
| --- | --- | --- | --- | --- | --- |
| collocation | EFG | collocation | EFG | | |
| Example1 | 24<br>2<br>32<br>2<br>48<br>2<br>64 | 8.127E-06<br>3.554E-06<br>1.728E-06<br>4.039E-06 | 9.158E-04<br>5.182E-04<br>1.379E-04<br>1.045E-04 | 6.658E-04<br>... | | No. | ptsnum | BeltramiEquation | GeneralizedLaplace | | |
| --- | --- | --- | --- | --- | --- |
| collocation | EFG | collocation | EFG | | |
| 1 | 24<br>2<br>32<br>2<br>48<br>2<br>64 | 4.477E-05<br>2.384E-05<br>1.015E-05<br>7.254E-06 | 9.434E-04<br>5.332E-04<br>1.454E-04<br>1.087E-04 | 6.906E-04<br>3.839E-04<br... | 0 |
| weightfn | ptsnum | BeltramiEquation | generalizedLaplace | | |
| --- | --- | --- | --- | --- | --- |
| collocation | EFG | collocation | EFG | | |
| Example1 | 24<br>2<br>32<br>2<br>48<br>2<br>64 | 8.127E-06<br>3.554E-06<br>1.728E-06<br>4.039E-06 | 9.158E-04<br>5.182E-04<br>1.379E-04<br>1.045E-04 | 6.658E-04<br>... | | Example2 | 24<br>2<br>32<br>2<br>48<br>2<br>64 | 2.847E-04<br>1.596E-04<br>3.902E-05<br>1.444E-05 | 3.616E-03<br>2.694E-03<br>1.222E-03<br>1.038E-03 | 1.657E-03<br>1.453E-03<br>3.914E-04<br>2.588E-04 | 4.149E-01<br>4.143E-01<br>3.946E-01<br>3.929E-01 |
| --- | --- | --- | --- | --- | --- |
| Example3 | 1047<br>1807<b... | 1 |
| weightfn | ptsnum | BeltramiEquation | generalizedLaplace | | |
| --- | --- | --- | --- | --- | --- |
| collocation | EFG | collocation | EFG | | |
| Example1 | 24<br>2<br>32<br>2<br>48<br>2<br>64 | 8.127E-06<br>3.554E-06<br>1.728E-06<br>4.039E-06 | 9.158E-04<br>5.182E-04<br>1.379E-04<br>1.045E-04 | 6.658E-04<br>... | | 2 | 24<br>2<br>32<br>2<br>48<br>2<br>64 | 2.980E-04<br>1.664E-04<br>4.348E-05<br>1.703E-05 | 3.665E-03<br>2.732E-03<br>1.241E-03<br>1.053E-03 | 1.660E-03<br>1.458E-03<br>3.923E-04<br>2.593E-04 | 4.188E-01<br>4.190E-01<br>3.992E-01<br>3.977E-01 |
| --- | --- | --- | --- | --- | --- |
| 3 | 1047<br>1807<br>4132<br>7185... | 0 |
| Query | Algebraoperators |
| --- | --- |
| Cooking,Q2 | ,,,FILTERAPPLY+INNERDJOINREDUCE |
| Grouping | ,,APPLY+INNERDJOINREDUCE |
| Q1,Q4,Q5 | ,REBOXREDUCE |
| Q3 | APPLY+ |
| Q6 | ,,REBOXAPPLY+FILTER | | | Q7 | REBOX |
| --- | --- |
| Q8,Q9 | ,REBOXSHIFT | | 1 |
| Query | Algebraoperators |
| --- | --- |
| Cooking,Q2 | ,,,FILTERAPPLY+INNERDJOINREDUCE |
| Grouping | ,,APPLY+INNERDJOINREDUCE |
| Q1,Q4,Q5 | ,REBOXREDUCE |
| Q3 | APPLY+ |
| Q6 | ,,REBOXAPPLY+FILTER | | | Configuration | Queryfiltering | Expansion |
| --- | --- | --- |
| Conf(baseline)1 | Original(q) | - |
| Conf2 | Filtered(q)f | - |
| Conf3 | Filtered(q)f | NonPersonalized |
| Conf4 | Filtered(q)f | Personalized |
| Conf5 | Original(q) | NonPersonalized |
| Conf6 | Original(q) | Personalized | | 0 |
| Query | Algebraoperators |
| --- | --- |
| Cooking,Q2 | ,,,FILTERAPPLY+INNERDJOINREDUCE |
| Grouping | ,,APPLY+INNERDJOINREDUCE |
| Q1,Q4,Q5 | ,REBOXREDUCE | | | Q3 | APPLY+ |
| --- | --- |
| Q6 | ,,REBOXAPPLY+FILTER |
| Q7 | REBOX |
| Q8,Q9 | ,REBOXSHIFT | | 1 |
| Query | Algebraoperators |
| --- | --- |
| Cooking,Q2 | ,,,FILTERAPPLY+INNERDJOINREDUCE |
| Grouping | ,,APPLY+INNERDJOINREDUCE |
| Q1,Q4,Q5 | ,REBOXREDUCE | | | Conf3 | Filtered(q)f | NonPersonalized |
| --- | --- | --- |
| Conf4 | Filtered(q)f | Personalized |
| Conf5 | Original(q) | NonPersonalized |
| Conf6 | Original(q) | Personalized | | 0 |
| Pu | AverageCommunicationActsPerformed | | |
| --- | --- | --- | --- |
| No-Comm. | IdealC=0Σ | Comm.SubGoals | Myopic-greedy | | | 0.2 | 0 | 31.436 | 1.194 | 6.717 |
| --- | --- | --- | --- | --- |
| 0.4 | 0 | 18.665 | 1 | 3.904 |
| 0.6 | 0 | 13.426 | 1 | 2.036 |
| 0.8 | 0 | 10.292 | 0 | 1.296 | | 1 |
| Pu | AverageCommunicationActsPerformed | | |
| --- | --- | --- | --- |
| No-Comm. | IdealC=0Σ | Comm.SubGoals | Myopic-greedy | | | Pu | AverageCommunicationActsPerformed | | | |
| --- | --- | --- | --- | --- |
| No-Comm. | IdealC=0Σ | Comm.SubGoals | Myopic-greedy | |
| 0.2 | 0 | 31.436 | 0 | 0.416 |
| 0.4 | 0 | 18.665 | 0 | 0.417 |
| 0.6 | 0 | 13.426 | 0 | 0.338 |
| 0.8 | 0 | 10.292 | 0 | 0.329 | | 0 |
| Pu | AverageCommunicationActsPerformed | | |
| --- | --- | --- | --- |
| No-Comm. | IdealC=0Σ | Comm.SubGoals | Myopic-greedy | | | 0.2 | 0 | 31.436 | 1.194 | 6.717 |
| --- | --- | --- | --- | --- |
| 0.4 | 0 | 18.665 | 1 | 3.904 |
| 0.6 | 0 | 13.426 | 1 | 2.036 |
| 0.8 | 0 | 10.292 | 0 | 1.296 | | 1 |
| Pu | AverageCommunicationActsPerformed | | |
| --- | --- | --- | --- |
| No-Comm. | IdealC=0Σ | Comm.SubGoals | Myopic-greedy | | | 0.2 | 0 | 31.436 | 0 | 0.416 |
| --- | --- | --- | --- | --- |
| 0.4 | 0 | 18.665 | 0 | 0.417 |
| 0.6 | 0 | 13.426 | 0 | 0.338 |
| 0.8 | 0 | 10.292 | 0 | 0.329 | | 0 |
| Num.of<br>processes | Launch<br>time(s) |
| --- | --- |
| 1K | 0.3-7.5 |
| 2K | 0.8-10.5 | | | 4K | 3.2-86.7 |
| --- | --- |
| 8K | 29.2-87.9 |
| 16K | 99.3-120.8 |
| 16K(*) | 15.2-21.6 | | 1 |
| Num.of<br>processes | Launch<br>time(s) |
| --- | --- |
| 1K | 0.3-7.5 |
| 2K | 0.8-10.5 | | | RunningTime |
| --- |
| 12.86s |
| 18.22s |
| 4.20s |
| 2.55s | | 0 |
| Num.of<br>processes | Launch<br>time(s) |
| --- | --- |
| 1K | 0.3-7.5 | | | 2K | 0.8-10.5 |
| --- | --- |
| 4K | 3.2-86.7 |
| 8K | 29.2-87.9 |
| 16K | 99.3-120.8 |
| 16K(*) | 15.2-21.6 | | 1 |
| Num.of<br>processes | Launch<br>time(s) |
| --- | --- |
| 1K | 0.3-7.5 | | | 4.20s |
| --- |
| 2.55s | | 0 |
| OS:Linux | | |
| --- | --- | --- |
| Test | Executiontime | Speedup |
| 1thread | ±528.538s | |
| 2threads | ±309.707s | 1.7 |
| 8threads | ±111.968s | 4.7 |
| 16threads | ±98.1266s | 5.3 |
| 32threads | ±99.8027s | 5.2 |
| CUDA | ±168.109s | 3.1 |
| OS:Windows8.1prox64 | | |
| Test | Executiontime | Speedup | | | 1thread | ±1252.35s | |
| --- | --- | --- |
| 2threads | ±540.973s | 2.3 |
| 8threads | ±181.501s | 6.9 |
| 16threads | ±131.881s | 9.5 |
| 32threads | ±131.661s | 9.5 |
| CUDA | ±84.7718s | 14.8 | | 1 |
| OS:Linux | | |
| --- | --- | --- |
| Test | Executiontime | Speedup |
| 1thread | ±528.538s | |
| 2threads | ±309.707s | 1.7 |
| 8threads | ±111.968s | 4.7 |
| 16threads | ±98.1266s | 5.3 |
| 32threads | ±99.8027s | 5.2 |
| CUDA | ±168.109s | 3.1 |
| OS:Windows8.1prox64 | | |
| Test | Executiontime | Speedup | | | OS:Linux | | |
| --- | --- | --- |
| Test | Executiontime | Speedup |
| 1thread | ±429.539s | |
| 2threads | ±224.99s | 1.9 |
| 8threads | ±93.8716s | 4.6 |
| 16threads | ±98.3057s | 4.3 |
| 32threads | ±95.8294s | 4.5 |
| CUDA | ±98.71s | 4.4 |
| OS:Windows8.1prox64 | | |
| Test | Executiontime | Speedup |
| 1t... | 0 |
| OS:Linux | | |
| --- | --- | --- |
| Test | Executiontime | Speedup |
| 1thread | ±528.538s | |
| 2threads | ±309.707s | 1.7 |
| 8threads | ±111.968s | 4.7 |
| 16threads | ±98.1266s | 5.3 |
| 32threads | ±99.8027s | 5.2 |
| CUDA | ±168.109s | 3.1 |
| OS:Windows8.1prox64 | | |
| Test | Executiontime | Speedup |
|... | | 16threads | ±131.881s | 9.5 |
| --- | --- | --- |
| 32threads | ±131.661s | 9.5 |
| CUDA | ±84.7718s | 14.8 | | 1 |
| OS:Linux | | |
| --- | --- | --- |
| Test | Executiontime | Speedup |
| 1thread | ±528.538s | |
| 2threads | ±309.707s | 1.7 |
| 8threads | ±111.968s | 4.7 |
| 16threads | ±98.1266s | 5.3 |
| 32threads | ±99.8027s | 5.2 |
| CUDA | ±168.109s | 3.1 |
| OS:Windows8.1prox64 | | |
| Test | Executiontime | Speedup |
|... | | 16threads | ±121.667s | 5.5 |
| --- | --- | --- |
| 32threads | ±122.121s | 5.5 |
| CUDA | ±107.214s | 6.2 | | 0 |
| largeobjects |
| --- |
| 0.0090 |
| 0.0064 | | | 0.0080 |
| --- |
| 0.0088 | | 1 |
| largeobjects |
| --- |
| 0.0090 |
| 0.0064 | | | Instancetype | Average | stdev | Min | Max | OnDemand |
| --- | --- | --- | --- | --- | --- |
| m1.small | 0.041 | 0.003 | 0.038 | 0.05 | 0.06 |
| m1.medium | 0.0676 | 0.003 | 0.064 | 0.08 | 0.12 |
| m1.large | 0.160 | 0.005 | 0.152 | 0.172 | 0.24 |
| m1.xlarge | 0.320 | 0.009 | 0.304 | 0.336 | 0.48 | | 0 |
| largeobjects |
| --- |
| 0.0090 |
| 0.0064 | | | 0.0080 |
| --- |
| 0.0088 | | 1 |
| largeobjects |
| --- |
| 0.0090 |
| 0.0064 | | | m1.medium | 0.0676 | 0.003 | 0.064 | 0.08 | 0.12 |
| --- | --- | --- | --- | --- | --- |
| m1.large | 0.160 | 0.005 | 0.152 | 0.172 | 0.24 |
| m1.xlarge | 0.320 | 0.009 | 0.304 | 0.336 | 0.48 | | 0 |
| Symbol | Meaning |
| --- | --- |
| V | thesetofnodes |
| E | thesetofedges |
| dc | thesumofthedegreesofnodesincommunityc |
| W | thesumofalledgeweights |
| Wc,cij | thesumofweightsofedgesconnectingcommunitiescandcij | | | W | thesumofweightsofedgesinsidecommunityc |
| --- | --- |
| W | thesumofweightsofedgeswithoneendpointincommunityc |
| Wc | theweightofcommunityc,equalto2W+W |
| C | apartitionofthegraph,formedbyasetofdisjointcommunities |
| ∆Qc,cij | themodulairychangecausedbyjoiningcommunitiescandcij |
| we | theweightofedgee |
| x... | 1 |
| Symbol | Meaning |
| --- | --- |
| V | thesetofnodes |
| E | thesetofedges |
| dc | thesumofthedegreesofnodesincommunityc |
| W | thesumofalledgeweights |
| Wc,cij | thesumofweightsofedgesconnectingcommunitiescandcij | | | Notation | Description |
| --- | --- |
| puv | theprobabilityofedgeeu,v |
| p(u,v)r | thereachabilityprobabilityfromutov |
| p(u,v)i | theipathfromutov |
| ruv | thesumofthepathsfromutov |
| wu | theweightofnodeu |
| IVT(u) | theinfluencevaluetreeofu |
| WDT(u) | theweightdiscounttreeofu |
| Vu | thevalueofnodeu |
| W... | 0 |
| Symbol | Meaning |
| --- | --- |
| V | thesetofnodes |
| E | thesetofedges |
| dc | thesumofthedegreesofnodesincommunityc |
| W | thesumofalledgeweights |
| Wc,cij | thesumofweightsofedgesconnectingcommunitiescandcij | | | W | thesumofweightsofedgesinsidecommunityc |
| --- | --- |
| W | thesumofweightsofedgeswithoneendpointincommunityc |
| Wc | theweightofcommunityc,equalto2W+W |
| C | apartitionofthegraph,formedbyasetofdisjointcommunities |
| ∆Qc,cij | themodulairychangecausedbyjoiningcommunitiescandcij |
| we | theweightofedgee |
| x... | 1 |
| Symbol | Meaning |
| --- | --- |
| V | thesetofnodes |
| E | thesetofedges |
| dc | thesumofthedegreesofnodesincommunityc |
| W | thesumofalledgeweights |
| Wc,cij | thesumofweightsofedgesconnectingcommunitiescandcij | | | Ou | thesetofsuccessorsofu |
| --- | --- |
| Iu | thesetofpredecessorsofu |
| θ | boundparameterofBWRalgorithm |
| α | stepswhichinfluencecanpropagate |
| β | performanceboundofBWR | | 0 |
| -classe1800(attendus=169,ramenes=127.00,corrects=9.00)<br>rappel=0.053precision=0.071f-mesure=0.061 |
| --- |
| -classe1810(attendus=169,ramenes=251.00,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=354.00,corrects=36.00)<br>rappel=0.213precision=0.102f-mesure=0.138 |
| --- |
| -classe1840(attendus=169,ramenes=85.00,corrects=10.00)<br>rappel=0.059precision=0.118f-mesure=0.079 |
| -classe1850(attendus=169,ramenes=186.00,corrects=16.00)<br>rappel=0.095precision=0.086f-mesure=0.090 ... | 1 |
| -classe1800(attendus=169,ramenes=127.00,corrects=9.00)<br>rappel=0.053precision=0.071f-mesure=0.061 |
| --- |
| -classe1810(attendus=169,ramenes=251.00,corrects=33.00)<br>rappel=0.195precision=0.131f-mesure=0.157 |
| -classe1820(attendus=169,ramenes=258.00,corrects=29.00)<br>rappel=0.172precision=0.112f-mesure=0.136 ... | | -classe1800(attendus=169,ramenes=127.00,corrects=9.00)<br>rappel=0.053precision=0.071f-mesure=0.061 |
| --- |
| -classe1810(attendus=169,ramenes=251.00,corrects=33.00)<br>rappel=0.195precision=0.131f-mesure=0.157 |
| -classe1820(attendus=169,ramenes=258.00,corrects=29.00)<br>rappel=0.172precision=0.112f-mesure=0.136 ... | 0 |
| -classe1800(attendus=169,ramenes=127.00,corrects=9.00)<br>rappel=0.053precision=0.071f-mesure=0.061 |
| --- |
| -classe1810(attendus=169,ramenes=251.00,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 ... | | -classe1840(attendus=169,ramenes=85.00,corrects=10.00)<br>rappel=0.059precision=0.118f-mesure=0.079 |
| --- |
| -classe1850(attendus=169,ramenes=186.00,corrects=16.00)<br>rappel=0.095precision=0.086f-mesure=0.090 |
| -classe1860(attendus=170,ramenes=148.00,corrects=13.00)<br>rappel=0.076precision=0.088f-mesure=0.082 ... | 1 |
| -classe1800(attendus=169,ramenes=127.00,corrects=9.00)<br>rappel=0.053precision=0.071f-mesure=0.061 |
| --- |
| -classe1810(attendus=169,ramenes=251.00,corrects=33.00)<br>rappel=0.195precision=0.131f-mesure=0.157 |
| -classe1820(attendus=169,ramenes=258.00,corrects=29.00)<br>rappel=0.172precision=0.112f-mesure=0.136 ... | | -classe1850(attendus=169,ramenes=186.00,corrects=16.00)<br>rappel=0.095precision=0.086f-mesure=0.090 |
| --- |
| -classe1860(attendus=170,ramenes=148.00,corrects=13.00)<br>rappel=0.076precision=0.088f-mesure=0.082 |
| -classe1870(attendus=169,ramenes=102.00,corrects=10.00)<br>rappel=0.059precision=0.098f-mesure=0.074... | 0 |
| Algorithm | finalscore↑ | accuracy | Fscore1 |
| --- | --- | --- | --- |
| I2R-CCNU-NTU-2 | .729 | .822 | .641 | | | JHU | .702 | .763 | .632 |
| --- | --- | --- | --- |
| I2R-CCNU-NTU-1 | .699 | .782 | .626 |
| I2R-CCNU-NTU-3 | .694 | .775 | .62 |
| KSDA | .71 | .807 | .619 |
| AlexNet | .515 | .763 | .266 | | 1 |
| Algorithm | finalscore↑ | accuracy | Fscore1 |
| --- | --- | --- | --- |
| I2R-CCNU-NTU-2 | .729 | .822 | .641 | | | Algorithm | finalscore↑ | accuracy | Fscore1 |
| --- | --- | --- | --- |
| I2R-CCNU-NTU-2 | .729 | .822 | .64 |
| JHU | .71 | .771 | .64 |
| I2R-CCNU-NTU-1 | .702 | .784 | .63 |
| I2R-CCNU-NTU-3 | .696 | .776 | .622 | | 0 |
| Algorithm | finalscore↑ | accuracy | Fscore1 |
| --- | --- | --- | --- |
| I2R-CCNU-NTU-2 | .729 | .822 | .641 |
| JHU | .702 | .763 | .632 | | | I2R-CCNU-NTU-1 | .699 | .782 | .626 |
| --- | --- | --- | --- |
| I2R-CCNU-NTU-3 | .694 | .775 | .62 |
| KSDA | .71 | .807 | .619 |
| AlexNet | .515 | .763 | .266 | | 1 |
| Algorithm | finalscore↑ | accuracy | Fscore1 |
| --- | --- | --- | --- |
| I2R-CCNU-NTU-2 | .729 | .822 | .641 |
| JHU | .702 | .763 | .632 | | | I2R-CCNU-NTU-1 | .702 | .784 | .63 |
| --- | --- | --- | --- |
| I2R-CCNU-NTU-3 | .696 | .776 | .622 | | 0 |
| Key<br>Age | Calculated<br>Equilibrium | Sims<br>n=8192 | Sims<br>n=65536 | Sims<br>n=524288 |
| --- | --- | --- | --- | --- |
| 1 | 0.0109890110 | 0.0110295238±0.0013242152 | 0.0109825070±0.0005826258 | 0.0109803031±0.0003835962 | | | 2 | 0.0132380001 | 0.0132215540±0.0014401913 | 0.0132458671±0.0006504940 | 0.0132260213±0.0004546164 |
| --- | --- | --- | --- | --- |
| 3 | 0.0162108987 | 0.0162228928±0.0016968246 | 0.0161892632±0.0007604040 | 0.0161916268±0.0005516735 |
| 4 | 0.0202345136 | 0.0202062958±0.0019607504 | 0.0202353850±0.0009027583 | 0... | 1 |
| Key<br>Age | Calculated<br>Equilibrium | Sims<br>n=8192 | Sims<br>n=65536 | Sims<br>n=524288 |
| --- | --- | --- | --- | --- |
| 1 | 0.0109890110 | 0.0110295238±0.0013242152 | 0.0109825070±0.0005826258 | 0.0109803031±0.0003835962 | | | Key<br>Age | Differential<br>Equations | Sims<br>n=8192 | Sims<br>n=65536 | Sims<br>n=524288 |
| --- | --- | --- | --- | --- |
| 1 | 0.0109912456 | 0.0110180068±0.0013529380 | 0.0110012567±0.0005847770 | 0.0109806228±0.0003822734 |
| 2 | 0.0132627846 | 0.0132962114±0.0014180089 | 0.0132489158±0.0006426987 | 0.01324994... | 0 |
| Key<br>Age | Calculated<br>Equilibrium | Sims<br>n=8192 | Sims<br>n=65536 | Sims<br>n=524288 |
| --- | --- | --- | --- | --- |
| 1 | 0.0109890110 | 0.0110295238±0.0013242152 | 0.0109825070±0.0005826258 | 0.0109803031±0.0003835962 |
| 2 | 0.0132380001 | 0.0132215540±0.0014401913 | 0.0132458671±0.0006504940 | 0.0132260... | | 12 | 0.2098741222 | 0.2093249217±0.0100319761 | 0.2096149248±0.0071636039 | 0.2097165961±0.0067030989 |
| --- | --- | --- | --- | --- |
| 13 | 0.1226847741 | 0.1217393755±0.0111532706 | 0.1223768263±0.0054076900 | 0.1225484444±0.0040878863 |
| 14 | 0.0205100133 | 0.0201279800±0.0038388175 | 0.0202694291±0.0015550304 ... | 1 |
| Key<br>Age | Calculated<br>Equilibrium | Sims<br>n=8192 | Sims<br>n=65536 | Sims<br>n=524288 |
| --- | --- | --- | --- | --- |
| 1 | 0.0109890110 | 0.0110295238±0.0013242152 | 0.0109825070±0.0005826258 | 0.0109803031±0.0003835962 |
| 2 | 0.0132380001 | 0.0132215540±0.0014401913 | 0.0132458671±0.0006504940 | 0.0132260... | | 4 | 0.0215495612 | 0.0216120513±0.0020547157 | 0.0215255058±0.0009606507 | 0.0215314282±0.0007204324 |
| --- | --- | --- | --- | --- |
| 5 | 0.0330311741 | 0.0333027883±0.0029126093 | 0.0329123421±0.0014204389 | 0.0330133628±0.0010944805 |
| 6 | 0.0655968369 | 0.0660263377±0.0054606729 | 0.0653358713±0.0026905826 | 0... | 0 |
| PathPattern | Question-templates |
| --- | --- |
| Universal | “Whatistherofe’sr?”2s1 |
| “Whatisthee’sr’sr?”s12 | |
| “Whatistherofrofe?”21s | |
| “Therofe’sr?”2s1 | |
| “Thee’sr’sr?”s12 | |
| “Therofrofe?”21s | |
| Askaboutaperson | “Whoistherofe’sr?”2s1 |
| “Whatisthenameoftherofe’sr?”2s1 | |
| r=r=Parents/2... | | r=Religion2 | “Whatrdoese’srfollow?”2s1 |
| --- | --- |
| “Whatrise’sr?”2s1 | |
| “Whatrdoese’srhave?”2s1 | |
| “Whatrise’srpractice?”2s1 | |
| r=Gender2 | “Whatrise’sr?”2s1 |
| “Ise’sramanorawoman?”s1 | |
| r=Location2 | “Whereise’srliving?”s1 |
| “Whereise’srstaying?”s1 | |
| “Pleasetellmee’srpresentaddress.”s... | 1 |
| PathPattern | Question-templates |
| --- | --- |
| Universal | “Whatistherofe’sr?”2s1 |
| “Whatisthee’sr’sr?”s12 | |
| “Whatistherofrofe?”21s | |
| “Therofe’sr?”2s1 | |
| “Thee’sr’sr?”s12 | |
| “Therofrofe?”21s | |
| Askaboutaperson | “Whoistherofe’sr?”2s1 |
| “Whatisthenameoftherofe’sr?”2s1 | |
| r=r=Parents/2... | | # | Question |
| --- | --- |
| Q1 | Whichartworksdoyouprefer? |
| Q2 | Whatisyourpreferenceontheartworks? |
| Q3 | Whatdidyoubecomeawareofonyourpreference? |
| Q4 | Whatdidyoubecomeawareofonyourpreference? |
| Q5 | WerethepreferencediagramsusedinthepartIdiscussionuseful? |
| Q6 | Werethepreferencediagramsusedinthepar... | 0 |
| PathPattern | Question-templates |
| --- | --- |
| Universal | “Whatistherofe’sr?”2s1 |
| “Whatisthee’sr’sr?”s12 | |
| “Whatistherofrofe?”21s | |
| “Therofe’sr?”2s1 | |
| “Thee’sr’sr?”s12 | |
| “Therofrofe?”21s | |
| Askaboutaperson | “Whoistherofe’sr?”2s1 |
| “Whatisthenameoftherofe’sr?”2s1 | |
| r=r=Parents/2... | | “Whatisthenameofthegrand-rofe?”1s | |
| --- | --- |
| r=Ethnicity2 | “Whatrise’sr”2s1 |
| “Whatise’sr’srlike?”s12 | |
| “Whatise’sr’srabout?”s12 | |
| r=Institution2 | “Wheredoese’srwork?”s1 |
| “Wheredoese’srworkfor?”s1 | |
| “Whichrdoese’srworkfor?”2s1 | |
| r=Nationality2 | “Whichnationalityise’sr?”s1 |
| “Wh... | 1 |
| PathPattern | Question-templates |
| --- | --- |
| Universal | “Whatistherofe’sr?”2s1 |
| “Whatisthee’sr’sr?”s12 | |
| “Whatistherofrofe?”21s | |
| “Therofe’sr?”2s1 | |
| “Thee’sr’sr?”s12 | |
| “Therofrofe?”21s | |
| Askaboutaperson | “Whoistherofe’sr?”2s1 |
| “Whatisthenameoftherofe’sr?”2s1 | |
| r=r=Parents/2... | | Q4 | Whatdidyoubecomeawareofonyourpreference? |
| --- | --- |
| Q5 | WerethepreferencediagramsusedinthepartIdiscussionuseful? |
| Q6 | WerethepreferencediagramsusedinthepartIIdiscussionuseful? |
| Q7 | Didtheindividualtopicappearinginthediscussionshelpyouverify<br>theunderstandingofyourpreference? |
| Q8 | Didtheindi... | 0 |
| | |
| --- | --- |
| | | | | d1<br>d2<br>d3 | 0,27×104480,25×10<br>291761203628673<br>666<br>0,50×100,45×100,30×10 | 2,58×10752,58×10<br>66<br>4,12×103474,11×10<br>666<br>24,45×1019,62×103,46×10 |
| --- | --- | --- |
| total | 0,80×100,46×100,58×10 | 31,15×1019,62×1010,16×10 |
| DBLP | Netflix | |
| | | |
| d1<br>d2<br>d3 | 0,79×102370,55×10<... | 1 |
| | |
| --- | --- |
| | | | | - | - |
| --- | --- |
| 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| - | - | | 0 |
| | | |
| --- | --- | --- |
| | | |
| d1<br>d2<br>d3 | 0,27×104480,25×10<br>291761203628673<br>666<br>0,50×100,45×100,30×10 | 2,58×10752,58×10<br>66<br>4,12×103474,11×10<br>666<br>24,45×1019,62×103,46×10 | | | total | 0,80×100,46×100,58×10 | 31,15×1019,62×1010,16×10 |
| --- | --- | --- |
| DBLP | Netflix | |
| | | |
| d1<br>d2<br>d3 | 0,79×102370,55×10<br>66<br>2,62×10424070,97×10<br>666<br>3,27×101,61×101,61×10 | 15,54×1025612,47×10<br>966<br>0,19×100,14×1020,30×10<br>966<br>0,20×1044,52×100,92×10 |
| total | 6,68×101,... | 1 |
| | | |
| --- | --- | --- |
| | | |
| d1<br>d2<br>d3 | 0,27×104480,25×10<br>291761203628673<br>666<br>0,50×100,45×100,30×10 | 2,58×10752,58×10<br>66<br>4,12×103474,11×10<br>666<br>24,45×1019,62×103,46×10 | | | 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| --- | --- |
| 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| 3x3<br>3x3<br>2x2<br>3x3 | 1<br>1<br>2<br>1 |
| - | - | | 0 |
| TaxiBJ |
| --- |
| 57.69<br>22.78<br>26.88<br>22.88<br>19.57<br>18.18 |
| 23.42<br>23.80<br>32.21<br>38.66<br>46.41<br>39.10 |
| 22.90<br>20.62<br>23.93<br>21.97<br>23.02<br>31.13 | | | 22.63<br>20.85<br>20.46<br>20.24<br>21.37<br>31.34 |
| --- |
| 16.89(12residualunits)<br>17.00(12residualunits) | | 1 |
| TaxiBJ |
| --- |
| 57.69<br>22.78<br>26.88<br>22.88<br>19.57<br>18.18 |
| 23.42<br>23.80<br>32.21<br>38.66<br>46.41<br>39.10 |
| 22.90<br>20.62<br>23.93<br>21.97<br>23.02<br>31.13 | | | 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 |
| TaxiBJ |
| --- |
| 57.69<br>22.78<br>26.88<br>22.88<br>19.57<br>18.18 | | | 23.42<br>23.80<br>32.21<br>38.66<br>46.41<br>39.10 |
| --- |
| 22.90<br>20.62<br>23.93<br>21.97<br>23.02<br>31.13 |
| 22.63<br>20.85<br>20.46<br>20.24<br>21.37<br>31.34 |
| 16.89(12residualunits)<br>17.00(12residualunits) | | 1 |
| TaxiBJ |
| --- |
| 57.69<br>22.78<br>26.88<br>22.88<br>19.57<br>18.18 | | | 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<br>67.7758.7661.0054.07<br>66.9258.096... | 0 |
| V3 | V2 | V1 |
| --- | --- | --- |
| 54.5 | - | - |
| 76.0 | - | - |
| 74.2 | - | - |
| 78.5 | 83.5 | 79.3 |
| 92.6 | - | - |
| 87.5 | 84.1 | 70.9 | | | 90.7 | 87.5 | 74.0 |
| --- | --- | --- |
| 93.3 | 85.9 | 77.9 |
| 93.8 | 86.3 | 79.7 |
| 95.3 | 88.7 | 80.2 | | 1 |
| V3 | V2 | V1 |
| --- | --- | --- |
| 54.5 | - | - |
| 76.0 | - | - |
| 74.2 | - | - |
| 78.5 | 83.5 | 79.3 |
| 92.6 | - | - |
| 87.5 | 84.1 | 70.9 | | | YTO | | | | |
| --- | --- | --- | --- | --- |
| Y | A→Y | V→Y | V | A→V |
| 40.6 | 40.8 | 45.8 | 57.5 | 58.1 |
| 39.8 | 40.3 | 38.8 | 29.8 | 30.5 |
| 33.3 | 33.4 | 38.8 | 28.0 | 27.9 |
| 34.1 | 33.9 | 33.6 | 39.1 | 39.1 |
| 35.3 | 35.3 | 38.8 | 59.0 | 59.3 |
| 18.9 | 19.0 | 27.7 | 36.7 | 36.9 |
| 27.0 | 27.1 | 26... | 0 |
| V3 | V2 | V1 |
| --- | --- | --- |
| 54.5 | - | - |
| 76.0 | - | - |
| 74.2 | - | - |
| 78.5 | 83.5 | 79.3 |
| 92.6 | - | - |
| 87.5 | 84.1 | 70.9 | | | 90.7 | 87.5 | 74.0 |
| --- | --- | --- |
| 93.3 | 85.9 | 77.9 |
| 93.8 | 86.3 | 79.7 |
| 95.3 | 88.7 | 80.2 | | 1 |
| V3 | V2 | V1 |
| --- | --- | --- |
| 54.5 | - | - |
| 76.0 | - | - |
| 74.2 | - | - |
| 78.5 | 83.5 | 79.3 |
| 92.6 | - | - |
| 87.5 | 84.1 | 70.9 | | | 18.9 | 19.0 | 27.7 | 36.7 | 36.9 |
| --- | --- | --- | --- | --- |
| 27.0 | 27.1 | 26.7 | 46.5 | 47.4 |
| 21.9 | 22.1 | 26.1 | 53.2 | 53.5 |
| 17.6 | 17.9 | 17.5 | 55.6 | 55.2 |
| 32.6 | 32.6 | 36.2 | 54.7 | 54.5 |
| 30.1 | 30.2 | 33.0 | 46.0 | 46.2 | | 0 |
| Method | Direction | Discuss | Eat | Greet | Phone | Pose | Purchase | Sit |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Zhou<br>Tekin | 87.36<br>102.41 | 109.31<br>147.72 | 87.05<br>88.83 | 103.16<br>125.38 | 116.18<br>118.02 | 106.88<br>112.38 | 99.78<br>129.17 | 124.52<br>138.89 | | | Ours | 89.87 | 97.57 | 89.98 | 107.87 | 107.31 | 93.56 | 136.09 | 133.14 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Method | Smoke | Photo | Wait | Walk | WalkDog | WalkPair | Avg. | Median |
| Zhou<br>Tekin | 107.42<br>118.42 | 139.46<br>182.73 | 118.09<br>138.75 | 79.39<br>55.07 | 114.23<br>126.29 ... | 1 |
| Method | Direction | Discuss | Eat | Greet | Phone | Pose | Purchase | Sit |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Zhou<br>Tekin | 87.36<br>102.41 | 109.31<br>147.72 | 87.05<br>88.83 | 103.16<br>125.38 | 116.18<br>118.02 | 106.88<br>112.38 | 99.78<br>129.17 | 124.52<br>138.89 | | | Method | Direction | Discuss | Eat | Greet | Phone | Pose | Purchase | Sit |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Yasin | 60.0 | 54.7 | 71.6 | 67.5 | 63.8 | 61.9 | 55.7 | 73.9 |
| X\|gt(Ours) | 53.27 | 46.75 | 58.63 | 61.21 | 55.98 | 58.13 | 48.85 | 55.60 |
| Method | Smoke | Photo | Wait | Walk ... | 0 |
| Method | Direction | Discuss | Eat | Greet | Phone | Pose | Purchase | Sit |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Zhou<br>Tekin | 87.36<br>102.41 | 109.31<br>147.72 | 87.05<br>88.83 | 103.16<br>125.38 | 116.18<br>118.02 | 106.88<br>112.38 | 99.78<br>129.17 | 124.52<br>138.89 |
| Ours | 89.87 | 97... | | Zhou<br>Tekin | 107.42<br>118.42 | 139.46<br>182.73 | 118.09<br>138.75 | 79.39<br>55.07 | 114.23<br>126.29 | 97.70<br>65.76 | 113.01<br>124.97 | -<br>- |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Ours | 106.65 | 139.17 | 106.21 | 87.03 | 114.05 | 90.55 | 114.18 | 93.05 | | 1 |
| Method | Direction | Discuss | Eat | Greet | Phone | Pose | Purchase | Sit |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Zhou<br>Tekin | 87.36<br>102.41 | 109.31<br>147.72 | 87.05<br>88.83 | 103.16<br>125.38 | 116.18<br>118.02 | 106.88<br>112.38 | 99.78<br>129.17 | 124.52<br>138.89 |
| Ours | 89.87 | 97... | | Yasin | 78.9 | 96.9 | 67.9 | 47.5 | 89.3 | 53.4 | 70.5 | - |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Ours | 60.25 | 76.05 | 62.19 | 35.76 | 61.93 | 51.08 | 57.50 | 51.93 | | 0 |
| Inputsourceneuron | Comparison | P-value |
| --- | --- | --- |
| IRsensor | HPvs.PEO-PANI | 0.033 |
| | HPvs.LINEAR | 0.074 |
| | PEOvs.LINEAR | 0.933 | | | Lightsensor | HPvs.PEO-PANI | 1 |
| --- | --- | --- |
| | HPvs.LINEAR | 0.379 |
| | PEOvs.LINEAR | 0.410 | | 1 |
| Inputsourceneuron | Comparison | P-value |
| --- | --- | --- |
| IRsensor | HPvs.PEO-PANI | 0.033 |
| | HPvs.LINEAR | 0.074 |
| | PEOvs.LINEAR | 0.933 | | | Memristorposition | Comparison | P-value |
| --- | --- | --- |
| Input-hidden | HPvs.PEO-PANI | 0.710 |
| | HPvs.LINEAR | 0.543 |
| | PEOvs.LINEAR | 0.339 |
| Hidden-hidden | HPvs.PEO-PANI | 0.482 |
| | HPvs.LINEAR | 0.045 |
| | PEOvs.LINEAR | 0.012 |
| Hidden-Output | HPvs.PEO-PANI | 0.04 |
| | HPvs.LINEAR | 0.... | 0 |
| Inputsourceneuron | Comparison | P-value |
| --- | --- | --- |
| IRsensor | HPvs.PEO-PANI | 0.033 |
| | HPvs.LINEAR | 0.074 | | | | PEOvs.LINEAR | 0.933 |
| --- | --- | --- |
| Lightsensor | HPvs.PEO-PANI | 1 |
| | HPvs.LINEAR | 0.379 |
| | PEOvs.LINEAR | 0.410 | | 1 |
| Inputsourceneuron | Comparison | P-value |
| --- | --- | --- |
| IRsensor | HPvs.PEO-PANI | 0.033 |
| | HPvs.LINEAR | 0.074 | | | | HPvs.LINEAR | 0.045 |
| --- | --- | --- |
| | PEOvs.LINEAR | 0.012 |
| Hidden-Output | HPvs.PEO-PANI | 0.04 |
| | HPvs.LINEAR | 0.079 |
| | PEOvs.LINEAR | 0.839 | | 0 |
| VarietyX | dim | lineality | f-vector | multiplicities |
| --- | --- | --- | --- | --- |
| FinExample?? | 7 | 4 | (9,18,15) | 115 |
| EinExample?? | 5 | 0 | (591,4506,12588,15102,6498) | 2,4642672 | | | GinExample?? | 6 | 1 | (32,213,603,780,390) | 1,233654 |
| --- | --- | --- | --- | --- |
| GinExample?? | 6 | 1 | (100,746,2158,2800,1380) | 1,2,48005728 | | 1 |
| VarietyX | dim | lineality | f-vector | multiplicities |
| --- | --- | --- | --- | --- |
| FinExample?? | 7 | 4 | (9,18,15) | 115 |
| EinExample?? | 5 | 0 | (591,4506,12588,15102,6498) | 2,4642672 | | | σ=20 | σ=30 | σ=40 | σ=50 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| face | text | face | text | face | text | face | text | |
| BM3D | 31.88 | 28.13 | 29.64 | 24.95 | 27.57 | 22.55 | 26.98 | 20.91 |
| EPLL(generic) | 31.66 | 28.15 | 29.43 | 25.21 | 27.74 | 23.15 | 26.58 | 21.72 |
| C... | 0 |
| VarietyX | dim | lineality | f-vector | multiplicities |
| --- | --- | --- | --- | --- |
| FinExample?? | 7 | 4 | (9,18,15) | 115 |
| EinExample?? | 5 | 0 | (591,4506,12588,15102,6498) | 2,4642672 | | | GinExample?? | 6 | 1 | (32,213,603,780,390) | 1,233654 |
| --- | --- | --- | --- | --- |
| GinExample?? | 6 | 1 | (100,746,2158,2800,1380) | 1,2,48005728 | | 1 |
| VarietyX | dim | lineality | f-vector | multiplicities |
| --- | --- | --- | --- | --- |
| FinExample?? | 7 | 4 | (9,18,15) | 115 |
| EinExample?? | 5 | 0 | (591,4506,12588,15102,6498) | 2,4642672 | | | BM3D | 31.88 | 28.13 | 29.64 | 24.95 | 27.57 | 22.55 | 26.98 | 20.91 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| EPLL(generic) | 31.66 | 28.15 | 29.43 | 25.21 | 27.74 | 23.15 | 26.58 | 21.72 |
| ClassadaptedEPLL | 32.34 | 29.23 | 30.16 | 26.39 | 28.49 | 24.40 | 27.28 | 23.01 |
| ExternalNon-localmeans... | 0 |
| 0.514820.507300.66667 |
| --- |
| 0.393340.633500.72000 |
| 0.322950.787800.82136 |
| 0.294710.900400.90263 |
| 0.280330.945300.95115 |
| 0.277990.976800.97605 |
| 0.266880.988600.98821 |
| 0.271640.995600.99415 |
| 0.264130.997100.99708 |
| 0.261700.998200.99854 |
| 0.268290.999400.99927 |
| 0.274070.999700.99964 |
... | | 0.270301.000001.00000 |
| --- |
| 0.266371.000001.00000 |
| 0.267241.000001.00000 |
| 0.269501.000001.00000 |
| 0.273831.000001.00000 |
| 0.277571.000001.00000 |
| 0.280121.000001.00000 |
| 0.274241.000001.00000 |
| ??≈1 | | 1 |
| 0.514820.507300.66667 |
| --- |
| 0.393340.633500.72000 |
| 0.322950.787800.82136 |
| 0.294710.900400.90263 |
| 0.280330.945300.95115 |
| 0.277990.976800.97605 |
| 0.266880.988600.98821 |
| 0.271640.995600.99415 |
| 0.264130.997100.99708 |
| 0.261700.998200.99854 |
| 0.268290.999400.99927 |
| 0.274070.999700.99964 |
... | | 200 | 400 | 600 | 800 |
| --- | --- | --- | --- |
| 0.965 | 0.967 | 0.967 | 0.967 |
| 0.968 | 0.970 | 0.970 | 0.968 |
| 0.968 | 0.968 | 0.967 | 0.968 |
| 0.969 | 0.972 | 0.970 | 0.969 |
| 0.831 | 0.842 | 0.845 | 0.846 |
| 0.846 | 0.851 | 0.852 | 0.853 |
| 0.842 | 0.849 | 0.854 | 0.849 |
| 0.876 | 0.874 | 0.866 | 0.86... | 0 |
| 0.514820.507300.66667 |
| --- |
| 0.393340.633500.72000 |
| 0.322950.787800.82136 |
| 0.294710.900400.90263 |
| 0.280330.945300.95115 |
| 0.277990.976800.97605 |
| 0.266880.988600.98821 |
| 0.271640.995600.99415 |
| 0.264130.997100.99708 |
| 0.261700.998200.99854 |
| 0.268290.999400.99927 |
| 0.274070.999700.99964 |
... | | 0.280121.000001.00000 |
| --- |
| 0.274241.000001.00000 |
| ??≈1 | | 1 |
| 0.514820.507300.66667 |
| --- |
| 0.393340.633500.72000 |
| 0.322950.787800.82136 |
| 0.294710.900400.90263 |
| 0.280330.945300.95115 |
| 0.277990.976800.97605 |
| 0.266880.988600.98821 |
| 0.271640.995600.99415 |
| 0.264130.997100.99708 |
| 0.261700.998200.99854 |
| 0.268290.999400.99927 |
| 0.274070.999700.99964 |
... | | 0.968 | 0.970 | 0.970 | 0.968 |
| --- | --- | --- | --- |
| 0.968 | 0.968 | 0.967 | 0.968 |
| 0.969 | 0.972 | 0.970 | 0.969 |
| 0.831 | 0.842 | 0.845 | 0.846 |
| 0.846 | 0.851 | 0.852 | 0.853 |
| 0.842 | 0.849 | 0.854 | 0.849 |
| 0.876 | 0.874 | 0.866 | 0.868 |
| 0.658 | 0.650 | 0.654 | 0.655 |
| 0.712 | 0.705 | 0.70... | 0 |
| CCR | RLR |
| --- | --- |
| 1e-6 | ≈1e6 |
| 1e-3 | 1001 |
| 0.01 | 101 | | | 0.1 | 11 |
| --- | --- |
| 1 | 2 |
| 1e3 | 1.001 |
| 1e6 | 1.000001 | | 1 |
| CCR | RLR |
| --- | --- |
| 1e-6 | ≈1e6 |
| 1e-3 | 1001 |
| 0.01 | 101 | | | 1E | 2E | 4E |
| --- | --- | --- |
| 1 | 2 | 4 |
| 50 | 25 | 12.5 |
| 24 | 12 | 6 |
| 1 | 1 | 1 |
| 5 | 5 | 5 | | 0 |
| CCR | RLR |
| --- | --- |
| 1e-6 | ≈1e6 |
| 1e-3 | 1001 | | | 0.01 | 101 |
| --- | --- |
| 0.1 | 11 |
| 1 | 2 |
| 1e3 | 1.001 |
| 1e6 | 1.000001 | | 1 |
| CCR | RLR |
| --- | --- |
| 1e-6 | ≈1e6 |
| 1e-3 | 1001 | | | 1 | 1 | 1 |
| --- | --- | --- |
| 5 | 5 | 5 | | 0 |
| 2.36 | 2.10 |
| --- | --- |
| 3.02 | 2.93 |
| 3.17 | 2.69 | | | 3.90 | 3.62 |
| --- | --- |
| 3.86 | 3.81 |
| 1.67 | 1.67 | | 1 |
| 2.36 | 2.10 |
| --- | --- |
| 3.02 | 2.93 |
| 3.17 | 2.69 | | | 1 | 5 |
| --- | --- |
| 4.19 | 3.85 |
| 7.18 | 5.69 |
| 2.91 | 2.72 |
| 2.41 | 2.23 |
| 0.67 | 0.38 | | 0 |
| 2.36 | 2.10 |
| --- | --- |
| 3.02 | 2.93 | | | 3.17 | 2.69 |
| --- | --- |
| 3.90 | 3.62 |
| 3.86 | 3.81 |
| 1.67 | 1.67 | | 1 |
| 2.36 | 2.10 |
| --- | --- |
| 3.02 | 2.93 | | | 2.91 | 2.72 |
| --- | --- |
| 2.41 | 2.23 |
| 0.67 | 0.38 | | 0 |
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