premise string | hypothesis string | label int64 |
|---|---|---|
| | P(a,a,b) | P(a,b,a) | P(a,b,b) | P(a,b,c) | P(a,c,a) | P(a,c,b) | P(b,a,b) | P(b,b,a) | P(b,c,a) | P(b,c,b) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| 2 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | | | 3 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 4 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 |
| 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | | 1 |
| | P(a,a,b) | P(a,b,a) | P(a,b,b) | P(a,b,c) | P(a,c,a) | P(a,c,b) | P(b,a,b) | P(b,b,a) | P(b,c,a) | P(b,c,b) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| 2 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | | | | P(a,a) | P(a,b) | P(a,c) | P(b,a) | P(b,b) | P(b,c) | P(c,a) | P(c,b) | P(x,x) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| 2 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 |
| 3 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 |
| 4 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 |
| 5 ... | 0 |
| | P(a,a,b) | P(a,b,a) | P(a,b,b) | P(a,b,c) | P(a,c,a) | P(a,c,b) | P(b,a,b) | P(b,b,a) | P(b,c,a) | P(b,c,b) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| 2 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 |
| 3 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | | | 4 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | | 1 |
| | P(a,a,b) | P(a,b,a) | P(a,b,b) | P(a,b,c) | P(a,c,a) | P(a,c,b) | P(b,a,b) | P(b,b,a) | P(b,c,a) | P(b,c,b) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| 2 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 |
| 3 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | | | 4 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 5 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | | 0 |
| LCSeg | | | | | |
| --- | --- | --- | --- | --- | --- |
| Sampling | Pre | Rec | F | Pre | Rec | | | Weight<br>Resampling<br>SMOTE | 0.792<br>0.796<br>0.831 | 0.787<br>0.790<br>0.804 | 0.786<br>0.789<br>0.811 | 0.788<br>0.791<br>0.830 | 0.784<br>0.787<br>0.807 |
| --- | --- | --- | --- | --- | --- |
| Weight<br>Resampling<br>SMOTE | 0.726<br>0.892<br>0.817 | 0.722<br>0.889<br>0.821 | 0.721<br>0.888<br>0.819 | 0.730<... | 1 |
| LCSeg | | | | | |
| --- | --- | --- | --- | --- | --- |
| Sampling | Pre | Rec | F | Pre | Rec | | | LCSeg | | | |
| --- | --- | --- | --- |
| Sampling | R-1 | R-2 | R-1 |
| Weight<br>Resampling<br>SMOTE | 0.660<br>0.666<br>0.673 | 0.141<br>0.142<br>0.145 | 0.663<br>0.674<br>0.675 |
| Weight<br>Resampling<br>SMOTE | 0.679<br>0.705<br>0.694 | 0.147<br>0.158<br>0.152 | 0.702<br>0.703<br>0.695 |
| Weight<br>Resampli... | 0 |
| LCSeg | | | | | |
| --- | --- | --- | --- | --- | --- |
| Sampling | Pre | Rec | F | Pre | Rec | | | Weight<br>Resampling<br>SMOTE | 0.792<br>0.796<br>0.831 | 0.787<br>0.790<br>0.804 | 0.786<br>0.789<br>0.811 | 0.788<br>0.791<br>0.830 | 0.784<br>0.787<br>0.807 |
| --- | --- | --- | --- | --- | --- |
| Weight<br>Resampling<br>SMOTE | 0.726<br>0.892<br>0.817 | 0.722<br>0.889<br>0.821 | 0.721<br>0.888<br>0.819 | 0.730<... | 1 |
| LCSeg | | | | | |
| --- | --- | --- | --- | --- | --- |
| Sampling | Pre | Rec | F | Pre | Rec | | | Weight<br>Resampling<br>SMOTE | 0.679<br>0.705<br>0.694 | 0.147<br>0.158<br>0.152 | 0.702<br>0.703<br>0.695 |
| --- | --- | --- | --- |
| Weight<br>Resampling<br>SMOTE | 0.490<br>0.563<br>0.525 | 0.114<br>0.143<br>0.123 | 0.473<br>0.556<br>0.567 | | 0 |
| a,b | costparameters |
| --- | --- |
| ω | angularfrequency |
| θ | phaseangle |
| P | mechanicalpower |
| P | lowerlimitofmechanicalpower |
| P | upperlimitofmechanicalpower |
| L | powerload |
| Pij | capacityoflineconnectingbusesiandj | | | D | load-dampingconstant |
| --- | --- |
| tij | tie-linestiffnesscoefficient | | 1 |
| a,b | costparameters |
| --- | --- |
| ω | angularfrequency |
| θ | phaseangle |
| P | mechanicalpower |
| P | lowerlimitofmechanicalpower |
| P | upperlimitofmechanicalpower |
| L | powerload |
| Pij | capacityoflineconnectingbusesiandj | | | c | disutilitycostparameters |
| --- | --- |
| R | reducedload |
| S | maximumavailablepowersupply |
| L | powerload |
| f | maximumlinecapacity |
| Hs | generationshiftfactormatrix |
| Hl | loadshiftfactormatrix | | 0 |
| a,b | costparameters |
| --- | --- |
| ω | angularfrequency |
| θ | phaseangle |
| P | mechanicalpower |
| P | lowerlimitofmechanicalpower |
| P | upperlimitofmechanicalpower |
| L | powerload | | | Pij | capacityoflineconnectingbusesiandj |
| --- | --- |
| D | load-dampingconstant |
| tij | tie-linestiffnesscoefficient | | 1 |
| a,b | costparameters |
| --- | --- |
| ω | angularfrequency |
| θ | phaseangle |
| P | mechanicalpower |
| P | lowerlimitofmechanicalpower |
| P | upperlimitofmechanicalpower |
| L | powerload | | | S | maximumavailablepowersupply |
| --- | --- |
| L | powerload |
| f | maximumlinecapacity |
| Hs | generationshiftfactormatrix |
| Hl | loadshiftfactormatrix | | 0 |
| Expected | January | February | March |
| --- | --- | --- | --- |
| 180000 | 5000 | 25000 | 15000 |
| 450000 | 15000 | 20000 | 30000 |
| 45000 | 20000 | 30000 | 80000 | | | 150000 | 25000 | 10000 | 5000 |
| --- | --- | --- | --- |
| 35000 | 35000 | 5000 | 10000 |
| 50000 | 80000 | 40000 | 60000 |
| 200000 | 100000 | 50000 | 70000 |
| 70000 | 150000 | 200000 | 100000 | | 1 |
| Expected | January | February | March |
| --- | --- | --- | --- |
| 180000 | 5000 | 25000 | 15000 |
| 450000 | 15000 | 20000 | 30000 |
| 45000 | 20000 | 30000 | 80000 | | | Expected | January | February | March |
| --- | --- | --- | --- |
| 180000 | 5000 | 25000 | 15000 |
| 150000 | 25000 | 10000 | 5000 |
| 450000 | 15000 | 20000 | 30000 |
| 35000 | 35000 | 5000 | 10000 |
| 45000 | 20000 | 30000 | 80000 |
| 200000 | 100000 | 50000 | 70000 |
| 50000 | 80000 | 40000 | 60000 |
| 70000 | 15... | 0 |
| Expected | January | February | March |
| --- | --- | --- | --- |
| 180000 | 5000 | 25000 | 15000 |
| 450000 | 15000 | 20000 | 30000 |
| 45000 | 20000 | 30000 | 80000 |
| 150000 | 25000 | 10000 | 5000 |
| 35000 | 35000 | 5000 | 10000 | | | 50000 | 80000 | 40000 | 60000 |
| --- | --- | --- | --- |
| 200000 | 100000 | 50000 | 70000 |
| 70000 | 150000 | 200000 | 100000 | | 1 |
| Expected | January | February | March |
| --- | --- | --- | --- |
| 180000 | 5000 | 25000 | 15000 |
| 450000 | 15000 | 20000 | 30000 |
| 45000 | 20000 | 30000 | 80000 |
| 150000 | 25000 | 10000 | 5000 |
| 35000 | 35000 | 5000 | 10000 | | | 50000 | 80000 | 40000 | 60000 |
| --- | --- | --- | --- |
| 70000 | 150000 | 200000 | 100000 | | 0 |
| Bound | Problem(inaring) |
| --- | --- |
| α+1 | LeaderElection | | | 2α−2 | KnowledgeSharing |
| --- | --- |
| ∞ | Coloring,2-KnowledgeSharing |
| unbounded | Partition,Orientation | | 1 |
| Bound | Problem(inaring) |
| --- | --- |
| α+1 | LeaderElection | | | State | Runtime | Proof |
| --- | --- | --- |
| Neighborhoodlearning | (2∆+1)κ)s | Lemma?? |
| Waitstate | (cid:96)·Coloring | Lemma?? |
| CC:Compete0 | 3κ+∆κsl | Lemma?? |
| CC:Competei | (38Γ+3)κs | Lemma?? |
| CC:Max.Compete’si | (38Γ+120Γ)κs | Lemma?? |
| CC:Request | (38+4)κ+∆κsl | Lemma?? |
| CC:Announce | ≤2κs... | 0 |
| Bound | Problem(inaring) |
| --- | --- |
| α+1 | LeaderElection |
| 2α−2 | KnowledgeSharing | | | ∞ | Coloring,2-KnowledgeSharing |
| --- | --- |
| unbounded | Partition,Orientation | | 1 |
| Bound | Problem(inaring) |
| --- | --- |
| α+1 | LeaderElection |
| 2α−2 | KnowledgeSharing | | | CC:Request | (38+4)κ+∆κsl | Lemma?? |
| --- | --- | --- |
| CC:Announce | ≤2κs | - | | 0 |
| Observations | ITTI | GBVS | PFT | PQFT | ENT-CON | ENT-KLD |
| --- | --- | --- | --- | --- | --- | --- |
| sample00 | -0.01620 | 0.15105 | -0.01912 | -0.02068 | 0.09810 | 0.16031 |
| sample01 | -0.02883 | 0.10282 | -0.05274 | -0.05878 | -0.00154 | -0.01592 |
| sample02 | -0.00547 | 0.13573 | -0.03199 | -0.03077 | 0.... | | sample15 | 0.01803 | 0.17338 | -0.00786 | 0.00165 | 0.24206 | 0.26677 |
| --- | --- | --- | --- | --- | --- | --- |
| sample16 | -0.01952 | 0.05000 | -0.08519 | -0.07502 | -0.08264 | -0.06527 |
| sample17 | -0.01150 | 0.27638 | 0.03338 | 0.09682 | 0.25085 | 0.28031 |
| sample18 | -0.02229 | 0.16684 | -0.02129 | 0.008... | 1 |
| Observations | ITTI | GBVS | PFT | PQFT | ENT-CON | ENT-KLD |
| --- | --- | --- | --- | --- | --- | --- |
| sample00 | -0.01620 | 0.15105 | -0.01912 | -0.02068 | 0.09810 | 0.16031 |
| sample01 | -0.02883 | 0.10282 | -0.05274 | -0.05878 | -0.00154 | -0.01592 |
| sample02 | -0.00547 | 0.13573 | -0.03199 | -0.03077 | 0.... | | Observations | ITTI | GBVS | PFT | PQFT | ENT-CON | ENT-KLD |
| --- | --- | --- | --- | --- | --- | --- |
| sample00 | 0.026 | 0.39 | 0.145 | 0.146 | 0.398 | 0.596 |
| sample01 | 0.018 | 0.339 | 0.131 | 0.136 | 0.318 | 0.444 |
| sample02 | 0.033 | 0.359 | 0.156 | 0.156 | 0.489 | 0.671 |
| sample03 | 0.028 | 0.406 | 0... | 0 |
| Observations | ITTI | GBVS | PFT | PQFT | ENT-CON | ENT-KLD |
| --- | --- | --- | --- | --- | --- | --- |
| sample00 | -0.01620 | 0.15105 | -0.01912 | -0.02068 | 0.09810 | 0.16031 |
| sample01 | -0.02883 | 0.10282 | -0.05274 | -0.05878 | -0.00154 | -0.01592 |
| sample02 | -0.00547 | 0.13573 | -0.03199 | -0.03077 | 0.... | | sample13 | -0.02912 | 0.16786 | -0.02083 | -0.02337 | 0.04448 | 0.02625 |
| --- | --- | --- | --- | --- | --- | --- |
| sample14 | -0.02420 | 0.15050 | 0.01061 | -0.02473 | 0.22266 | 0.22460 |
| sample15 | 0.01803 | 0.17338 | -0.00786 | 0.00165 | 0.24206 | 0.26677 |
| sample16 | -0.01952 | 0.05000 | -0.08519 | -0.075... | 1 |
| Observations | ITTI | GBVS | PFT | PQFT | ENT-CON | ENT-KLD |
| --- | --- | --- | --- | --- | --- | --- |
| sample00 | -0.01620 | 0.15105 | -0.01912 | -0.02068 | 0.09810 | 0.16031 |
| sample01 | -0.02883 | 0.10282 | -0.05274 | -0.05878 | -0.00154 | -0.01592 |
| sample02 | -0.00547 | 0.13573 | -0.03199 | -0.03077 | 0.... | | sample19 | 0.065 | 0.286 | 0.06 | 0.103 | 0.159 | 0.24 |
| --- | --- | --- | --- | --- | --- | --- |
| sample20 | 0.123 | 0.423 | 0.123 | 0.175 | 0.363 | 0.582 |
| sample21 | 0.16 | 0.374 | 0.118 | 0.151 | 0.36 | 0.61 |
| sample22 | 0.059 | 0.341 | 0.099 | 0.157 | 0.282 | 0.456 |
| sample23 | 0.077 | 0.354 | 0.135 | ... | 0 |
| σ | ReLD | PCP-LD | NCRPCA-LD |
| --- | --- | --- | --- |
| 25 | 35.13,29.79(2.83×10) | 34.52,29.03(6.31×10) | 30.69,28.50(2.88×10) |
| 30 | 34.14,29.61(2.34×10) | 33.45,28.59(5.50×10) | 29.22,27.62(2.38×10) | | | 50 | 31.10,28.72(2.31×10) | 30.31,26.75(4.89×10) | 25.18,24.58(2.45×10) |
| --- | --- | --- | --- |
| 70 | 27.71,27.66(2.38×10) | 27.08,25.00(4.82×10) | 22.23,22.09(2.48×10) | | 1 |
| σ | ReLD | PCP-LD | NCRPCA-LD |
| --- | --- | --- | --- |
| 25 | 35.13,29.79(2.83×10) | 34.52,29.03(6.31×10) | 30.69,28.50(2.88×10) |
| 30 | 34.14,29.61(2.34×10) | 33.45,28.59(5.50×10) | 29.22,27.62(2.38×10) | | | σ | ReLD | PCP-LD | NCRPCA-LD | GRASTA-LD |
| --- | --- | --- | --- | --- |
| 25 | 33.84,29.98(335.97) | 33.38,29.17(413.45) | 28.99,27.54(507.03) | 29.37,16.12(435.54) |
| 30 | 33.01,29.79(338.51) | 32.49,28.72(406.45) | 27.63,27.63(510.39) | 28.16,12.53(405.53) |
| 50 | 30.48,28.86(333.26) | 29.79,26.83(399.09) | 2... | 0 |
| σ | ReLD | PCP-LD | NCRPCA-LD |
| --- | --- | --- | --- |
| 25 | 35.13,29.79(2.83×10) | 34.52,29.03(6.31×10) | 30.69,28.50(2.88×10) | | | 30 | 34.14,29.61(2.34×10) | 33.45,28.59(5.50×10) | 29.22,27.62(2.38×10) |
| --- | --- | --- | --- |
| 50 | 31.10,28.72(2.31×10) | 30.31,26.75(4.89×10) | 25.18,24.58(2.45×10) |
| 70 | 27.71,27.66(2.38×10) | 27.08,25.00(4.82×10) | 22.23,22.09(2.48×10) | | 1 |
| σ | ReLD | PCP-LD | NCRPCA-LD |
| --- | --- | --- | --- |
| 25 | 35.13,29.79(2.83×10) | 34.52,29.03(6.31×10) | 30.69,28.50(2.88×10) | | | 30 | 33.01,29.79(338.51) | 32.49,28.72(406.45) | 27.63,27.63(510.39) | 28.16,12.53(405.53) |
| --- | --- | --- | --- | --- |
| 50 | 30.48,28.86(333.26) | 29.79,26.83(399.09) | 23.74,23.29(544.60) | 22.17,11.27(417.50) |
| 70 | 27.39,27.77(321.71) | 26.80,25.06(386.60) | 20.95,20.88(589.22) | 13.92,9.78(411.87) | | 0 |
| ID | Age | Married | NumCars |
| --- | --- | --- | --- |
| I1 | 23 | No | 1 |
| I2 | 25 | Yes | 1 |
| I3 | 29 | No | 0 | | | I4 | 34 | Yes | 2 |
| --- | --- | --- | --- |
| I5 | 38 | Yes | 2 | | 1 |
| ID | Age | Married | NumCars |
| --- | --- | --- | --- |
| I1 | 23 | No | 1 |
| I2 | 25 | Yes | 1 |
| I3 | 29 | No | 0 | | | 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 |
| ID | Age | Married | NumCars |
| --- | --- | --- | --- |
| I1 | 23 | No | 1 | | | I2 | 25 | Yes | 1 |
| --- | --- | --- | --- |
| I3 | 29 | No | 0 |
| I4 | 34 | Yes | 2 |
| I5 | 38 | Yes | 2 | | 1 |
| ID | Age | Married | NumCars |
| --- | --- | --- | --- |
| I1 | 23 | No | 1 | | | 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 |
| | | |
| --- | --- | --- |
| | | |
| | | | | | | | |
| --- | --- | --- |
| | | | | 1 |
| | | |
| --- | --- | --- |
| | | |
| | | | | | | | |
| --- | --- | --- |
| | | |
| | | |
| | | |
| | | | | 0 |
| | | |
| --- | --- | --- |
| | | | | | | | |
| --- | --- | --- |
| | | |
| | | | | 1 |
| | | |
| --- | --- | --- |
| | | | | | | | |
| --- | --- | --- |
| | | | | 0 |
| | hashedm=5 | hashedm=10 | hashedm=5,R.T. | hashedm=10R.T. |
| --- | --- | --- | --- | --- |
| K=1024 | .722±.011 | .704±.010 | .710±.007 | .697±.010 | | | K=2048 | .735±.007 | .731±.011 | .723±.007 | .716±.005 |
| --- | --- | --- | --- | --- |
| K=4096 | .741±.011 | .740±.006 | .736±.005 | .724±.004 |
| K=8092 | .751±.009 | | .739±.003 | | | 1 |
| | hashedm=5 | hashedm=10 | hashedm=5,R.T. | hashedm=10R.T. |
| --- | --- | --- | --- | --- |
| K=1024 | .722±.011 | .704±.010 | .710±.007 | .697±.010 | | | 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 |
| | hashedm=5 | hashedm=10 | hashedm=5,R.T. | hashedm=10R.T. |
| --- | --- | --- | --- | --- |
| K=1024 | .722±.011 | .704±.010 | .710±.007 | .697±.010 |
| K=2048 | .735±.007 | .731±.011 | .723±.007 | .716±.005 | | | K=4096 | .741±.011 | .740±.006 | .736±.005 | .724±.004 |
| --- | --- | --- | --- | --- |
| K=8092 | .751±.009 | | .739±.003 | | | 1 |
| | hashedm=5 | hashedm=10 | hashedm=5,R.T. | hashedm=10R.T. |
| --- | --- | --- | --- | --- |
| K=1024 | .722±.011 | .704±.010 | .710±.007 | .697±.010 |
| K=2048 | .735±.007 | .731±.011 | .723±.007 | .716±.005 | | | 32..64 | 1.928±0.059 | 2.46908±0.05031 | 2.42959±0.03998 |
| --- | --- | --- | --- |
| 64..128 | 3.077±0.109 | 4.23814±0.2622 | 4.01782±0.2525 |
| 128..256 | 10.913±0.826 | 14.6949±1.735 | 15.8362±2.278 | | 0 |
| | Horizonδ=n∆x | | | | |
| --- | --- | --- | --- | --- | --- |
| Particles | n=1 | n=2 | n=3 | n=4 | n=5 |
| 200×200 | 0.8124 | 0.0937 | 0.1168 | 0.1227 | 0.1391 | | | 300×300 | 0.8115 | 0.0574 | 0.0751 | 0.0789 | 0.0913 |
| --- | --- | --- | --- | --- | --- |
| 400×400 | 0.8087 | 0.0487 | 0.0580 | 0.0634 | 0.0706 | | 1 |
| | Horizonδ=n∆x | | | | |
| --- | --- | --- | --- | --- | --- |
| Particles | n=1 | n=2 | n=3 | n=4 | n=5 |
| 200×200 | 0.8124 | 0.0937 | 0.1168 | 0.1227 | 0.1391 | | | n | γ=2.0<br>µσtt | γ=3.0<br>µσtt |
| --- | --- | --- |
| 10 | .002838.000603 | .002398.000710 |
| 10 | .018034.003995 | .009058.001744 |
| 10 | .597764.242391 | .092602.015238 |
| 10 | 246.241147.727 | 2.13928.493422 |
| 10 | 13661.19129.92 | 31.03115.36648 |
| Bestfitoft=cn | c≈10,k≈2.025 | c≈2×10,k≈1.197 | | 0 |
| | Horizonδ=n∆x | | | | |
| --- | --- | --- | --- | --- | --- |
| Particles | n=1 | n=2 | n=3 | n=4 | n=5 | | | 200×200 | 0.8124 | 0.0937 | 0.1168 | 0.1227 | 0.1391 |
| --- | --- | --- | --- | --- | --- |
| 300×300 | 0.8115 | 0.0574 | 0.0751 | 0.0789 | 0.0913 |
| 400×400 | 0.8087 | 0.0487 | 0.0580 | 0.0634 | 0.0706 | | 1 |
| | Horizonδ=n∆x | | | | |
| --- | --- | --- | --- | --- | --- |
| Particles | n=1 | n=2 | n=3 | n=4 | n=5 | | | 10 | .597764.242391 | .092602.015238 |
| --- | --- | --- |
| 10 | 246.241147.727 | 2.13928.493422 |
| 10 | 13661.19129.92 | 31.03115.36648 |
| Bestfitoft=cn | c≈10,k≈2.025 | c≈2×10,k≈1.197 | | 0 |
| | ρ=0.01 | ρ=0.1 | ρ=1.0 |
| --- | --- | --- | --- |
| Customeroutage-hours | 2.34∗10 | 2.21∗10 | 2.17∗10 |
| Numberofunrepairedfaults | 1 | 0.42 | 0 |
| Numberofcustomersinoutage | 14 | 5.9 | 0 | | | Timetorestore(hours) | 21.83 | 20.76 | 20.34 |
| --- | --- | --- | --- |
| Timetostop(hours) | 48 | 48 | 26.46 | | 1 |
| | ρ=0.01 | ρ=0.1 | ρ=1.0 |
| --- | --- | --- | --- |
| Customeroutage-hours | 2.34∗10 | 2.21∗10 | 2.17∗10 |
| Numberofunrepairedfaults | 1 | 0.42 | 0 |
| Numberofcustomersinoutage | 14 | 5.9 | 0 | | | averagetime<br>/iter./customer(s) |
| --- |
| 0.0097 |
| 0.0100 |
| 0.0101 |
| 0.0104 |
| 0.0110 | | 0 |
| | ρ=0.01 | ρ=0.1 | ρ=1.0 |
| --- | --- | --- | --- |
| Customeroutage-hours | 2.34∗10 | 2.21∗10 | 2.17∗10 |
| Numberofunrepairedfaults | 1 | 0.42 | 0 |
| Numberofcustomersinoutage | 14 | 5.9 | 0 | | | Timetorestore(hours) | 21.83 | 20.76 | 20.34 |
| --- | --- | --- | --- |
| Timetostop(hours) | 48 | 48 | 26.46 | | 1 |
| | ρ=0.01 | ρ=0.1 | ρ=1.0 |
| --- | --- | --- | --- |
| Customeroutage-hours | 2.34∗10 | 2.21∗10 | 2.17∗10 |
| Numberofunrepairedfaults | 1 | 0.42 | 0 |
| Numberofcustomersinoutage | 14 | 5.9 | 0 | | | 0.0100 |
| --- |
| 0.0101 |
| 0.0104 |
| 0.0110 | | 0 |
| n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {4},{20} | {4} | {20} | {4} |
| 2 | {4,20} | {4,20} | {4,20} | {4,20} | | | 3 | {4,6,20},{6,7,20} | {0,4,20} | {4,7,20} | {4,18,20} |
| --- | --- | --- | --- | --- |
| 4 | {4,6,18,20},{0,4,6,20} | {0,4,6,20} | {4,6,7,20} | {4,6,18,20} | | 1 |
| n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {4},{20} | {4} | {20} | {4} |
| 2 | {4,20} | {4,20} | {4,20} | {4,20} | | | n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {4},{20} | {4} | {20} | {4} |
| 2 | {4,20} | {4,20} | {4,20} | {4,20} |
| 3 | {4,6,20},{6,7,20} | {0,4,20} | {4,7,20} | {4,18,20} |
| 4 | {4,6,18,20},{0,4,6,20} | {0,4,6,20} | {4,6,7,20} | {4,6,18,20} | | 0 |
| n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {4},{20} | {4} | {20} | {4} | | | 2 | {4,20} | {4,20} | {4,20} | {4,20} |
| --- | --- | --- | --- | --- |
| 3 | {4,6,20},{6,7,20} | {0,4,20} | {4,7,20} | {4,18,20} |
| 4 | {4,6,18,20},{0,4,6,20} | {0,4,6,20} | {4,6,7,20} | {4,6,18,20} | | 1 |
| n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {4},{20} | {4} | {20} | {4} | | | 3 | {4,6,20},{6,7,20} | {0,4,20} | {4,7,20} | {4,18,20} |
| --- | --- | --- | --- | --- |
| 4 | {4,6,18,20},{0,4,6,20} | {0,4,6,20} | {4,6,7,20} | {4,6,18,20} | | 0 |
| Approach | CoffeeCup | Camera |
| --- | --- | --- |
| LCHF-RGB | 0.6595 | 0.2478 |
| LCHF-Depth | 0.7860 | 0.3386 | | | LCHF-RGBD | 0.7390 | 0.3456 |
| --- | --- | --- |
| Ours(init.reg.) | 0.7510 | 0.4534 |
| Ours(iter.poseref.) | 0.7932 | 0.4693 | | 1 |
| Approach | CoffeeCup | Camera |
| --- | --- | --- |
| LCHF-RGB | 0.6595 | 0.2478 |
| LCHF-Depth | 0.7860 | 0.3386 | | | Depth | Images | Time | Memory |
| --- | --- | --- | --- |
| 50 | 60K | 5h | 8x4.5G |
| 101 | 60K | 9h | 8x6.5G |
| 101 | 600K | 75h | 8x7.5G |
| 101 | 4M | ¿500h | 8x8G | | 0 |
| Approach | CoffeeCup | Camera |
| --- | --- | --- |
| LCHF-RGB | 0.6595 | 0.2478 |
| LCHF-Depth | 0.7860 | 0.3386 |
| LCHF-RGBD | 0.7390 | 0.3456 | | | Ours(init.reg.) | 0.7510 | 0.4534 |
| --- | --- | --- |
| Ours(iter.poseref.) | 0.7932 | 0.4693 | | 1 |
| Approach | CoffeeCup | Camera |
| --- | --- | --- |
| LCHF-RGB | 0.6595 | 0.2478 |
| LCHF-Depth | 0.7860 | 0.3386 |
| LCHF-RGBD | 0.7390 | 0.3456 | | | 101 | 60K | 9h | 8x6.5G |
| --- | --- | --- | --- |
| 101 | 600K | 75h | 8x7.5G |
| 101 | 4M | ¿500h | 8x8G | | 0 |
| Dataset | Node | Edge | Attribute | Top-K | Avg.Clusterdensity | Avg.ClusterSize | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SG-Pursuit | GAMer | SG-Pursuit | GAMer | | | | | |
| DFB | 100 | 1106 | 5 | 5 | 9.69 | 5.4 | 10.8 | 6.4 |
| 10 | 9.94 | 3.9 | 11.0 | 4.9 | | | | |
| 15 | 11.03 |... | | 15 | 3.82 | 5.58 | 23.09 | 10.87 | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 20 | 3.85 | 5.36 | 21.83 | 10.9 | | | | |
| Arxiv | 11989 | 119258 | 300 | 5 | 11.53 | 4.16 | 15.8 | 10.0 |
| 10 | 9.65 | 4.24 | 12.4 | 10.0 | | | | |
| 15 | 9.03 | 4.23 | 11.27 | 10.0 | | | | |
| 20 |... | 1 |
| Dataset | Node | Edge | Attribute | Top-K | Avg.Clusterdensity | Avg.ClusterSize | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SG-Pursuit | GAMer | SG-Pursuit | GAMer | | | | | |
| DFB | 100 | 1106 | 5 | 5 | 9.69 | 5.4 | 10.8 | 6.4 |
| 10 | 9.94 | 3.9 | 11.0 | 4.9 | | | | |
| 15 | 11.03 |... | | Dataset | MMPC | HITON-PC | MMMB | HITON-MB | IAMB | mRMR | CMI | JMI |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| mushroom | 0.89 | 1.19 | 42.98 | 44.12 | 0.16 | 0.03 | 0.01 | 0.03 |
| kr-vs-kp | 0.31 | 0.33 | 6.87 | 6.21 | 0.43 | 0.04 | 0.03 | 0.07 |
| madelon | 0.18 | 0.21 | 0.87 | 0.9448 | 3.07 | 0... | 0 |
| Dataset | Node | Edge | Attribute | Top-K | Avg.Clusterdensity | Avg.ClusterSize | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SG-Pursuit | GAMer | SG-Pursuit | GAMer | | | | | |
| DFB | 100 | 1106 | 5 | 5 | 9.69 | 5.4 | 10.8 | 6.4 |
| 10 | 9.94 | 3.9 | 11.0 | 4.9 | | | | |
| 15 | 11.03 |... | | 10 | 3.84 | 3.2 | 5.7 | 4.2 | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 15 | 3.25 | 3.17 | 7.3 | 4.17 | | | | |
| 20 | 3.34 | 3.17 | 7.68 | 4.17 | | | | |
| IMDB | 862 | 4388 | 21 | 5 | 3.24 | 4.96 | 4.6 | 10 |
| 10 | 3.17 | 4.52 | 5.67 | 10.0 | | | | |
| 15 | 3.52 | 2.97 | 5.7... | 1 |
| Dataset | Node | Edge | Attribute | Top-K | Avg.Clusterdensity | Avg.ClusterSize | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SG-Pursuit | GAMer | SG-Pursuit | GAMer | | | | | |
| DFB | 100 | 1106 | 5 | 5 | 9.69 | 5.4 | 10.8 | 6.4 |
| 10 | 9.94 | 3.9 | 11.0 | 4.9 | | | | |
| 15 | 11.03 |... | | gisstee | 32,684 | 65,308 | 50,929 | 107,870 | 12.90 | 8.38 | 1.32 | 52 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| spambase | 35 | 37 | 200 | 203 | 0.7648 | 0.09 | 0.06 | 0.24 |
| bankrupty | 112 | 95 | 296 | 239 | 2.06 | 0.31 | 0.11 | 1.27 | | 0 |
| Identifier | DateandTimestampofLog-on | DurationofPrecedingPowerOutage |
| --- | --- | --- |
| Log-on1 | 23rdFeb.23:57Z | Between381and442minutes |
| Log-on2 | 26thFeb.14:11Z | Between295and354minutes |
| Log-on3 | 5thMar.03:06Z | Between35and95minutes |
| Log-on4 | 6thMar.13:29Z | Between43and103minutes | | | Log-on5 | 6thMar.15:02Z | Between35and92minutes |
| --- | --- | --- |
| Log-on6 | 7thMar.12:50Z | Between228and288minutes |
| Log-on7 | 7thMar.18:25Z | Between20and78minutes | | 1 |
| Identifier | DateandTimestampofLog-on | DurationofPrecedingPowerOutage |
| --- | --- | --- |
| Log-on1 | 23rdFeb.23:57Z | Between381and442minutes |
| Log-on2 | 26thFeb.14:11Z | Between295and354minutes |
| Log-on3 | 5thMar.03:06Z | Between35and95minutes |
| Log-on4 | 6thMar.13:29Z | Between43and103minutes | | | DateandTimestamp(s) | Description |
| --- | --- |
| 7Mar.201416:42Z | MH370departsKualaLumpaAirport |
| LastACARStransmission | 7Mar.201417:07Z |
| Lossofsecondaryradar | 7Mar.201417:21:13Z |
| 7Mar.201418:22:12Z | LastMalaysianmilitaryradarcontact |
| 7Mar.201418:25Z-18:28Z | SatelliteDataUnit(SDU)log-onsequence |
|... | 0 |
| Identifier | DateandTimestampofLog-on | DurationofPrecedingPowerOutage |
| --- | --- | --- |
| Log-on1 | 23rdFeb.23:57Z | Between381and442minutes | | | Log-on2 | 26thFeb.14:11Z | Between295and354minutes |
| --- | --- | --- |
| Log-on3 | 5thMar.03:06Z | Between35and95minutes |
| Log-on4 | 6thMar.13:29Z | Between43and103minutes |
| Log-on5 | 6thMar.15:02Z | Between35and92minutes |
| Log-on6 | 7thMar.12:50Z | Between228and288minutes |
| Log-on7 | 7thMar.18:25Z | Betwee... | 1 |
| Identifier | DateandTimestampofLog-on | DurationofPrecedingPowerOutage |
| --- | --- | --- |
| Log-on1 | 23rdFeb.23:57Z | Between381and442minutes | | | 7Mar.201418:39-18:41Z | Unansweredground-to-airphonecall |
| --- | --- |
| 7Mar.201419:41Zto8Mar.201400:11Z | SATCOMmetadataapprox.hourlyfromMH370 |
| 8Mar.201400:19:29Z-00:19:37Z | PartialSDUlog-onsequence | | 0 |
| | R1 | R2 | R3 | R4 | R5 | R6 | R7 | R8 | R9 | R10 | Avg | STD |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| η=0.1 | 47.64 | 46.78 | 39.26 | 56.63 | 47.09 | 67.29 | 60.65 | 38.76 | 42.99 | 44.86 | 49.19 | 8.90 | | | η=0.9 | 145.90 | 155.75 | 168.04 | 199.94 | 171.94 | 243.61 | 162.15 | 144.08 | 103.82 | 117.94 | 161.32 | 37.65 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| eη | 98.27 | 108.97 | 128.78 | 143.31 | 124.85 | 176.33 | 101.50 | 105.33 | 60.83 | 73.08 | 112.12 | 31.70 |
| η=0.1 | 45... | 1 |
| | R1 | R2 | R3 | R4 | R5 | R6 | R7 | R8 | R9 | R10 | Avg | STD |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| η=0.1 | 47.64 | 46.78 | 39.26 | 56.63 | 47.09 | 67.29 | 60.65 | 38.76 | 42.99 | 44.86 | 49.19 | 8.90 | | | 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 |
| | R1 | R2 | R3 | R4 | R5 | R6 | R7 | R8 | R9 | R10 | Avg | STD |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| η=0.1 | 47.64 | 46.78 | 39.26 | 56.63 | 47.09 | 67.29 | 60.65 | 38.76 | 42.99 | 44.86 | 49.19 | 8.90 |
| η=0.9 | 145.90 | 155.75 | 168.04 | 199.94 | 171.94 | 243.61 | 162... | | η=0.1 | 45.34 | 47.09 | 65.90 | 54.05 | 51.93 | 84.91 | 54.66 | 41.11 | 43.88 | 52.21 | 54.11 | 12.23 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| η=0.9 | 213.49 | 168.69 | 197.52 | 188.80 | 171.62 | 236.93 | 174.46 | 183.98 | 84.95 | 122.82 | 174.32 | 41.20 |
| eη | 168.15 | 12... | 1 |
| | R1 | R2 | R3 | R4 | R5 | R6 | R7 | R8 | R9 | R10 | Avg | STD |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| η=0.1 | 47.64 | 46.78 | 39.26 | 56.63 | 47.09 | 67.29 | 60.65 | 38.76 | 42.99 | 44.86 | 49.19 | 8.90 |
| η=0.9 | 145.90 | 155.75 | 168.04 | 199.94 | 171.94 | 243.61 | 162... | | eτ | 157.63 | 152.23 | 147.97 | 38.06 | 176.90 | 16.03 | 175.96 | 163.48 | 171.95 | 174.82 | 137.50 | 59.31 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| eN | 2.27 | 22.60 | 15.16 | 14.70 | 21.23 | 4.64 | 5.73 | 10.22 | 20.50 | 8.15 | 12.52 | 7.38 | | 0 |
| Networkarchitecture | mAP |
| --- | --- |
| StackedRNNwithelement-wisemax | 58.1 |
| RNNwithelement-wisemax | 57.4 | | | StackedRNNwithoutelement-wisemax | 57.0 |
| --- | --- |
| RNNwithoutelement-wisemax | 57.2 | | 1 |
| Networkarchitecture | mAP |
| --- | --- |
| StackedRNNwithelement-wisemax | 58.1 |
| RNNwithelement-wisemax | 57.4 | | | Layer | Time(seconds) |
| --- | --- |
| Convlayer(32featuremaps) | 29 |
| Convlayer(32featuremaps) | 755 |
| ActivationLayer | 113 |
| AveragePoolingLayer | 15 |
| Convlayer(64featuremaps) | 249 |
| Convlayer(64featuremaps) | 314 |
| ActivationLayer | 127 |
| Convlayer(128featuremaps) | 418 |
| Convlayer(128featurema... | 0 |
| Networkarchitecture | mAP |
| --- | --- |
| StackedRNNwithelement-wisemax | 58.1 |
| RNNwithelement-wisemax | 57.4 | | | StackedRNNwithoutelement-wisemax | 57.0 |
| --- | --- |
| RNNwithoutelement-wisemax | 57.2 | | 1 |
| Networkarchitecture | mAP |
| --- | --- |
| StackedRNNwithelement-wisemax | 58.1 |
| RNNwithelement-wisemax | 57.4 | | | Convlayer(128featuremaps) | 405 |
| --- | --- |
| ActivationLayer | 101 |
| AveragePoolingLayer | 3 |
| 2FullyConnected(256and10neurons) | 32 | | 0 |
| Dim. | ArenaSize | Obstacles | OMPLRRT | BoundedMotionPlan | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Time(s) | Nodes | NodesinPath | Time(s) | Bound | | | |
| 2 | 600×600 | 2 | 1.8 | 9500 | 60 | 1.3 | 4 |
| 2 | 6000×6000 | 3 | 23.5 | 11256 | 78 | 45.23 | 5 | | | 3 | 600×600 | 2 | 132.6 | 90408 | 71 | 120.3 | 5 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 3 | 6000×6000 | 3 | 1002.6 | 183412 | 93 | 953.4 | 5 | | 1 |
| Dim. | ArenaSize | Obstacles | OMPLRRT | BoundedMotionPlan | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Time(s) | Nodes | NodesinPath | Time(s) | Bound | | | |
| 2 | 600×600 | 2 | 1.8 | 9500 | 60 | 1.3 | 4 |
| 2 | 6000×6000 | 3 | 23.5 | 11256 | 78 | 45.23 | 5 | | | Design | Area(mm) | #R | #C | #L | #Nodes |
| --- | --- | --- | --- | --- | --- |
| D1 | 0.35 | 23221 | 15193 | 15193 | 45.7K |
| D2 | 1.40 | 348582 | 228952 | 228952 | 688K |
| D3 | 2.80 | 1468863 | 965540 | 965540 | 2.90M |
| D4 | 5.00 | 3748974 | 2467400 | 2464819 | 7.40M | | 0 |
| Dim. | ArenaSize | Obstacles | OMPLRRT | BoundedMotionPlan | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Time(s) | Nodes | NodesinPath | Time(s) | Bound | | | |
| 2 | 600×600 | 2 | 1.8 | 9500 | 60 | 1.3 | 4 |
| 2 | 6000×6000 | 3 | 23.5 | 11256 | 78 | 45.23 | 5 | | | 3 | 600×600 | 2 | 132.6 | 90408 | 71 | 120.3 | 5 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 3 | 6000×6000 | 3 | 1002.6 | 183412 | 93 | 953.4 | 5 | | 1 |
| Dim. | ArenaSize | Obstacles | OMPLRRT | BoundedMotionPlan | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Time(s) | Nodes | NodesinPath | Time(s) | Bound | | | |
| 2 | 600×600 | 2 | 1.8 | 9500 | 60 | 1.3 | 4 |
| 2 | 6000×6000 | 3 | 23.5 | 11256 | 78 | 45.23 | 5 | | | D2 | 1.40 | 348582 | 228952 | 228952 | 688K |
| --- | --- | --- | --- | --- | --- |
| D3 | 2.80 | 1468863 | 965540 | 965540 | 2.90M |
| D4 | 5.00 | 3748974 | 2467400 | 2464819 | 7.40M | | 0 |
| 25.31 | 18.67 | 16.06 |
| --- | --- | --- |
| 45.20 | 21.70 | 13.78 | | | 50.26 | 25.34 | 17.85 |
| --- | --- | --- |
| 58.69 | 30.93 | 21.42 |
| 25.00 | 5.58 | 2.4 |
| 61.19 | 36.51 | 28.20 | | 1 |
| 25.31 | 18.67 | 16.06 |
| --- | --- | --- |
| 45.20 | 21.70 | 13.78 | | | 1 | 5 |
| --- | --- |
| 4.19 | 3.85 |
| 7.18 | 5.69 |
| 2.91 | 2.72 |
| 2.41 | 2.23 |
| 0.67 | 0.38 | | 0 |
| 25.31 | 18.67 | 16.06 |
| --- | --- | --- |
| 45.20 | 21.70 | 13.78 | | | 50.26 | 25.34 | 17.85 |
| --- | --- | --- |
| 58.69 | 30.93 | 21.42 |
| 25.00 | 5.58 | 2.4 |
| 61.19 | 36.51 | 28.20 | | 1 |
| 25.31 | 18.67 | 16.06 |
| --- | --- | --- |
| 45.20 | 21.70 | 13.78 | | | 7.18 | 5.69 |
| --- | --- |
| 2.91 | 2.72 |
| 2.41 | 2.23 |
| 0.67 | 0.38 | | 0 |
| | Energy-efficient | Powercontrol | Users | Feedback(Overhead) | Deviation-proof |
| --- | --- | --- | --- | --- | --- |
| | No | Yes | Heterogeneous | Error-free,unquantized(Large) | Yes | | | | No | Applicable | Heterogeneous | Erroneous,limited(Medium) | Yes |
| --- | --- | --- | --- | --- | --- |
| | No | No | Homogeneous | Erroneous,binary(One-bit) | No |
| | Yes | No | Homogeneous | Erroneous,binary(One-bit) | No |
| – | No | No | Homogeneous | Error-free,binary(One-bit) | No |
| Proposed | Yes | Y... | 1 |
| | Energy-efficient | Powercontrol | Users | Feedback(Overhead) | Deviation-proof |
| --- | --- | --- | --- | --- | --- |
| | No | Yes | Heterogeneous | Error-free,unquantized(Large) | Yes | | | Operation | Type | Energy(pJ) |
| --- | --- | --- |
| 32bitintadd | Computation | 0.1 |
| 32bitfloatadd | Computation | 0.9 |
| 32bitregisteraccess | Communication | 1.0 |
| 32bitintmultiply | Computation | 3.1 |
| 32bitfloatmultiply | Computation | 3.7 |
| 32bitSRAMaccess | Communication | 5.0 |
| 32bitDRAMaccess | Co... | 0 |
| | Energy-efficient | Powercontrol | Users | Feedback(Overhead) | Deviation-proof |
| --- | --- | --- | --- | --- | --- |
| | No | Yes | Heterogeneous | Error-free,unquantized(Large) | Yes |
| | No | Applicable | Heterogeneous | Erroneous,limited(Medium) | Yes | | | | No | No | Homogeneous | Erroneous,binary(One-bit) | No |
| --- | --- | --- | --- | --- | --- |
| | Yes | No | Homogeneous | Erroneous,binary(One-bit) | No |
| – | No | No | Homogeneous | Error-free,binary(One-bit) | No |
| Proposed | Yes | Yes | Heterogeneous | Erroneous,binary(One-bit) | Yes | | 1 |
| | Energy-efficient | Powercontrol | Users | Feedback(Overhead) | Deviation-proof |
| --- | --- | --- | --- | --- | --- |
| | No | Yes | Heterogeneous | Error-free,unquantized(Large) | Yes |
| | No | Applicable | Heterogeneous | Erroneous,limited(Medium) | Yes | | | 32bitregisteraccess | Communication | 1.0 |
| --- | --- | --- |
| 32bitintmultiply | Computation | 3.1 |
| 32bitfloatmultiply | Computation | 3.7 |
| 32bitSRAMaccess | Communication | 5.0 |
| 32bitDRAMaccess | Communication | 640 | | 0 |
| TotalNodes | 8 | Packetsize | 2000bytes |
| --- | --- | --- | --- |
| DataSlots | 13 | PacketgenerationInterval | 1msec |
| Tc | 1.5msec | Queuelength | 100 |
| Td | 2msec | Routing | AODV |
| Ta | 0.5msec | Simulationtime | 20sec | | | Tq | 20msec | Source | CBR |
| --- | --- | --- | --- |
| Flow1 | Node1to2 | Flow3 | Node5to6 |
| Flow2 | Node3to4 | Flow4 | Node7to8 |
| Throughputflow1 | 89.79kbps | Throughputflow3 | 91.21kbps |
| Throughputflow2 | 84.08kbps | Throughputflow4 | 89.79kbps | | 1 |
| TotalNodes | 8 | Packetsize | 2000bytes |
| --- | --- | --- | --- |
| DataSlots | 13 | PacketgenerationInterval | 1msec |
| Tc | 1.5msec | Queuelength | 100 |
| Td | 2msec | Routing | AODV |
| Ta | 0.5msec | Simulationtime | 20sec | | | TotalNodes | 8 | Packetsize | 2000bytes |
| --- | --- | --- | --- |
| DataSlots | 17 | PacketgenerationInterval | 1msec |
| Tc | 1.5msec | Queuelength | 100 |
| Td | 2msec | Routing | AODV |
| Ta | 0.5msec | Simulationtime | 20sec |
| Tq | 20msec | Source | CBR |
| Flow1 | PI21 | Flow3 | PI9 |
| Flow2 | PI15 | Flow4 ... | 0 |
| TotalNodes | 8 | Packetsize | 2000bytes |
| --- | --- | --- | --- |
| DataSlots | 13 | PacketgenerationInterval | 1msec |
| Tc | 1.5msec | Queuelength | 100 |
| Td | 2msec | Routing | AODV |
| Ta | 0.5msec | Simulationtime | 20sec |
| Tq | 20msec | Source | CBR | | | Flow1 | Node1to2 | Flow3 | Node5to6 |
| --- | --- | --- | --- |
| Flow2 | Node3to4 | Flow4 | Node7to8 |
| Throughputflow1 | 89.79kbps | Throughputflow3 | 91.21kbps |
| Throughputflow2 | 84.08kbps | Throughputflow4 | 89.79kbps | | 1 |
| TotalNodes | 8 | Packetsize | 2000bytes |
| --- | --- | --- | --- |
| DataSlots | 13 | PacketgenerationInterval | 1msec |
| Tc | 1.5msec | Queuelength | 100 |
| Td | 2msec | Routing | AODV |
| Ta | 0.5msec | Simulationtime | 20sec |
| Tq | 20msec | Source | CBR | | | Ta | 0.5msec | Simulationtime | 20sec |
| --- | --- | --- | --- |
| Tq | 20msec | Source | CBR |
| Flow1 | PI21 | Flow3 | PI9 |
| Flow2 | PI15 | Flow4 | Pi3 |
| Throughputflow1 | 130.03kbps | Throughputflow3 | 71.76kbps |
| Throughputflow2 | 81.71kbps | Throughputflow4 | 59.68kbps | | 0 |
| | ECSSD | HKU-IS | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Models | Fη | MAE | Sλ | Fη | MAE | Sλ | Fη |
| (a):side-outfeatures(VGG-16) | 0.805 | 0.131 | 0.813 | 0.781 | 0.108 | 0.820 | 0.712 |
| (b):aggregatedfeatures(VGG-16) | 0.824 | 0.120 | 0.821 | 0.803 | 0.085 | 0.841 | 0.731 |
| (c)... | | (d):(b)+top-downsingleattention(VGG-16) | 0.845 | 0.093 | 0.876 | 0.827 | 0.078 | 0.852 | 0.752 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| (e):(b)+top-downattentionpyramid(VGG-16) | 0.887 | 0.049 | 0.902 | 0.861 | 0.038 | 0.891 | 0.794 |
| (f):(b)+top-downattentionpyramid(ResNet-50) | 0.912 | 0.042 | 0.923... | 1 |
| | ECSSD | HKU-IS | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Models | Fη | MAE | Sλ | Fη | MAE | Sλ | Fη |
| (a):side-outfeatures(VGG-16) | 0.805 | 0.131 | 0.813 | 0.781 | 0.108 | 0.820 | 0.712 |
| (b):aggregatedfeatures(VGG-16) | 0.824 | 0.120 | 0.821 | 0.803 | 0.085 | 0.841 | 0.731 |
| (c)... | | AUC | MSE | ACC | F1 |
| --- | --- | --- | --- |
| LinearRegression | | | |
| 0.684 | 0.039 | 0.813 | 0.53 |
| LogisticsRegression | | | |
| 0.745 | 0.171 | 0.75 | 0.6 |
| RandomForestRegression | | | |
| 0.701 | 0.035 | 0.82 | 0.56 |
| RandomForestClassifier | | | |
| 0.745 | 0.151 | 0.781 | 0.61 | | 0 |
| | ECSSD | HKU-IS | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Models | Fη | MAE | Sλ | Fη | MAE | Sλ | Fη |
| (a):side-outfeatures(VGG-16) | 0.805 | 0.131 | 0.813 | 0.781 | 0.108 | 0.820 | 0.712 |
| (b):aggregatedfeatures(VGG-16) | 0.824 | 0.120 | 0.821 | 0.803 | 0.085 | 0.841 | 0.731 |
| (c)... | | (e):(b)+top-downattentionpyramid(VGG-16) | 0.887 | 0.049 | 0.902 | 0.861 | 0.038 | 0.891 | 0.794 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| (f):(b)+top-downattentionpyramid(ResNet-50) | 0.912 | 0.042 | 0.923 | 0.887 | 0.039 | 0.907 | 0.823 | | 1 |
| | ECSSD | HKU-IS | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Models | Fη | MAE | Sλ | Fη | MAE | Sλ | Fη |
| (a):side-outfeatures(VGG-16) | 0.805 | 0.131 | 0.813 | 0.781 | 0.108 | 0.820 | 0.712 |
| (b):aggregatedfeatures(VGG-16) | 0.824 | 0.120 | 0.821 | 0.803 | 0.085 | 0.841 | 0.731 |
| (c)... | | 0.701 | 0.035 | 0.82 | 0.56 |
| --- | --- | --- | --- |
| RandomForestClassifier | | | |
| 0.745 | 0.151 | 0.781 | 0.61 | | 0 |
| | Multiplications | Additions | Inversions |
| --- | --- | --- | --- |
| SyndromeComputation | 2t(n−1) | 2t(n−1) | 0 |
| KeyEquationSolver | 4t(2t+2) | 2t(2t+1) | 0 | | | ChienSearch | n(t−1) | nt | 0 |
| --- | --- | --- | --- |
| Forney’sFormula | 2t | t(2t−1) | t |
| Total | 3nt+10t−n+6t | 3nt+6t−t | t | | 1 |
| | Multiplications | Additions | Inversions |
| --- | --- | --- | --- |
| SyndromeComputation | 2t(n−1) | 2t(n−1) | 0 |
| KeyEquationSolver | 4t(2t+2) | 2t(2t+1) | 0 | | | Parameter | Zhang | Mohanty | Darji | Yusong | Proposed |
| --- | --- | --- | --- | --- | --- |
| Multipliers | 10 | 9P | 10 | 10P | 0 |
| Adders | 16 | 16P | 16 | 16P | 34P |
| InternalMemory | 4N+37 | 15P+5.5N | 4N | 24P+3N | 60P+3N |
| Criticalpath | Tm | T+2Tma | Tm | T+Tma | Ta |
| ComputationTime | N/2 | N/2P |... | 0 |
| | Multiplications | Additions | Inversions |
| --- | --- | --- | --- |
| SyndromeComputation | 2t(n−1) | 2t(n−1) | 0 | | | KeyEquationSolver | 4t(2t+2) | 2t(2t+1) | 0 |
| --- | --- | --- | --- |
| ChienSearch | n(t−1) | nt | 0 |
| Forney’sFormula | 2t | t(2t−1) | t |
| Total | 3nt+10t−n+6t | 3nt+6t−t | t | | 1 |
| | Multiplications | Additions | Inversions |
| --- | --- | --- | --- |
| SyndromeComputation | 2t(n−1) | 2t(n−1) | 0 | | | InternalMemory | 4N+37 | 15P+5.5N | 4N | 24P+3N | 60P+3N |
| --- | --- | --- | --- | --- | --- |
| Criticalpath | Tm | T+2Tma | Tm | T+Tma | Ta |
| ComputationTime | N/2 | N/2P | N/2 | N/2P | N/2P |
| Throughput | 2/Tm | 2P/T+2Tma | 2/Tm | 2P/T+Tma | 2P/Ta | | 0 |
| Algorithm | Kobe | Traffic | Runner | Drop | Average |
| --- | --- | --- | --- | --- | --- |
| GMM-TP | 24.47,0.5246 | 25.08,0.7652 | 29.75,0.6995 | 34.76,0.6356 | 28.52,0.6562 |
| MMLE-GMM | 27.33,0.6962 | 25.68,0.7798 | 33.68,0.8224 | 39.86,0.7369 | 31.64,0.7588 |
| MMLE-MFA | 24.63,0.5291 | 22.66,0.6232 | 30.83,0.... | | GAP-TV | 26.45,0.8448 | 20.89,0.7148 | 28.81,0.9092 | 34.74,0.9704 | 27.72,0.8598 |
| --- | --- | --- | --- | --- | --- |
| DeSCI | 33.25,0.9518 | 28.72,0.9251 | 38.76,0.9693 | 43.22,0.9925 | 35.99,0.9597 | | 1 |
| Algorithm | Kobe | Traffic | Runner | Drop | Average |
| --- | --- | --- | --- | --- | --- |
| GMM-TP | 24.47,0.5246 | 25.08,0.7652 | 29.75,0.6995 | 34.76,0.6356 | 28.52,0.6562 |
| MMLE-GMM | 27.33,0.6962 | 25.68,0.7798 | 33.68,0.8224 | 39.86,0.7369 | 31.64,0.7588 |
| MMLE-MFA | 24.63,0.5291 | 22.66,0.6232 | 30.83,0.... | | Filter | GS | BF | BFG | BFPL | GF | AMF | RF | TF | RGF | MF | WMF | BM3D | L0 | RTV |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| InitGT | 27.75 | 25.50 | 25.67 | 27.85 | 28.21 | 27.36 | 27.80 | 28.75 | 30.06 | 26.01 | 33.00 | 32.27 | 26.86 | 25.34 |
| FinalGT | 41.... | 0 |
| Algorithm | Kobe | Traffic | Runner | Drop | Average |
| --- | --- | --- | --- | --- | --- |
| GMM-TP | 24.47,0.5246 | 25.08,0.7652 | 29.75,0.6995 | 34.76,0.6356 | 28.52,0.6562 |
| MMLE-GMM | 27.33,0.6962 | 25.68,0.7798 | 33.68,0.8224 | 39.86,0.7369 | 31.64,0.7588 | | | MMLE-MFA | 24.63,0.5291 | 22.66,0.6232 | 30.83,0.7331 | 35.66,0.6690 | 28.45,0.6386 |
| --- | --- | --- | --- | --- | --- |
| GAP-TV | 26.45,0.8448 | 20.89,0.7148 | 28.81,0.9092 | 34.74,0.9704 | 27.72,0.8598 |
| DeSCI | 33.25,0.9518 | 28.72,0.9251 | 38.76,0.9693 | 43.22,0.9925 | 35.99,0.9597 | | 1 |
| Algorithm | Kobe | Traffic | Runner | Drop | Average |
| --- | --- | --- | --- | --- | --- |
| GMM-TP | 24.47,0.5246 | 25.08,0.7652 | 29.75,0.6995 | 34.76,0.6356 | 28.52,0.6562 |
| MMLE-GMM | 27.33,0.6962 | 25.68,0.7798 | 33.68,0.8224 | 39.86,0.7369 | 31.64,0.7588 | | | InitDT | 36.62 | 33.12 | 32.72 | 33.36 | 32.49 | 30.66 | 29.11 | 26.85 | 37.27 | 37.08 | 35.72 | 38.61 | 31.70 | 34.84 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| FinalDT | 79.07 | 80.49 | 64.21 | 54.32 | 87.94 | 53.02 | 60.22 | 36.00 | 45.55 | N/A | 35.65 | 57.50 |... | 0 |
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