premise string | hypothesis string | label int64 |
|---|---|---|
| Networkconfiguration | Trainepochtime,sec |
| --- | --- |
| 4inceptionlayers,kernel=2,32filters | 158.69 | | | 8convolutionallayers,kernel=2,32filters | 88 |
| --- | --- |
| 4convolutionallayers,kernel=2,32filters | 64 |
| 4convolutionallayers+3LSTMlayers,kernel=2,32filters | 214 |
| 2convolutionallayers,kernel=2,32filters | 51 |
| 3LSTMlayerswithstate=256 | 2350 | | 1 |
| Networkconfiguration | Trainepochtime,sec |
| --- | --- |
| 4inceptionlayers,kernel=2,32filters | 158.69 | | | 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(128featuremaps) | 405 |
| ActivationLayer | 101 |
| AveragePoolingLayer | 3 |
| 2FullyConnected(256and10neurons) | 32 | | 0 |
| Networkconfiguration | Trainepochtime,sec |
| --- | --- |
| 4inceptionlayers,kernel=2,32filters | 158.69 |
| 8convolutionallayers,kernel=2,32filters | 88 |
| 4convolutionallayers,kernel=2,32filters | 64 |
| 4convolutionallayers+3LSTMlayers,kernel=2,32filters | 214 | | | 2convolutionallayers,kernel=2,32filters | 51 |
| --- | --- |
| 3LSTMlayerswithstate=256 | 2350 | | 1 |
| Networkconfiguration | Trainepochtime,sec |
| --- | --- |
| 4inceptionlayers,kernel=2,32filters | 158.69 |
| 8convolutionallayers,kernel=2,32filters | 88 |
| 4convolutionallayers,kernel=2,32filters | 64 |
| 4convolutionallayers+3LSTMlayers,kernel=2,32filters | 214 | | | ActivationLayer | 127 |
| --- | --- |
| Convlayer(128featuremaps) | 418 |
| Convlayer(128featuremaps) | 405 |
| ActivationLayer | 101 |
| AveragePoolingLayer | 3 |
| 2FullyConnected(256and10neurons) | 32 | | 0 |
| ObservationTimes | |
| --- | --- |
| k∆ | ∆4∆8∆12∆ |
| t0<br>t1<br>t2<br>t3<br>t4<br>t5 | 0.00.00.00.0<br>0.52.04.06.0<br>1.04.08.012.0<br>1.56.012.018.0<br>2.08.016.024.0<br>2.510.020.030.0 |
| k∆ | ∆4∆8∆12∆ | | | t0<br>t1<br>t2<br>t3<br>t4<br>t5 | 4.04.04.04.0<br>4.56.08.010.0<br>5.08.012.016.0<br>5.510.016.022.0<br>6.012.020.028.0<br>6.514.024.034.0 |
| --- | --- |
| k∆ | ∆4∆8∆12∆ |
| t0<br>t1<br>t2<br>t3<br>t4<br>t5 | 8.08.08.08.0<br>8.510.012.014.0<br>9.012.016.020.0<br>9.514.020.026.0<br>10.016.024.032.0<br>10.518.028.038.0 | | 1 |
| ObservationTimes | |
| --- | --- |
| k∆ | ∆4∆8∆12∆ |
| t0<br>t1<br>t2<br>t3<br>t4<br>t5 | 0.00.00.00.0<br>0.52.04.06.0<br>1.04.08.012.0<br>1.56.012.018.0<br>2.08.016.024.0<br>2.510.020.030.0 |
| k∆ | ∆4∆8∆12∆ | | | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| k | l | \|e\| | \|e\|T | H(1) | H(2) | =(2) | Time(1) | Time(2) |
| 5 | 5 | 50 | 9.98 | 7.35 | 0.53 | 0.42 | 0.0097 | 0.00087 |
| 5 | 5 | 100 | 19.71 | 15.74 | 0.76 | 0.48 | 0.0875 | 0.00223 |
| 10 | 10 | 50 | 11.12 | 8.30 | 0.50 | 0.07 | 0.5050 | 0.30963 |
| 10 | 10 | 100 | 21.93 | 16.78 | 0.67 | 0.18 | 20.45 | 1.31263 |
| 15 | 15 | 50 | 11.57 | 8.47 | 0.47 | 0.10 | 6.4578 | 55.22 | | 0 |
| ObservationTimes | |
| --- | --- |
| k∆ | ∆4∆8∆12∆ |
| t0<br>t1<br>t2<br>t3<br>t4<br>t5 | 0.00.00.00.0<br>0.52.04.06.0<br>1.04.08.012.0<br>1.56.012.018.0<br>2.08.016.024.0<br>2.510.020.030.0 |
| k∆ | ∆4∆8∆12∆ | | | t0<br>t1<br>t2<br>t3<br>t4<br>t5 | 4.04.04.04.0<br>4.56.08.010.0<br>5.08.012.016.0<br>5.510.016.022.0<br>6.012.020.028.0<br>6.514.024.034.0 |
| --- | --- |
| k∆ | ∆4∆8∆12∆ |
| t0<br>t1<br>t2<br>t3<br>t4<br>t5 | 8.08.08.08.0<br>8.510.012.014.0<br>9.012.016.020.0<br>9.514.020.026.0<br>10.016.024.032.0<br>10.518.028.038.0 | | 1 |
| ObservationTimes | |
| --- | --- |
| k∆ | ∆4∆8∆12∆ |
| t0<br>t1<br>t2<br>t3<br>t4<br>t5 | 0.00.00.00.0<br>0.52.04.06.0<br>1.04.08.012.0<br>1.56.012.018.0<br>2.08.016.024.0<br>2.510.020.030.0 |
| k∆ | ∆4∆8∆12∆ | | | 5 | 5 | 100 | 19.71 | 15.74 | 0.76 | 0.48 | 0.0875 | 0.00223 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 10 | 10 | 50 | 11.12 | 8.30 | 0.50 | 0.07 | 0.5050 | 0.30963 |
| 10 | 10 | 100 | 21.93 | 16.78 | 0.67 | 0.18 | 20.45 | 1.31263 |
| 15 | 15 | 50 | 11.57 | 8.47 | 0.47 | 0.10 | 6.4578 | 55.22 | | 0 |
| Strategy | uniform | sampling |
| --- | --- | --- |
| Sequential | 9.298 | 8.306 | | | Random | 8.297 | 7.159 |
| --- | --- | --- |
| DSDM | 3.330 | 3.223 |
| EMDM | 3.309 | 3.065 | | 1 |
| Strategy | uniform | sampling |
| --- | --- | --- |
| Sequential | 9.298 | 8.306 | | | Sampling | Pointsn. | Accuracy |
| --- | --- | --- |
| 1s | 13345 | 0.9732 |
| 10s | 1352 | 0.9415 |
| 30s | 462 | 0.9545 |
| 90s | 165 | 0.9939 |
| 120s | 129 | 0.9689 | | 0 |
| Strategy | uniform | sampling |
| --- | --- | --- |
| Sequential | 9.298 | 8.306 |
| Random | 8.297 | 7.159 | | | DSDM | 3.330 | 3.223 |
| --- | --- | --- |
| EMDM | 3.309 | 3.065 | | 1 |
| Strategy | uniform | sampling |
| --- | --- | --- |
| Sequential | 9.298 | 8.306 |
| Random | 8.297 | 7.159 | | | 90s | 165 | 0.9939 |
| --- | --- | --- |
| 120s | 129 | 0.9689 | | 0 |
| 1234567 |
| --- |
| 8.627.887.768.349.138.078.89<br>0.510.520.540.520.540.530.55<br>-8.9-5.0-9.0-4.3-14-5.6-10 | | | 71691.11.31.31.18.7<br>0.890.880.920.840.890.900.92 |
| --- |
| 10.94.818.274.4216.55.2111.0<br>4.566.674.222.601.853.621.01<br>-4.74-4.38-4.60-4.99-5.79-4.91-6.03 |
| 1.130.8921.321.471.721.261.17<br>0.830.850.900.820.860.890.89 | | 1 |
| 1234567 |
| --- |
| 8.627.887.768.349.138.078.89<br>0.510.520.540.520.540.530.55<br>-8.9-5.0-9.0-4.3-14-5.6-10 | | | 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<br>67.7758.7661.0054.07<br>66.9258.0960.6953.19<br>66.7358.4261.0255.23 | | 0 |
| 1234567 |
| --- |
| 8.627.887.768.349.138.078.89<br>0.510.520.540.520.540.530.55<br>-8.9-5.0-9.0-4.3-14-5.6-10 | | | 71691.11.31.31.18.7<br>0.890.880.920.840.890.900.92 |
| --- |
| 10.94.818.274.4216.55.2111.0<br>4.566.674.222.601.853.621.01<br>-4.74-4.38-4.60-4.99-5.79-4.91-6.03 |
| 1.130.8921.321.471.721.261.17<br>0.830.850.900.820.860.890.89 | | 1 |
| 1234567 |
| --- |
| 8.627.887.768.349.138.078.89<br>0.510.520.540.520.540.530.55<br>-8.9-5.0-9.0-4.3-14-5.6-10 | | | 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>66.9258.0960.6953.19<br>66.7358.4261.0255.23 | | 0 |
| ConnectionistTemporalClassification(CTC) |
| --- |
| FullyConnected(1770) |
| ...<br>3xBidirectionalRecurrent(1770)<br>... | | | 1-DConvolution(1770,window11,stride1) |
| --- |
| Max-Pooling(20ms/frame) |
| WaveformConvolutionorSpectrogram(161) |
| Waveform | | 1 |
| ConnectionistTemporalClassification(CTC) |
| --- |
| FullyConnected(1770) |
| ...<br>3xBidirectionalRecurrent(1770)<br>... | | | Input32×32RGBimage |
| --- |
| 5×5conv.64RELU<br>2×2max-poolingstride2 |
| 5×5conv.128RELU<br>2×2max-poolingstride2 |
| 3×3conv.256RELU<br>2×2avg-poolingstride2 |
| 4×4conv.512Sigmoid(fullyconnected)<br>0.5Dropout |
| 1×1conv.10(fullyconnected) |
| 10-waysoftmax | | 0 |
| ConnectionistTemporalClassification(CTC) |
| --- |
| FullyConnected(1770) |
| ...<br>3xBidirectionalRecurrent(1770)<br>... |
| 1-DConvolution(1770,window11,stride1) | | | Max-Pooling(20ms/frame) |
| --- |
| WaveformConvolutionorSpectrogram(161) |
| Waveform | | 1 |
| ConnectionistTemporalClassification(CTC) |
| --- |
| FullyConnected(1770) |
| ...<br>3xBidirectionalRecurrent(1770)<br>... |
| 1-DConvolution(1770,window11,stride1) | | | 1×1conv.10(fullyconnected) |
| --- |
| 10-waysoftmax | | 0 |
| Block | Participant | Bivariate-dimension |
| --- | --- | --- |
| 1 | P1,P6,P11,P16 | LL,LL,LC,LT,LCLyyyx |
| 2 | P2,P7,P12,P17 | LL,LC,LCL,LL,LTyyyx |
| 3 | P3,P8,P13,P18 | LC,LCL,LCT,LL,LLyyyx | | | 4 | P4,P9,P14,P19 | LT,LL,LL,LCL,LCyxyy |
| --- | --- | --- |
| 5 | P5,P10,P15,P20 | LCL,LT,LL,LC,LLyxyy | | 1 |
| Block | Participant | Bivariate-dimension |
| --- | --- | --- |
| 1 | P1,P6,P11,P16 | LL,LL,LC,LT,LCLyyyx |
| 2 | P2,P7,P12,P17 | LL,LC,LCL,LL,LTyyyx |
| 3 | P3,P8,P13,P18 | LC,LCL,LCT,LL,LLyyyx | | | Dataset | MMPC | HITON-PC | MMMB | HITON-MB | IAMB | mRMR | CMI | JMI |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| prostate | 9 | 8 | 175 | 98 | 2 | 5/20 | 15/5 | 20/20 |
| dexter | 8 | 8 | 11 | 10 | 4 | 25/20 | 25/20 | 25/25 |
| arcene | 4 | 4 | 5 | 6 | 3 | 5/10 | 15/20 | 35/35 |
| dorothea | 24 | 28 | - | - | 6 | 15/15 | 40/15 | 10/10 |
| leukemia | 1014 | - | - | - | 1 | 10/20 | 20/10 | 10/10 |
| breast-cancer | 8 | 6 | 10 | 7 | 4 | 40/35 | 40/25 | 35/40 | | 0 |
| Block | Participant | Bivariate-dimension |
| --- | --- | --- |
| 1 | P1,P6,P11,P16 | LL,LL,LC,LT,LCLyyyx |
| 2 | P2,P7,P12,P17 | LL,LC,LCL,LL,LTyyyx | | | 3 | P3,P8,P13,P18 | LC,LCL,LCT,LL,LLyyyx |
| --- | --- | --- |
| 4 | P4,P9,P14,P19 | LT,LL,LL,LCL,LCyxyy |
| 5 | P5,P10,P15,P20 | LCL,LT,LL,LC,LLyxyy | | 1 |
| Block | Participant | Bivariate-dimension |
| --- | --- | --- |
| 1 | P1,P6,P11,P16 | LL,LL,LC,LT,LCLyyyx |
| 2 | P2,P7,P12,P17 | LL,LC,LCL,LL,LTyyyx | | | arcene | 4 | 4 | 5 | 6 | 3 | 5/10 | 15/20 | 35/35 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| dorothea | 24 | 28 | - | - | 6 | 15/15 | 40/15 | 10/10 |
| leukemia | 1014 | - | - | - | 1 | 10/20 | 20/10 | 10/10 |
| breast-cancer | 8 | 6 | 10 | 7 | 4 | 40/35 | 40/25 | 35/40 | | 0 |
| n/V | ... | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | ... |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | ... | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | ... |
| 2 | ... | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | ... |
| 3 | ... | 0 | 0 | 1 | 0 | 2 | 0 | 1 | 0 | 0 | ... | | | 4 | ... | 0 | 1 | 0 | 3 | 0 | 3 | 0 | 1 | 0 | ... |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 5 | ... | 1 | 0 | 4 | 0 | 6 | 0 | 4 | 0 | 1 | ... | | 1 |
| n/V | ... | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | ... |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | ... | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | ... |
| 2 | ... | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | ... |
| 3 | ... | 0 | 0 | 1 | 0 | 2 | 0 | 1 | 0 | 0 | ... | | | 74618 | 0 | 3 | 15 | 167 | 108 | 11 | 196 | 2 | 1 | 60 | 1 | 15 | 38 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 0 | 8059 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 32 | 0 | 7245 | 0 | 1 | 3 | 29 | 8 | 0 | 6 | 6 | 0 | 0 | 0 |
| 7 | 0 | 0 | 120 | 1 | 0 | 1 | 2 | 0 | 0 | 5 | 0 | 0 | 0 |
| 131 | 1 | 0 | 11 | 6848 | 83 | 0 | 20 | 0 | 0 | 0 | 0 | 0 | 1 |
| 26 | 0 | 0 | 2 | 56 | 606 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1 | 0 | 0 | 0 | 0 | 0 | 42 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 44 | 4 | 3 | 2 | 25 | 0 | 0 | 2317 | 0 | 0 | 0 | 0 | 1 | 0 |
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 0 | 0 | 2 | 0 | 10 | 0 | 0 | 0 | 0 | 93 | 0 | 0 | 0 | 0 |
| 145 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 158 | 0 | 0 | 0 |
| 9 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 7010 | 0 | 127 |
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 9 | 0 | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 13 | 0 | 816 |
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 0 | 8 | 0 | 0 | 12 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 0 | 0 | | 0 |
| n/V | ... | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | ... |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | ... | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | ... |
| 2 | ... | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | ... |
| 3 | ... | 0 | 0 | 1 | 0 | 2 | 0 | 1 | 0 | 0 | ... | | | 4 | ... | 0 | 1 | 0 | 3 | 0 | 3 | 0 | 1 | 0 | ... |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 5 | ... | 1 | 0 | 4 | 0 | 6 | 0 | 4 | 0 | 1 | ... | | 1 |
| n/V | ... | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | ... |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | ... | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | ... |
| 2 | ... | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | ... |
| 3 | ... | 0 | 0 | 1 | 0 | 2 | 0 | 1 | 0 | 0 | ... | | | 131 | 1 | 0 | 11 | 6848 | 83 | 0 | 20 | 0 | 0 | 0 | 0 | 0 | 1 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 26 | 0 | 0 | 2 | 56 | 606 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1 | 0 | 0 | 0 | 0 | 0 | 42 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 44 | 4 | 3 | 2 | 25 | 0 | 0 | 2317 | 0 | 0 | 0 | 0 | 1 | 0 |
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 0 | 0 | 2 | 0 | 10 | 0 | 0 | 0 | 0 | 93 | 0 | 0 | 0 | 0 |
| 145 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 158 | 0 | 0 | 0 |
| 9 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 7010 | 0 | 127 |
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 9 | 0 | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 13 | 0 | 816 |
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 0 | 8 | 0 | 0 | 12 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 0 | 0 | | 0 |
| OcclusionLocation | MeanFeature<br>SignChange<br>Layer5 | MeanFeature<br>SignChange<br>Layer7 |
| --- | --- | --- |
| RightEye | 0.067±0.007 | 0.069±0.015 |
| LeftEye | 0.069±0.007 | 0.068±0.013 | | | Nose | 0.079±0.017 | 0.069±0.011 |
| --- | --- | --- |
| Random | 0.107±0.017 | 0.073±0.014 | | 1 |
| OcclusionLocation | MeanFeature<br>SignChange<br>Layer5 | MeanFeature<br>SignChange<br>Layer7 |
| --- | --- | --- |
| RightEye | 0.067±0.007 | 0.069±0.015 |
| LeftEye | 0.069±0.007 | 0.068±0.013 | | | Conv.Layers | ODS | OIS | AP |
| --- | --- | --- | --- |
| st<br>1 | 0.66 | 0.68 | 0.69 |
| 2 | 0.71 | 0.74 | 0.76 |
| 3 | 0.74 | 0.75 | 0.79 |
| 4 | 0.74 | 0.76 | 0.79 |
| 5 | 0.73 | 0.74 | 0.77 |
| All | 0.75 | 0.77 | 0.81 | | 0 |
| OcclusionLocation | MeanFeature<br>SignChange<br>Layer5 | MeanFeature<br>SignChange<br>Layer7 |
| --- | --- | --- |
| RightEye | 0.067±0.007 | 0.069±0.015 |
| LeftEye | 0.069±0.007 | 0.068±0.013 | | | Nose | 0.079±0.017 | 0.069±0.011 |
| --- | --- | --- |
| Random | 0.107±0.017 | 0.073±0.014 | | 1 |
| OcclusionLocation | MeanFeature<br>SignChange<br>Layer5 | MeanFeature<br>SignChange<br>Layer7 |
| --- | --- | --- |
| RightEye | 0.067±0.007 | 0.069±0.015 |
| LeftEye | 0.069±0.007 | 0.068±0.013 | | | 3 | 0.74 | 0.75 | 0.79 |
| --- | --- | --- | --- |
| 4 | 0.74 | 0.76 | 0.79 |
| 5 | 0.73 | 0.74 | 0.77 |
| All | 0.75 | 0.77 | 0.81 | | 0 |
| GT | DetectedBox<br>BSLAGLAGCL | TruePositive<br>BSLAGLAGCL | Recall<br>BSLAGLAGCL |
| --- | --- | --- | --- |
| 180 | 734687620 | 138162190 | 0.460.580.66 |
| 146 | 394342390 | 369320366 | 0.990.991.00 |
| 153 | 743544546 | 205218228 | 0.550.640.72 |
| 123 | 595616501 | 221232242 | 0.760.800.87 | | | 85 | 291262278 | 106116148 | 0.650.690.79 |
| --- | --- | --- | --- |
| 79 | 296293295 | 162828 | 0.190.320.32 |
| 120 | 558535526 | 175189210 | 0.760.800.82 |
| 98 | 394359347 | 7980106 | 0.450.460.49 |
| 984 | 393536173498 | 130913451518 | 0.660.680.73 | | 1 |
| GT | DetectedBox<br>BSLAGLAGCL | TruePositive<br>BSLAGLAGCL | Recall<br>BSLAGLAGCL |
| --- | --- | --- | --- |
| 180 | 734687620 | 138162190 | 0.460.580.66 |
| 146 | 394342390 | 369320366 | 0.990.991.00 |
| 153 | 743544546 | 205218228 | 0.550.640.72 |
| 123 | 595616501 | 221232242 | 0.760.800.87 | | | Accuracy | Precision | Recall |
| --- | --- | --- |
| 61.7<br>64.1<br>64.5<br>66.1 | 0.579<br>0.609<br>0.748<br>0.698 | 0.551<br>0.537<br>0.485<br>0.540 |
| 51.15 | - | - |
| 65.2<br>62.8<br>69.2 | 0.610<br>0.652<br>0.684 | 0.563<br>0.522<br>0.623 |
| 70.8 | 0.718 | 0.612 | | 0 |
| GT | DetectedBox<br>BSLAGLAGCL | TruePositive<br>BSLAGLAGCL | Recall<br>BSLAGLAGCL |
| --- | --- | --- | --- |
| 180 | 734687620 | 138162190 | 0.460.580.66 |
| 146 | 394342390 | 369320366 | 0.990.991.00 |
| 153 | 743544546 | 205218228 | 0.550.640.72 |
| 123 | 595616501 | 221232242 | 0.760.800.87 |
| 85 | 291262278 | 106116148 | 0.650.690.79 | | | 79 | 296293295 | 162828 | 0.190.320.32 |
| --- | --- | --- | --- |
| 120 | 558535526 | 175189210 | 0.760.800.82 |
| 98 | 394359347 | 7980106 | 0.450.460.49 |
| 984 | 393536173498 | 130913451518 | 0.660.680.73 | | 1 |
| GT | DetectedBox<br>BSLAGLAGCL | TruePositive<br>BSLAGLAGCL | Recall<br>BSLAGLAGCL |
| --- | --- | --- | --- |
| 180 | 734687620 | 138162190 | 0.460.580.66 |
| 146 | 394342390 | 369320366 | 0.990.991.00 |
| 153 | 743544546 | 205218228 | 0.550.640.72 |
| 123 | 595616501 | 221232242 | 0.760.800.87 |
| 85 | 291262278 | 106116148 | 0.650.690.79 | | | 65.2<br>62.8<br>69.2 | 0.610<br>0.652<br>0.684 | 0.563<br>0.522<br>0.623 |
| --- | --- | --- |
| 70.8 | 0.718 | 0.612 | | 0 |
| m | u | bias | variance | |
| --- | --- | --- | --- | --- |
| analysis | simulation | | | |
| 50 | 1950 | 0.00005 | 0.0200 | 0.0217 |
| 100 | 1900 | 0.0189 | 0.0100 | 0.0104 | | | 500 | 1500 | 0.0011 | 0.0020 | 0.0023 |
| --- | --- | --- | --- | --- |
| 1000 | 1000 | 0.00001 | 0.0010 | 0.0009 |
| 1500 | 500 | 0.0107 | 0.0007 | 0.0006 | | 1 |
| m | u | bias | variance | |
| --- | --- | --- | --- | --- |
| analysis | simulation | | | |
| 50 | 1950 | 0.00005 | 0.0200 | 0.0217 |
| 100 | 1900 | 0.0189 | 0.0100 | 0.0104 | | | Period | Mean(·) | Median(·) | Variance(·) | MAX(·) | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| LB | UB | LB | UB | LB | UB | LB | UB | |
| I | 30.2 | 67.8 | 4 | 45 | 1498.1 | 4094.3 | 225 | 432 |
| II | 48.6 | 100.8 | 42 | 93 | 1195.1 | 6298.3 | 306 | 621 |
| III | 11.1 | 33.0 | 2 | 29 | 223.6 | 270.8 | 64 | 100 |
| IV | 1.9 | 23.8 | 1 | 23 | 26.32 | 92.7 | 40 | 65 |
| V | 33.4 | 127.9 | 8 | 105 | 1132.7 | 7465.2 | 266 | 605 | | 0 |
| m | u | bias | variance | |
| --- | --- | --- | --- | --- |
| analysis | simulation | | | |
| 50 | 1950 | 0.00005 | 0.0200 | 0.0217 |
| 100 | 1900 | 0.0189 | 0.0100 | 0.0104 |
| 500 | 1500 | 0.0011 | 0.0020 | 0.0023 | | | 1000 | 1000 | 0.00001 | 0.0010 | 0.0009 |
| --- | --- | --- | --- | --- |
| 1500 | 500 | 0.0107 | 0.0007 | 0.0006 | | 1 |
| m | u | bias | variance | |
| --- | --- | --- | --- | --- |
| analysis | simulation | | | |
| 50 | 1950 | 0.00005 | 0.0200 | 0.0217 |
| 100 | 1900 | 0.0189 | 0.0100 | 0.0104 |
| 500 | 1500 | 0.0011 | 0.0020 | 0.0023 | | | III | 11.1 | 33.0 | 2 | 29 | 223.6 | 270.8 | 64 | 100 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| IV | 1.9 | 23.8 | 1 | 23 | 26.32 | 92.7 | 40 | 65 |
| V | 33.4 | 127.9 | 8 | 105 | 1132.7 | 7465.2 | 266 | 605 | | 0 |
| Object | Upperbound | Mean | StandardDeviation |
| --- | --- | --- | --- |
| Drum | 3.31 | 1.36 | 0.14 |
| Plane | 3.50 | 2.00 | 0.42 |
| Piano | 3.34 | 1.67 | 0.26 |
| Speedboat | 2.69 | 1.71 | 0.33 | | | Guitar | 2.14 | 1.37 | 0.20 |
| --- | --- | --- | --- |
| Dog | 5.41 | 1.58 | 0.31 |
| All | 4.68 | 2.83 | 0.61 | | 1 |
| Object | Upperbound | Mean | StandardDeviation |
| --- | --- | --- | --- |
| Drum | 3.31 | 1.36 | 0.14 |
| Plane | 3.50 | 2.00 | 0.42 |
| Piano | 3.34 | 1.67 | 0.26 |
| Speedboat | 2.69 | 1.71 | 0.33 | | | Methods | aeroplane | bicycle | boat | bottle | bus | car | chair | diningtable | motorbike | sofa | train | tvmonitor | Average |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ObjectDetection(AP) | | | | | | | | | | | | | |
| DPM | 42.2 | 49.6 | 6.0 | 20.0 | 54.1 | 38.3 | 15.0 | 9.0 | 33.1 | 18.9 | 36.4 | 33.2 | 29.6 |
| R-CNN | 72.4 | 68.7 | 34.0 | – | 73.0 | 62.3 | 33.0 | 35.2 | 70.7 | 49.6 | 70.1 | 57.2 | 56.9 |
| Oursw/oExtra | 76.3 | 73.4 | 43.4 | 44.7 | 74.5 | 63.3 | 35.4 | 32.4 | 74.9 | 51.9 | 74.1 | 60.9 | 58.8 |
| OursFull | 76.5 | 74.0 | 42.4 | 47.0 | 74.5 | 64.7 | 38.5 | 38.6 | 76.7 | 55.1 | 74.8 | 65.3 | 60.7 |
| JointObjectDetectionandPoseEstimation(4ViewsAVP) | | | | | | | | | | | | | |
| VDPM | 34.6 | 41.7 | 1.5 | – | 26.1 | 20.2 | 6.8 | 3.1 | 30.4 | 5.1 | 10.7 | 34.7 | 19.5 |
| DPM-VOC+VP | 39.4 | 43.9 | 0.3 | – | 49.1 | 37.6 | 6.1 | 3.0 | 32.2 | 11.8 | 12.5 | 33.2 | 24.5 |
| Oursw/oExtra | 62.3 | 56.6 | 18.0 | – | 62.0 | 40.9 | 19.3 | 14.9 | 62.3 | 44.1 | 58.1 | 58.5 | 45.2 |
| OursFull | 61.4 | 60.4 | 21.1 | – | 63.0 | 48.7 | 23.8 | 17.4 | 60.7 | 47.8 | 55.9 | 62.3 | 47.5 |
| JointObjectDetectionandPoseEstimation(8ViewsAVP) | | | | | | | | | | | | | |
| VDPM | 23.4 | 36.5 | 1.0 | – | 35.5 | 23.5 | 5.8 | 3.6 | 25.1 | 12.5 | 10.9 | 27.4 | 18.7 |
| DPM-VOC+VP | 29.7 | 42.6 | 0.4 | – | 39.5 | 36.8 | 9.4 | 2.6 | 32.9 | 11.0 | 10.3 | 28.6 | 22.2 |
| Oursw/oExtra | 45.9 | 25.5 | 11.1 | – | 37.7 | 34.6 | 15.2 | 7.4 | 37.1 | 33.0 | 42.5 | 24.3 | 28.6 |
| OursFull | 48.8 | 36.3 | 16.4 | – | 39.8 | 37.2 | 19.1 | 13.2 | 37.0 | 32.1 | 44.4 | 26.9 | 31.9 |
| JointObjectDetectionandPoseEstimation(16ViewsAVP) | | | | | | | | | | | | | |
| VDPM | 15.4 | 18.4 | 0.5 | – | 46.9 | 18.1 | 6.0 | 2.2 | 16.1 | 10.0 | 22.1 | 16.3 | 15.6 |
| DPM-VOC+VP | 17.0 | 24.7 | 1.0 | – | 49.0 | 30.1 | 6.6 | 3.0 | 17.2 | 7.7 | 20.4 | 20.2 | 17.9 |
| Oursw/oExtra | 23.3 | 19.2 | 8.4 | – | 52.6 | 27.0 | 9.9 | 5.1 | 23.6 | 20.9 | 27.4 | 27.9 | 22.3 |
| OursFull | 28.0 | 23.7 | 10.7 | – | 50.8 | 31.4 | 14.3 | 9.4 | 23.4 | 19.5 | 30.7 | 27.8 | 24.5 |
| JointObjectDetectionandPoseEstimation(24ViewsAVP) | | | | | | | | | | | | | |
| VDPM | 8.0 | 14.3 | 0.3 | – | 39.2 | 13.7 | 4.4 | 3.6 | 10.1 | 8.2 | 20.0 | 11.2 | 12.1 |
| DPM-VOC+VP | 10.6 | 16.7 | 2.2 | – | 43.5 | 25.4 | 4.4 | 2.3 | 11.3 | 4.9 | 22.4 | 14.4 | 14.4 |
| Oursw/oExtra | 18.9 | 10.5 | 6.7 | – | 34.3 | 23.3 | 8.3 | 6.5 | 20.6 | 17.5 | 33.8 | 17.0 | 17.9 |
| OursFull | 20.7 | 16.4 | 7.9 | – | 34.6 | 24.6 | 9.4 | 7.6 | 19.9 | 20.0 | 32.7 | 18.2 | 19.3 | | 0 |
| Object | Upperbound | Mean | StandardDeviation |
| --- | --- | --- | --- |
| Drum | 3.31 | 1.36 | 0.14 | | | Plane | 3.50 | 2.00 | 0.42 |
| --- | --- | --- | --- |
| Piano | 3.34 | 1.67 | 0.26 |
| Speedboat | 2.69 | 1.71 | 0.33 |
| Guitar | 2.14 | 1.37 | 0.20 |
| Dog | 5.41 | 1.58 | 0.31 |
| All | 4.68 | 2.83 | 0.61 | | 1 |
| Object | Upperbound | Mean | StandardDeviation |
| --- | --- | --- | --- |
| Drum | 3.31 | 1.36 | 0.14 | | | DPM-VOC+VP | 29.7 | 42.6 | 0.4 | – | 39.5 | 36.8 | 9.4 | 2.6 | 32.9 | 11.0 | 10.3 | 28.6 | 22.2 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Oursw/oExtra | 45.9 | 25.5 | 11.1 | – | 37.7 | 34.6 | 15.2 | 7.4 | 37.1 | 33.0 | 42.5 | 24.3 | 28.6 |
| OursFull | 48.8 | 36.3 | 16.4 | – | 39.8 | 37.2 | 19.1 | 13.2 | 37.0 | 32.1 | 44.4 | 26.9 | 31.9 |
| JointObjectDetectionandPoseEstimation(16ViewsAVP) | | | | | | | | | | | | | |
| VDPM | 15.4 | 18.4 | 0.5 | – | 46.9 | 18.1 | 6.0 | 2.2 | 16.1 | 10.0 | 22.1 | 16.3 | 15.6 |
| DPM-VOC+VP | 17.0 | 24.7 | 1.0 | – | 49.0 | 30.1 | 6.6 | 3.0 | 17.2 | 7.7 | 20.4 | 20.2 | 17.9 |
| Oursw/oExtra | 23.3 | 19.2 | 8.4 | – | 52.6 | 27.0 | 9.9 | 5.1 | 23.6 | 20.9 | 27.4 | 27.9 | 22.3 |
| OursFull | 28.0 | 23.7 | 10.7 | – | 50.8 | 31.4 | 14.3 | 9.4 | 23.4 | 19.5 | 30.7 | 27.8 | 24.5 |
| JointObjectDetectionandPoseEstimation(24ViewsAVP) | | | | | | | | | | | | | |
| VDPM | 8.0 | 14.3 | 0.3 | – | 39.2 | 13.7 | 4.4 | 3.6 | 10.1 | 8.2 | 20.0 | 11.2 | 12.1 |
| DPM-VOC+VP | 10.6 | 16.7 | 2.2 | – | 43.5 | 25.4 | 4.4 | 2.3 | 11.3 | 4.9 | 22.4 | 14.4 | 14.4 |
| Oursw/oExtra | 18.9 | 10.5 | 6.7 | – | 34.3 | 23.3 | 8.3 | 6.5 | 20.6 | 17.5 | 33.8 | 17.0 | 17.9 |
| OursFull | 20.7 | 16.4 | 7.9 | – | 34.6 | 24.6 | 9.4 | 7.6 | 19.9 | 20.0 | 32.7 | 18.2 | 19.3 | | 0 |
| | L1MB | GS | TC-bw | TC | IAMB | IAMB1 | IAMB2 | IAMB3 | OR-SGBN |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Factors | 47.66 | 50.74 | 49.40 | 49.74 | 50.28 | 49.70 | 50.28 | 50.28 | 17.70 |
| Alarm | 36.04 | 37.72 | 36.86 | 39.24 | 40.96 | 37.30 | 40.96 | 40.96 | 23.14 |
| Barley | 71.70 | 72.30 | 72.60 | 80.76 | 82.96 | 69.76 | 82.96 | 82.96 | 48.70 | | | Carpo | 71.96 | 76.30 | 75.14 | 77.38 | 77.18 | 77.36 | 77.18 | 77.18 | 14.56 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Chain | 2.66 | 2.44 | 2.76 | 2.22 | 2.36 | 2.50 | 2.36 | 2.36 | 3.52 |
| Hailfinder | 60.00 | 62.04 | 63.16 | 65.42 | 66.40 | 60.90 | 66.40 | 66.40 | 28.66 |
| Insurance | 42.80 | 42.16 | 41.72 | 44.06 | 48.08 | 41.42 | 48.08 | 48.08 | 31.20 |
| Mildew | 46.22 | 46.46 | 45.46 | 49.82 | 52.48 | 44.82 | 52.48 | 52.48 | 33.86 |
| Water | 64.52 | 65.02 | 63.70 | 68.06 | 74.22 | 63.48 | 74.22 | 74.22 | 46.74 | | 1 |
| | L1MB | GS | TC-bw | TC | IAMB | IAMB1 | IAMB2 | IAMB3 | OR-SGBN |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Factors | 47.66 | 50.74 | 49.40 | 49.74 | 50.28 | 49.70 | 50.28 | 50.28 | 17.70 |
| Alarm | 36.04 | 37.72 | 36.86 | 39.24 | 40.96 | 37.30 | 40.96 | 40.96 | 23.14 |
| Barley | 71.70 | 72.30 | 72.60 | 80.76 | 82.96 | 69.76 | 82.96 | 82.96 | 48.70 | | | | m2 | m3 | m4 | m5 | m6 |
| --- | --- | --- | --- | --- | --- |
| Nsw | 9530 | 9530 | 9530 | 9530 | 9530 |
| N | 9159 | 9159 | 9159 | 9159 | 9159 |
| Ksw | 22305 | 43894 | 64161 | 83192 | 101104 |
| K | 14627 | 28494 | 41472 | 53596 | 64840 |
| Lsw | 3.59 | 2.92 | 2.70 | 2.55 | 2.45 |
| L | 6.42 | 4.73 | 4.12 | 3.79 | 3.58 |
| Dsw | 16 | 9 | 7 | 6 | 6 |
| D | 26 | 15 | 11 | 10 | 8 |
| Csw | 0.15 | 0.55 | 0.63 | 0.66 | 0.68 |
| C | 0.01 | 0.47 | 0.56 | 0.60 | 0.64 |
| ωsw | 5 | 5 | 5 | 5 | 5 |
| ω | 15 | 15 | 15 | 15 | 15 | | 0 |
| | L1MB | GS | TC-bw | TC | IAMB | IAMB1 | IAMB2 | IAMB3 | OR-SGBN |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Factors | 47.66 | 50.74 | 49.40 | 49.74 | 50.28 | 49.70 | 50.28 | 50.28 | 17.70 |
| Alarm | 36.04 | 37.72 | 36.86 | 39.24 | 40.96 | 37.30 | 40.96 | 40.96 | 23.14 |
| Barley | 71.70 | 72.30 | 72.60 | 80.76 | 82.96 | 69.76 | 82.96 | 82.96 | 48.70 |
| Carpo | 71.96 | 76.30 | 75.14 | 77.38 | 77.18 | 77.36 | 77.18 | 77.18 | 14.56 |
| Chain | 2.66 | 2.44 | 2.76 | 2.22 | 2.36 | 2.50 | 2.36 | 2.36 | 3.52 |
| Hailfinder | 60.00 | 62.04 | 63.16 | 65.42 | 66.40 | 60.90 | 66.40 | 66.40 | 28.66 | | | Insurance | 42.80 | 42.16 | 41.72 | 44.06 | 48.08 | 41.42 | 48.08 | 48.08 | 31.20 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Mildew | 46.22 | 46.46 | 45.46 | 49.82 | 52.48 | 44.82 | 52.48 | 52.48 | 33.86 |
| Water | 64.52 | 65.02 | 63.70 | 68.06 | 74.22 | 63.48 | 74.22 | 74.22 | 46.74 | | 1 |
| | L1MB | GS | TC-bw | TC | IAMB | IAMB1 | IAMB2 | IAMB3 | OR-SGBN |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Factors | 47.66 | 50.74 | 49.40 | 49.74 | 50.28 | 49.70 | 50.28 | 50.28 | 17.70 |
| Alarm | 36.04 | 37.72 | 36.86 | 39.24 | 40.96 | 37.30 | 40.96 | 40.96 | 23.14 |
| Barley | 71.70 | 72.30 | 72.60 | 80.76 | 82.96 | 69.76 | 82.96 | 82.96 | 48.70 |
| Carpo | 71.96 | 76.30 | 75.14 | 77.38 | 77.18 | 77.36 | 77.18 | 77.18 | 14.56 |
| Chain | 2.66 | 2.44 | 2.76 | 2.22 | 2.36 | 2.50 | 2.36 | 2.36 | 3.52 |
| Hailfinder | 60.00 | 62.04 | 63.16 | 65.42 | 66.40 | 60.90 | 66.40 | 66.40 | 28.66 | | | Ksw | 22305 | 43894 | 64161 | 83192 | 101104 |
| --- | --- | --- | --- | --- | --- |
| K | 14627 | 28494 | 41472 | 53596 | 64840 |
| Lsw | 3.59 | 2.92 | 2.70 | 2.55 | 2.45 |
| L | 6.42 | 4.73 | 4.12 | 3.79 | 3.58 |
| Dsw | 16 | 9 | 7 | 6 | 6 |
| D | 26 | 15 | 11 | 10 | 8 |
| Csw | 0.15 | 0.55 | 0.63 | 0.66 | 0.68 |
| C | 0.01 | 0.47 | 0.56 | 0.60 | 0.64 |
| ωsw | 5 | 5 | 5 | 5 | 5 |
| ω | 15 | 15 | 15 | 15 | 15 | | 0 |
| Model(datasetI) | Accuracy | Precision | Recall | F1 |
| --- | --- | --- | --- | --- |
| NaiveBayes | 0.8813 | 0.8122 | 0.5988 | 0.6894 |
| LogisticRegression | 0.8538 | 0.6270 | 0.8274 | 0.7134 | | | SVM | 0.8774 | 0.6836 | 0.8237 | 0.7471 |
| --- | --- | --- | --- | --- |
| RandomForest | 0.9361 | 0.9176 | 0.7795 | 0.8429 | | 1 |
| Model(datasetI) | Accuracy | Precision | Recall | F1 |
| --- | --- | --- | --- | --- |
| NaiveBayes | 0.8813 | 0.8122 | 0.5988 | 0.6894 |
| LogisticRegression | 0.8538 | 0.6270 | 0.8274 | 0.7134 | | | Model | Precision | Recall | F1 |
| --- | --- | --- | --- |
| SVMfact | 100.00 | 40.20 | 57.34 |
| NNfact | 87.14 | 59.80 | 70.93 |
| NNfactart | 87.18 | 66.67 | 75.56 |
| NNfactsupvart | 90.00 | 70.59 | 79.12 | | 0 |
| Model(datasetI) | Accuracy | Precision | Recall | F1 |
| --- | --- | --- | --- | --- |
| NaiveBayes | 0.8813 | 0.8122 | 0.5988 | 0.6894 |
| LogisticRegression | 0.8538 | 0.6270 | 0.8274 | 0.7134 | | | SVM | 0.8774 | 0.6836 | 0.8237 | 0.7471 |
| --- | --- | --- | --- | --- |
| RandomForest | 0.9361 | 0.9176 | 0.7795 | 0.8429 | | 1 |
| Model(datasetI) | Accuracy | Precision | Recall | F1 |
| --- | --- | --- | --- | --- |
| NaiveBayes | 0.8813 | 0.8122 | 0.5988 | 0.6894 |
| LogisticRegression | 0.8538 | 0.6270 | 0.8274 | 0.7134 | | | NNfact | 87.14 | 59.80 | 70.93 |
| --- | --- | --- | --- |
| NNfactart | 87.18 | 66.67 | 75.56 |
| NNfactsupvart | 90.00 | 70.59 | 79.12 | | 0 |
| MEM(GB) | CPU(units) | BW(G) | VM |
| --- | --- | --- | --- |
| 1.7 | 1(1coresx1units) | 160 | 1-1(1) |
| 7.5 | 4(2coresx2units) | 850 | 1-2(2) |
| 15.0 | 8(4coresx2units) | 1690 | 1-3(3) |
| 17.1 | 6.5(2coresx3.25units) | 420 | 2-1(4) |
| 34.2 | 13(4coresx3.25units) | 850 | 2-2(5) | | | 68.4 | 26(8coresx3.25units) | 1690 | 2-3(6) |
| --- | --- | --- | --- |
| 1.7 | 5(2coresx2.5units) | 350 | 3-1(7) |
| 7.0 | 20(8coresx2.5units) | 1690 | 3-2(8) | | 1 |
| MEM(GB) | CPU(units) | BW(G) | VM |
| --- | --- | --- | --- |
| 1.7 | 1(1coresx1units) | 160 | 1-1(1) |
| 7.5 | 4(2coresx2units) | 850 | 1-2(2) |
| 15.0 | 8(4coresx2units) | 1690 | 1-3(3) |
| 17.1 | 6.5(2coresx3.25units) | 420 | 2-1(4) |
| 34.2 | 13(4coresx3.25units) | 850 | 2-2(5) | | | ComputeUnits | Memory | Storage | VMType |
| --- | --- | --- | --- |
| 1units | 1.875GB | 211.25GB | 1-1(1) |
| 4units | 7.5GB | 845GB | 1-2(2) |
| 8units | 15GB | 1690GB | 1-3(3) |
| 6.5units | 17.1GB | 422.5GB | 2-1(4) |
| 13units | 34.2GB | 845GB | 2-2(5) |
| 26units | 68.4GB | 1690GB | 2-3(6) |
| 5units | 1.875GB | 422.5GB | 3-1(7) |
| 20units | 7GB | 1690GB | 3-2(8) | | 0 |
| MEM(GB) | CPU(units) | BW(G) | VM |
| --- | --- | --- | --- |
| 1.7 | 1(1coresx1units) | 160 | 1-1(1) |
| 7.5 | 4(2coresx2units) | 850 | 1-2(2) |
| 15.0 | 8(4coresx2units) | 1690 | 1-3(3) |
| 17.1 | 6.5(2coresx3.25units) | 420 | 2-1(4) | | | 34.2 | 13(4coresx3.25units) | 850 | 2-2(5) |
| --- | --- | --- | --- |
| 68.4 | 26(8coresx3.25units) | 1690 | 2-3(6) |
| 1.7 | 5(2coresx2.5units) | 350 | 3-1(7) |
| 7.0 | 20(8coresx2.5units) | 1690 | 3-2(8) | | 1 |
| MEM(GB) | CPU(units) | BW(G) | VM |
| --- | --- | --- | --- |
| 1.7 | 1(1coresx1units) | 160 | 1-1(1) |
| 7.5 | 4(2coresx2units) | 850 | 1-2(2) |
| 15.0 | 8(4coresx2units) | 1690 | 1-3(3) |
| 17.1 | 6.5(2coresx3.25units) | 420 | 2-1(4) | | | 6.5units | 17.1GB | 422.5GB | 2-1(4) |
| --- | --- | --- | --- |
| 13units | 34.2GB | 845GB | 2-2(5) |
| 26units | 68.4GB | 1690GB | 2-3(6) |
| 5units | 1.875GB | 422.5GB | 3-1(7) |
| 20units | 7GB | 1690GB | 3-2(8) | | 0 |
| Sequence | SGL | Centroid | NDL | Proposed |
| --- | --- | --- | --- | --- |
| Car | 23.6366 | 28.3825 | 29.1869 | 28.2689 |
| 0.7558 | 0.8539 | 0.8743 | 0.8624 | |
| 136.8 | 13564 | 10261 | 574.1 | |
| Carfront | 16.8052 | 20.1188 | 20.3457 | 20.9223 |
| 0.6920 | 0.8048 | 0.8041 | 0.8375 | |
| 15.5 | 1610.7 | 1793.1 | 1.0535 | |
| Desert | 21.1075 | 26.2154 | 23.3818 | 30.2849 |
| 0.7299 | 0.8231 | 0.7605 | 0.9258 | |
| 112.3 | 13778 | 11901 | 1.1621 | |
| Road | 24.8007 | 28.1933 | 27.6135 | 32.1232 | | | 0.7479 | 0.8273 | 0.8125 | 0.9005 |
| --- | --- | --- | --- |
| 107.3 | 13309 | 11287 | 1.1252 | | 1 |
| Sequence | SGL | Centroid | NDL | Proposed |
| --- | --- | --- | --- | --- |
| Car | 23.6366 | 28.3825 | 29.1869 | 28.2689 |
| 0.7558 | 0.8539 | 0.8743 | 0.8624 | |
| 136.8 | 13564 | 10261 | 574.1 | |
| Carfront | 16.8052 | 20.1188 | 20.3457 | 20.9223 |
| 0.6920 | 0.8048 | 0.8041 | 0.8375 | |
| 15.5 | 1610.7 | 1793.1 | 1.0535 | |
| Desert | 21.1075 | 26.2154 | 23.3818 | 30.2849 |
| 0.7299 | 0.8231 | 0.7605 | 0.9258 | |
| 112.3 | 13778 | 11901 | 1.1621 | |
| Road | 24.8007 | 28.1933 | 27.6135 | 32.1232 | | | Sequence | SGL | SGL<br>+Proposed | Centroid | Centroid<br>+Proposed | NDL | NDL<br>+Proposed |
| --- | --- | --- | --- | --- | --- | --- |
| Car | 23.6366 | 22.9945 | 28.3825 | 29.7958 | 29.1869 | 30.5191 |
| 0.7558 | 0.7609 | 0.8539 | 0.8867 | 0.8743 | 0.8960 | |
| 136.8 | 606.2 | 13564 | 1232.3 | 10261 | 2665.2 | |
| Carfront | 16.8052 | 17.7973 | 20.1188 | 20.9859 | 20.3457 | 22.2137 |
| 0.6920 | 0.7214 | 0.8048 | 0.8419 | 0.8041 | 0.8665 | |
| 15.5 | 4.2 | 1610.7 | 65.1 | 1793.1 | 346.0 | |
| Desert | 21.1075 | 21.9822 | 26.2154 | 30.3749 | 23.3818 | 30.4087 |
| 0.7299 | 0.7941 | 0.8231 | 0.9273 | 0.7605 | 0.9292 | |
| 112.3 | 10.5 | 13778 | 78.8 | 11901 | 917.1 | |
| Road | 24.8007 | 24.8087 | 28.1933 | 32.3209 | 27.6135 | 33.0020 |
| 0.7479 | 0.7974 | 0.8273 | 0.9013 | 0.8125 | 0.9040 | |
| 107.3 | 14.2 | 13309 | 177.6 | 11287 | 1344.7 | | | 0 |
| Sequence | SGL | Centroid | NDL | Proposed |
| --- | --- | --- | --- | --- |
| Car | 23.6366 | 28.3825 | 29.1869 | 28.2689 |
| 0.7558 | 0.8539 | 0.8743 | 0.8624 | |
| 136.8 | 13564 | 10261 | 574.1 | |
| Carfront | 16.8052 | 20.1188 | 20.3457 | 20.9223 |
| 0.6920 | 0.8048 | 0.8041 | 0.8375 | |
| 15.5 | 1610.7 | 1793.1 | 1.0535 | |
| Desert | 21.1075 | 26.2154 | 23.3818 | 30.2849 |
| 0.7299 | 0.8231 | 0.7605 | 0.9258 | |
| 112.3 | 13778 | 11901 | 1.1621 | |
| Road | 24.8007 | 28.1933 | 27.6135 | 32.1232 | | | 0.7479 | 0.8273 | 0.8125 | 0.9005 |
| --- | --- | --- | --- |
| 107.3 | 13309 | 11287 | 1.1252 | | 1 |
| Sequence | SGL | Centroid | NDL | Proposed |
| --- | --- | --- | --- | --- |
| Car | 23.6366 | 28.3825 | 29.1869 | 28.2689 |
| 0.7558 | 0.8539 | 0.8743 | 0.8624 | |
| 136.8 | 13564 | 10261 | 574.1 | |
| Carfront | 16.8052 | 20.1188 | 20.3457 | 20.9223 |
| 0.6920 | 0.8048 | 0.8041 | 0.8375 | |
| 15.5 | 1610.7 | 1793.1 | 1.0535 | |
| Desert | 21.1075 | 26.2154 | 23.3818 | 30.2849 |
| 0.7299 | 0.8231 | 0.7605 | 0.9258 | |
| 112.3 | 13778 | 11901 | 1.1621 | |
| Road | 24.8007 | 28.1933 | 27.6135 | 32.1232 | | | 0.6920 | 0.7214 | 0.8048 | 0.8419 | 0.8041 | 0.8665 | |
| --- | --- | --- | --- | --- | --- | --- |
| 15.5 | 4.2 | 1610.7 | 65.1 | 1793.1 | 346.0 | |
| Desert | 21.1075 | 21.9822 | 26.2154 | 30.3749 | 23.3818 | 30.4087 |
| 0.7299 | 0.7941 | 0.8231 | 0.9273 | 0.7605 | 0.9292 | |
| 112.3 | 10.5 | 13778 | 78.8 | 11901 | 917.1 | |
| Road | 24.8007 | 24.8087 | 28.1933 | 32.3209 | 27.6135 | 33.0020 |
| 0.7479 | 0.7974 | 0.8273 | 0.9013 | 0.8125 | 0.9040 | |
| 107.3 | 14.2 | 13309 | 177.6 | 11287 | 1344.7 | | | 0 |
| Background | Foreground | Mean | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Raw | Deep | Raw | Deep | Raw | Deep | |
| LBP | 0.846 | 0.854 | 0.029 | 0.112 | 0.438 | 0.446 |
| MF | 0.861 | 0.837 | 0.059 | 0.209 | 0.460 | 0.523 |
| ICM-iter | 0.722 | 0.797 | 0.312 | 0.379 | 0.517 | 0.588 |
| SA | 0.806 | 0.837 | 0.234 | 0.202 | 0.520 | 0.520 |
| ICM | 0.730 | 0.807 | 0.319 | 0.389 | 0.525 | 0.598 | | | Gibbs | 0.840 | 0.840 | 0.233 | 0.197 | 0.537 | 0.518 |
| --- | --- | --- | --- | --- | --- | --- |
| LocPMAP | 0.753 | 0.826 | 0.337 | 0.404 | 0.545 | 0.615 | | 1 |
| Background | Foreground | Mean | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Raw | Deep | Raw | Deep | Raw | Deep | |
| LBP | 0.846 | 0.854 | 0.029 | 0.112 | 0.438 | 0.446 |
| MF | 0.861 | 0.837 | 0.059 | 0.209 | 0.460 | 0.523 |
| ICM-iter | 0.722 | 0.797 | 0.312 | 0.379 | 0.517 | 0.588 |
| SA | 0.806 | 0.837 | 0.234 | 0.202 | 0.520 | 0.520 |
| ICM | 0.730 | 0.807 | 0.319 | 0.389 | 0.525 | 0.598 | | | Background | Foreground | Mean | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Raw | Deep | Raw | Deep | Raw | Deep | |
| LBP | 0.539 | 0.539 | 0.080 | 0.154 | 0.310 | 0.347 |
| MF | 0.686 | 0.695 | 0.598 | 0.674 | 0.642 | 0.684 |
| ICM-iter | 0.659 | 0.731 | 0.637 | 0.727 | 0.648 | 0.729 |
| SA | 0.688 | 0.692 | 0.623 | 0.696 | 0.655 | 0.694 |
| Gibbs | 0.692 | 0.708 | 0.624 | 0.696 | 0.658 | 0.702 |
| ICM | 0.672 | 0.746 | 0.661 | 0.733 | 0.667 | 0.739 |
| LocPMAP | 0.681 | 0.754 | 0.666 | 0.735 | 0.673 | 0.745 | | 0 |
| Background | Foreground | Mean | | | |
| --- | --- | --- | --- | --- | --- |
| Raw | Deep | Raw | Deep | Raw | Deep | | | LBP | 0.846 | 0.854 | 0.029 | 0.112 | 0.438 | 0.446 |
| --- | --- | --- | --- | --- | --- | --- |
| MF | 0.861 | 0.837 | 0.059 | 0.209 | 0.460 | 0.523 |
| ICM-iter | 0.722 | 0.797 | 0.312 | 0.379 | 0.517 | 0.588 |
| SA | 0.806 | 0.837 | 0.234 | 0.202 | 0.520 | 0.520 |
| ICM | 0.730 | 0.807 | 0.319 | 0.389 | 0.525 | 0.598 |
| Gibbs | 0.840 | 0.840 | 0.233 | 0.197 | 0.537 | 0.518 |
| LocPMAP | 0.753 | 0.826 | 0.337 | 0.404 | 0.545 | 0.615 | | 1 |
| Background | Foreground | Mean | | | |
| --- | --- | --- | --- | --- | --- |
| Raw | Deep | Raw | Deep | Raw | Deep | | | Gibbs | 0.692 | 0.708 | 0.624 | 0.696 | 0.658 | 0.702 |
| --- | --- | --- | --- | --- | --- | --- |
| ICM | 0.672 | 0.746 | 0.661 | 0.733 | 0.667 | 0.739 |
| LocPMAP | 0.681 | 0.754 | 0.666 | 0.735 | 0.673 | 0.745 | | 0 |
| Relation | SYN | ANT | HYPER | PART-OF | RANDOM |
| --- | --- | --- | --- | --- | --- |
| SYN | 42 | 29 | 58 | 24 | 82 |
| ANT | 29 | 74 | 38 | 23 | 196 | | | HYPER | 32 | 46 | 131 | 30 | 143 |
| --- | --- | --- | --- | --- | --- |
| PART-OF | 15 | 43 | 59 | 26 | 81 |
| RANDOM | 18 | 56 | 44 | 27 | 2914 | | 1 |
| Relation | SYN | ANT | HYPER | PART-OF | RANDOM |
| --- | --- | --- | --- | --- | --- |
| SYN | 42 | 29 | 58 | 24 | 82 |
| ANT | 29 | 74 | 38 | 23 | 196 | | | Relation | Precision | Recall | F-measure |
| --- | --- | --- | --- |
| SYN | 0.309 | 0.179 | 0.226 |
| ANT | 0.298 | 0.206 | 0.243 |
| HYPER | 0.397 | 0.343 | 0.368 |
| PART-OF | 0.200 | 0.116 | 0.147 | | 0 |
| Relation | SYN | ANT | HYPER | PART-OF | RANDOM |
| --- | --- | --- | --- | --- | --- |
| SYN | 42 | 29 | 58 | 24 | 82 | | | ANT | 29 | 74 | 38 | 23 | 196 |
| --- | --- | --- | --- | --- | --- |
| HYPER | 32 | 46 | 131 | 30 | 143 |
| PART-OF | 15 | 43 | 59 | 26 | 81 |
| RANDOM | 18 | 56 | 44 | 27 | 2914 | | 1 |
| Relation | SYN | ANT | HYPER | PART-OF | RANDOM |
| --- | --- | --- | --- | --- | --- |
| SYN | 42 | 29 | 58 | 24 | 82 | | | HYPER | 0.397 | 0.343 | 0.368 |
| --- | --- | --- | --- |
| PART-OF | 0.200 | 0.116 | 0.147 | | 0 |
| D | T1 | T2 | T3 |
| --- | --- | --- | --- |
| 0.50 | (0,1,5) | (0,2,10) | (0,1.5,15) |
| 0.75 | (0,1,5) | (0,3.5,10) | (0,3,15) | | | 1.00 | (0,2,5) | (0,4,10) | (0,3,15) |
| --- | --- | --- | --- |
| 1.25 | (0,1,5) | (0,6.5,10) | (0,6,15) |
| 1.50 | (0,2,5) | (0,7,10) | (0,6,15) |
| 1.75 | (0,3,5) | (0,7.5,10) | (0,6,15) |
| 2.00 | (0,4,5) | (0,6,10) | (0,9,15) | | 1 |
| D | T1 | T2 | T3 |
| --- | --- | --- | --- |
| 0.50 | (0,1,5) | (0,2,10) | (0,1.5,15) |
| 0.75 | (0,1,5) | (0,3.5,10) | (0,3,15) | | | v | ρ(v) | d | v | ρ(v) | d |
| --- | --- | --- | --- | --- | --- |
| T1 | (−0.7,1.61) | (4,3,3) | f1,0 | (0.62,−0.48) | (1,3,2) |
| T2 | (−0.45,0.85) | (4,3,3) | t2,0 | (−1.35,0.9) | (4,2,4) |
| N1 | (−0.36,0.65) | (3,3,3) | f2,0 | (−1.08,−0.06) | (3,1,3) |
| T1 | (−0.7,1.61) | (4,3,3) | t3,0 | (0.28,1.43) | (3,4,2) |
| F | (−0.35,−0.75) | (3,3,3) | f3,0 | (0.64,0.51) | (2,3,1) |
| a1 | (1.57,−0.74) | (0,4,3) | t1,1 | (−0.25,−1.87) | (3,5,4) |
| a2 | (−1.68,−0.86) | (4,0,4) | f1,1 | (0.79,−1.46) | (2,4,3) |
| a3 | (1.62,0.34) | (3,4,0) | t2,1 | (−1.97,1.27) | (5,3,5) |
| b1 | (1.55,−0.81) | (1,4,3) | f2,1 | (−2.03,0.14) | (4,2,4) |
| b2 | (−1.62,−0.9) | (4,1,4) | t3,1 | (0.58,2.12) | (4,5,3) |
| b3 | (1.6,0.26) | (3,4,1) | f3,1 | (1.27,1.28) | (3,4,2) |
| t1,0 | (−0.15,−1.11) | (2,4,3) | | | | | 0 |
| D | T1 | T2 | T3 |
| --- | --- | --- | --- |
| 0.50 | (0,1,5) | (0,2,10) | (0,1.5,15) |
| 0.75 | (0,1,5) | (0,3.5,10) | (0,3,15) | | | 1.00 | (0,2,5) | (0,4,10) | (0,3,15) |
| --- | --- | --- | --- |
| 1.25 | (0,1,5) | (0,6.5,10) | (0,6,15) |
| 1.50 | (0,2,5) | (0,7,10) | (0,6,15) |
| 1.75 | (0,3,5) | (0,7.5,10) | (0,6,15) |
| 2.00 | (0,4,5) | (0,6,10) | (0,9,15) | | 1 |
| D | T1 | T2 | T3 |
| --- | --- | --- | --- |
| 0.50 | (0,1,5) | (0,2,10) | (0,1.5,15) |
| 0.75 | (0,1,5) | (0,3.5,10) | (0,3,15) | | | T2 | (−0.45,0.85) | (4,3,3) | t2,0 | (−1.35,0.9) | (4,2,4) |
| --- | --- | --- | --- | --- | --- |
| N1 | (−0.36,0.65) | (3,3,3) | f2,0 | (−1.08,−0.06) | (3,1,3) |
| T1 | (−0.7,1.61) | (4,3,3) | t3,0 | (0.28,1.43) | (3,4,2) |
| F | (−0.35,−0.75) | (3,3,3) | f3,0 | (0.64,0.51) | (2,3,1) |
| a1 | (1.57,−0.74) | (0,4,3) | t1,1 | (−0.25,−1.87) | (3,5,4) |
| a2 | (−1.68,−0.86) | (4,0,4) | f1,1 | (0.79,−1.46) | (2,4,3) |
| a3 | (1.62,0.34) | (3,4,0) | t2,1 | (−1.97,1.27) | (5,3,5) |
| b1 | (1.55,−0.81) | (1,4,3) | f2,1 | (−2.03,0.14) | (4,2,4) |
| b2 | (−1.62,−0.9) | (4,1,4) | t3,1 | (0.58,2.12) | (4,5,3) |
| b3 | (1.6,0.26) | (3,4,1) | f3,1 | (1.27,1.28) | (3,4,2) |
| t1,0 | (−0.15,−1.11) | (2,4,3) | | | | | 0 |
| Closeness | Description |
| --- | --- |
| 0 | Don’tknowtheperson |
| 1 | Acquaintance |
| 2 | Friends | | | 3 | GoodFriends |
| --- | --- |
| 4 | VeryGoodFriends | | 1 |
| Closeness | Description |
| --- | --- |
| 0 | Don’tknowtheperson |
| 1 | Acquaintance |
| 2 | Friends | | | SocialAttributes | BaselineI | BaselineII | OurModel |
| --- | --- | --- | --- |
| happy | 0.84 | 0.86 | 0.84 |
| unhappy | 0.75 | 0.81 | 0.80 |
| friendly | 0.78 | 0.83 | 0.82 |
| unfriendly | 0.72 | 0.80 | 0.79 |
| sociable | 0.74 | 0.78 | 0.78 |
| introverted | 0.50 | 0.64 | 0.65 |
| attractive | 0.72 | 0.66 | 0.75 |
| unattractive | 0.62 | 0.62 | 0.70 |
| kind | 0.72 | 0.79 | 0.79 |
| mean | 0.69 | 0.75 | 0.73 |
| caring | 0.72 | 0.78 | 0.79 |
| cold | 0.71 | 0.81 | 0.79 |
| trustworthy | 0.62 | 0.72 | 0.73 |
| untrustworthy | 0.60 | 0.69 | 0.70 |
| responsible | 0.58 | 0.65 | 0.70 |
| irresponsible | 0.55 | 0.64 | 0.67 |
| confident | 0.55 | 0.55 | 0.61 |
| uncertain | 0.45 | 0.62 | 0.63 |
| humble | 0.55 | 0.64 | 0.63 |
| egotistic | 0.52 | 0.62 | 0.62 |
| emotionallystable | 0.53 | 0.64 | 0.67 |
| emotionallyunstable | 0.50 | 0.62 | 0.64 |
| normal | 0.49 | 0.58 | 0.61 |
| weird | 0.52 | 0.50 | 0.56 |
| intelligent | 0.49 | 0.53 | 0.62 |
| unintelligent | 0.43 | 0.53 | 0.58 |
| interesting | 0.42 | 0.64 | 0.67 |
| boring | 0.39 | 0.54 | 0.60 |
| calm | 0.41 | 0.47 | 0.50 |
| aggressive | 0.65 | 0.72 | 0.72 |
| emotional | 0.33 | 0.60 | 0.60 |
| unemotional | 0.56 | 0.76 | 0.75 |
| memorable | 0.30 | 0.38 | 0.48 |
| forgettable | 0.27 | 0.40 | 0.48 |
| typical | 0.28 | 0.41 | 0.43 |
| atypical | 0.24 | 0.40 | 0.43 |
| common | 0.25 | 0.37 | 0.40 |
| uncommon | 0.27 | 0.38 | 0.40 |
| familiar | 0.24 | 0.42 | 0.44 |
| unfamiliar | 0.18 | 0.40 | 0.44 | | 0 |
| Closeness | Description |
| --- | --- |
| 0 | Don’tknowtheperson |
| 1 | Acquaintance |
| 2 | Friends | | | 3 | GoodFriends |
| --- | --- |
| 4 | VeryGoodFriends | | 1 |
| Closeness | Description |
| --- | --- |
| 0 | Don’tknowtheperson |
| 1 | Acquaintance |
| 2 | Friends | | | kind | 0.72 | 0.79 | 0.79 |
| --- | --- | --- | --- |
| mean | 0.69 | 0.75 | 0.73 |
| caring | 0.72 | 0.78 | 0.79 |
| cold | 0.71 | 0.81 | 0.79 |
| trustworthy | 0.62 | 0.72 | 0.73 |
| untrustworthy | 0.60 | 0.69 | 0.70 |
| responsible | 0.58 | 0.65 | 0.70 |
| irresponsible | 0.55 | 0.64 | 0.67 |
| confident | 0.55 | 0.55 | 0.61 |
| uncertain | 0.45 | 0.62 | 0.63 |
| humble | 0.55 | 0.64 | 0.63 |
| egotistic | 0.52 | 0.62 | 0.62 |
| emotionallystable | 0.53 | 0.64 | 0.67 |
| emotionallyunstable | 0.50 | 0.62 | 0.64 |
| normal | 0.49 | 0.58 | 0.61 |
| weird | 0.52 | 0.50 | 0.56 |
| intelligent | 0.49 | 0.53 | 0.62 |
| unintelligent | 0.43 | 0.53 | 0.58 |
| interesting | 0.42 | 0.64 | 0.67 |
| boring | 0.39 | 0.54 | 0.60 |
| calm | 0.41 | 0.47 | 0.50 |
| aggressive | 0.65 | 0.72 | 0.72 |
| emotional | 0.33 | 0.60 | 0.60 |
| unemotional | 0.56 | 0.76 | 0.75 |
| memorable | 0.30 | 0.38 | 0.48 |
| forgettable | 0.27 | 0.40 | 0.48 |
| typical | 0.28 | 0.41 | 0.43 |
| atypical | 0.24 | 0.40 | 0.43 |
| common | 0.25 | 0.37 | 0.40 |
| uncommon | 0.27 | 0.38 | 0.40 |
| familiar | 0.24 | 0.42 | 0.44 |
| unfamiliar | 0.18 | 0.40 | 0.44 | | 0 |
| Sys<br>tem | AdjSWAP<br>MatMis | KBSwap<br>MatMis | CNSwap<br>MatMis | FNSwap<br>MatMis |
| --- | --- | --- | --- | --- |
| NB | 43.042.9 | 47.747.9 | 51.149.8 | 49.749.6 | | | CH | 68.2468.1 | 68.568.3 | 68.369.1 | 69.970.3 |
| --- | --- | --- | --- | --- |
| RC | 66.666.4 | 67.066.8 | 66.667.0 | 68.468.4 |
| IS | 57.858.6 | 57.758.7 | 58.359.4 | 57.557.6 | | 1 |
| Sys<br>tem | AdjSWAP<br>MatMis | KBSwap<br>MatMis | CNSwap<br>MatMis | FNSwap<br>MatMis |
| --- | --- | --- | --- | --- |
| NB | 43.042.9 | 47.747.9 | 51.149.8 | 49.749.6 | | | System | C-EErrors | C-NErrors |
| --- | --- | --- |
| MatMis | MatMis | |
| NB | 79.8382.40 | 20.1717.60 |
| CH | 99.7899.75 | 0.220.25 |
| RC | 66.6768.50 | 33.3331.50 |
| IS | 99.4099.81 | 0.600.19 | | 0 |
| Sys<br>tem | AdjSWAP<br>MatMis | KBSwap<br>MatMis | CNSwap<br>MatMis | FNSwap<br>MatMis |
| --- | --- | --- | --- | --- |
| NB | 43.042.9 | 47.747.9 | 51.149.8 | 49.749.6 | | | CH | 68.2468.1 | 68.568.3 | 68.369.1 | 69.970.3 |
| --- | --- | --- | --- | --- |
| RC | 66.666.4 | 67.066.8 | 66.667.0 | 68.468.4 |
| IS | 57.858.6 | 57.758.7 | 58.359.4 | 57.557.6 | | 1 |
| Sys<br>tem | AdjSWAP<br>MatMis | KBSwap<br>MatMis | CNSwap<br>MatMis | FNSwap<br>MatMis |
| --- | --- | --- | --- | --- |
| NB | 43.042.9 | 47.747.9 | 51.149.8 | 49.749.6 | | | CH | 99.7899.75 | 0.220.25 |
| --- | --- | --- |
| RC | 66.6768.50 | 33.3331.50 |
| IS | 99.4099.81 | 0.600.19 | | 0 |
| N | p | cexp | [c]exp100 | σ[c]exp100 | λmax | [λ]max100 |
| --- | --- | --- | --- | --- | --- | --- |
| 20 | 0.4 | 7.3 | 7.6 | 0.6 | 0.9984 | 0.9985 |
| 40 | 0.2 | 7.7 | 7.8 | 0.5 | 0.9985 | 0.9985 |
| 80 | 0.1 | 7.8 | 7.9 | 0.4 | 0.9986 | 0.9985 | | | 160 | 0.05 | 8.2 | 8.0 | 0.3 | 0.9987 | 0.9985 |
| --- | --- | --- | --- | --- | --- | --- |
| 5000 | 0.0016 | | | | 0.99850 | |
| 10000 | 0.0008 | | | | 0.99851 | |
| 20000 | 0.0004 | | | | 0.99850 | | | 1 |
| N | p | cexp | [c]exp100 | σ[c]exp100 | λmax | [λ]max100 |
| --- | --- | --- | --- | --- | --- | --- |
| 20 | 0.4 | 7.3 | 7.6 | 0.6 | 0.9984 | 0.9985 |
| 40 | 0.2 | 7.7 | 7.8 | 0.5 | 0.9985 | 0.9985 |
| 80 | 0.1 | 7.8 | 7.9 | 0.4 | 0.9986 | 0.9985 | | | λDecoderSLMiteration | F0 | F1 | F2 | F3 | F4 | F5 | FX | overall |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1.0Viterbi | 13.0 | 30.8 | 42.1 | 31.0 | 22.8 | 52.3 | 53.9 | 33.1 |
| ∗<br>0.0A0 | 13.3 | 31.7 | 44.5 | 32.0 | 25.1 | 54.4 | 54.8 | 34.4 |
| 0.4A0 | 12.5 | 30.5 | 42.2 | 31.0 | 23.0 | 52.9 | 53.9 | 33.0 |
| 1.0A0 | 12.9 | 30.7 | 42.1 | 31.0 | 22.8 | 52.3 | 53.9 | 33.1 |
| 0.0A2 | 14.8 | 31.7 | 46.3 | 31.6 | 27.5 | 54.3 | 54.8 | 35.1 |
| 0.4A2 | 12.2 | 30.7 | 42.0 | 31.1 | 22.5 | 53.1 | 54.4 | 33.0 |
| 1.0A2 | 12.9 | 30.7 | 42.1 | 31.0 | 22.8 | 52.3 | 53.9 | 33.1 | | 0 |
| N | p | cexp | [c]exp100 | σ[c]exp100 | λmax | [λ]max100 |
| --- | --- | --- | --- | --- | --- | --- |
| 20 | 0.4 | 7.3 | 7.6 | 0.6 | 0.9984 | 0.9985 |
| 40 | 0.2 | 7.7 | 7.8 | 0.5 | 0.9985 | 0.9985 |
| 80 | 0.1 | 7.8 | 7.9 | 0.4 | 0.9986 | 0.9985 |
| 160 | 0.05 | 8.2 | 8.0 | 0.3 | 0.9987 | 0.9985 | | | 5000 | 0.0016 | | | | 0.99850 | |
| --- | --- | --- | --- | --- | --- | --- |
| 10000 | 0.0008 | | | | 0.99851 | |
| 20000 | 0.0004 | | | | 0.99850 | | | 1 |
| N | p | cexp | [c]exp100 | σ[c]exp100 | λmax | [λ]max100 |
| --- | --- | --- | --- | --- | --- | --- |
| 20 | 0.4 | 7.3 | 7.6 | 0.6 | 0.9984 | 0.9985 |
| 40 | 0.2 | 7.7 | 7.8 | 0.5 | 0.9985 | 0.9985 |
| 80 | 0.1 | 7.8 | 7.9 | 0.4 | 0.9986 | 0.9985 |
| 160 | 0.05 | 8.2 | 8.0 | 0.3 | 0.9987 | 0.9985 | | | 0.4A0 | 12.5 | 30.5 | 42.2 | 31.0 | 23.0 | 52.9 | 53.9 | 33.0 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1.0A0 | 12.9 | 30.7 | 42.1 | 31.0 | 22.8 | 52.3 | 53.9 | 33.1 |
| 0.0A2 | 14.8 | 31.7 | 46.3 | 31.6 | 27.5 | 54.3 | 54.8 | 35.1 |
| 0.4A2 | 12.2 | 30.7 | 42.0 | 31.1 | 22.5 | 53.1 | 54.4 | 33.0 |
| 1.0A2 | 12.9 | 30.7 | 42.1 | 31.0 | 22.8 | 52.3 | 53.9 | 33.1 | | 0 |
| SourceText | Verb | Reference | Choice1 | Choice2 | Ratio |
| --- | --- | --- | --- | --- | --- |
| makeanattempt | attempt | [??] | make | include | 9.36 |
| makeachange | change | [??] | make | produce | 1.85 |
| makeaconcession | concede | [??] | make | include | 11.47 |
| makeademand | demand | [??] | make | create | 1.03 |
| makeadistinction | distinguish | [??] | make | have | 3.04 |
| haveadrink(of) | drink | [??] | become | N/A | N/A |
| haveaneffect(on) | affect | [??] | have | produce | 3.04 |
| haveafeeling | feel | [??] | have | produce | 3.27 |
| makeagift(of) | give | [??] | have | include | 9.89 |
| doharm(to) | harm | [??] | cause | do | 1.26 |
| makeajudgment | judge | [??] | make | have | 2.43 |
| haveaknowledge(of) | know | [??] | have | use | 12.36 |
| makeprogress | progress | [??] | make | allow | 64.33 |
| makeaproposal | propose | [??] | make | include | 1.10 | | | beararesemblance(to) | resemble | [??] | bear | have | 2.64 |
| --- | --- | --- | --- | --- | --- |
| giveashove(to) | shove | [??] | N/A | N/A | N/A |
| haveasnooze | snooze | [??] | N/A | N/A | N/A |
| makeuse(of) | use | [??] | make | have | 6.55 | | 1 |
| SourceText | Verb | Reference | Choice1 | Choice2 | Ratio |
| --- | --- | --- | --- | --- | --- |
| makeanattempt | attempt | [??] | make | include | 9.36 |
| makeachange | change | [??] | make | produce | 1.85 |
| makeaconcession | concede | [??] | make | include | 11.47 |
| makeademand | demand | [??] | make | create | 1.03 |
| makeadistinction | distinguish | [??] | make | have | 3.04 |
| haveadrink(of) | drink | [??] | become | N/A | N/A |
| haveaneffect(on) | affect | [??] | have | produce | 3.04 |
| haveafeeling | feel | [??] | have | produce | 3.27 |
| makeagift(of) | give | [??] | have | include | 9.89 |
| doharm(to) | harm | [??] | cause | do | 1.26 |
| makeajudgment | judge | [??] | make | have | 2.43 |
| haveaknowledge(of) | know | [??] | have | use | 12.36 |
| makeprogress | progress | [??] | make | allow | 64.33 |
| makeaproposal | propose | [??] | make | include | 1.10 | | | SourceText | Verb | Reference | Choice1 | Choice2 | Ratio |
| --- | --- | --- | --- | --- | --- |
| makeanattempt | attempt | [??] | make | include | 9.36 |
| makeachange | change | [??] | make | produce | 1.85 |
| makeaconcession | concede | [??] | make | include | 11.47 |
| makeademand | demand | [??] | make | create | 1.03 |
| makeadistinction | distinguish | [??] | make | have | 3.04 |
| haveadrink(of) | drink | [??] | become | N/A | N/A |
| haveaneffect(on) | affect | [??] | have | produce | 3.04 |
| haveafeeling | feel | [??] | have | produce | 3.27 |
| makeagift(of) | give | [??] | have | include | 9.89 |
| doharm(to) | harm | [??] | cause | do | 1.26 |
| makeajudgment | judge | [??] | make | have | 2.43 |
| haveaknowledge(of) | know | [??] | have | use | 12.36 |
| makeprogress | progress | [??] | make | allow | 64.33 |
| makeaproposal | propose | [??] | make | include | 1.10 |
| beararesemblance(to) | resemble | [??] | bear | have | 2.64 |
| giveashove(to) | shove | [??] | N/A | N/A | N/A |
| haveasnooze | snooze | [??] | N/A | N/A | N/A |
| makeuse(of) | use | [??] | make | have | 6.55 | | 0 |
| SourceText | Verb | Reference | Choice1 | Choice2 | Ratio |
| --- | --- | --- | --- | --- | --- |
| makeanattempt | attempt | [??] | make | include | 9.36 |
| makeachange | change | [??] | make | produce | 1.85 |
| makeaconcession | concede | [??] | make | include | 11.47 |
| makeademand | demand | [??] | make | create | 1.03 |
| makeadistinction | distinguish | [??] | make | have | 3.04 |
| haveadrink(of) | drink | [??] | become | N/A | N/A |
| haveaneffect(on) | affect | [??] | have | produce | 3.04 | | | haveafeeling | feel | [??] | have | produce | 3.27 |
| --- | --- | --- | --- | --- | --- |
| makeagift(of) | give | [??] | have | include | 9.89 |
| doharm(to) | harm | [??] | cause | do | 1.26 |
| makeajudgment | judge | [??] | make | have | 2.43 |
| haveaknowledge(of) | know | [??] | have | use | 12.36 |
| makeprogress | progress | [??] | make | allow | 64.33 |
| makeaproposal | propose | [??] | make | include | 1.10 |
| beararesemblance(to) | resemble | [??] | bear | have | 2.64 |
| giveashove(to) | shove | [??] | N/A | N/A | N/A |
| haveasnooze | snooze | [??] | N/A | N/A | N/A |
| makeuse(of) | use | [??] | make | have | 6.55 | | 1 |
| SourceText | Verb | Reference | Choice1 | Choice2 | Ratio |
| --- | --- | --- | --- | --- | --- |
| makeanattempt | attempt | [??] | make | include | 9.36 |
| makeachange | change | [??] | make | produce | 1.85 |
| makeaconcession | concede | [??] | make | include | 11.47 |
| makeademand | demand | [??] | make | create | 1.03 |
| makeadistinction | distinguish | [??] | make | have | 3.04 |
| haveadrink(of) | drink | [??] | become | N/A | N/A |
| haveaneffect(on) | affect | [??] | have | produce | 3.04 | | | beararesemblance(to) | resemble | [??] | bear | have | 2.64 |
| --- | --- | --- | --- | --- | --- |
| giveashove(to) | shove | [??] | N/A | N/A | N/A |
| haveasnooze | snooze | [??] | N/A | N/A | N/A |
| makeuse(of) | use | [??] | make | have | 6.55 | | 0 |
| p | FunctionAchievingMaximumentropyforgivenp | MaximumEntropyAchievedforgivenp |
| --- | --- | --- |
| 2 | y=x+xxiii+1i+2 | 2 |
| 3 | y=x+xx+xxiii+1i+2i+1i+3 | 2.5 |
| | y=x+xx+xxiii+1i+3i+2i+3 | 2.5 |
| | y=x+xx+xx+xxiii+1i+2i+2i+3i+3i+1 | 2.5 |
| 4 | y=x+xx+xxiii+1i+4i+2i+3 | 3 | | | | y=x+xx+xx+xxiii+1i+4i+2i+4i+3i+4 | 3 |
| --- | --- | --- |
| | y=x+xx+xx+xxiii+1i+4i+2i+3i+3i+4 | 3 | | 1 |
| p | FunctionAchievingMaximumentropyforgivenp | MaximumEntropyAchievedforgivenp |
| --- | --- | --- |
| 2 | y=x+xxiii+1i+2 | 2 |
| 3 | y=x+xx+xxiii+1i+2i+1i+3 | 2.5 |
| | y=x+xx+xxiii+1i+3i+2i+3 | 2.5 |
| | y=x+xx+xx+xxiii+1i+2i+2i+3i+3i+1 | 2.5 |
| 4 | y=x+xx+xxiii+1i+4i+2i+3 | 3 | | | x | y | z | Numberofsatisfiedclauses |
| --- | --- | --- | --- |
| 0 | 1 | 1 | 2 |
| 0 | 1 | 0 | 3 |
| 0 | 0 | 1 | 3 |
| 0 | 0 | 0 | 3 |
| 1 | 1 | 1 | 3 |
| 1 | 1 | 0 | 3 |
| 1 | 0 | 1 | 3 |
| 1 | 0 | 0 | 2 | | 0 |
| p | FunctionAchievingMaximumentropyforgivenp | MaximumEntropyAchievedforgivenp |
| --- | --- | --- |
| 2 | y=x+xxiii+1i+2 | 2 |
| 3 | y=x+xx+xxiii+1i+2i+1i+3 | 2.5 |
| | y=x+xx+xxiii+1i+3i+2i+3 | 2.5 |
| | y=x+xx+xx+xxiii+1i+2i+2i+3i+3i+1 | 2.5 |
| 4 | y=x+xx+xxiii+1i+4i+2i+3 | 3 | | | | y=x+xx+xx+xxiii+1i+4i+2i+4i+3i+4 | 3 |
| --- | --- | --- |
| | y=x+xx+xx+xxiii+1i+4i+2i+3i+3i+4 | 3 | | 1 |
| p | FunctionAchievingMaximumentropyforgivenp | MaximumEntropyAchievedforgivenp |
| --- | --- | --- |
| 2 | y=x+xxiii+1i+2 | 2 |
| 3 | y=x+xx+xxiii+1i+2i+1i+3 | 2.5 |
| | y=x+xx+xxiii+1i+3i+2i+3 | 2.5 |
| | y=x+xx+xx+xxiii+1i+2i+2i+3i+3i+1 | 2.5 |
| 4 | y=x+xx+xxiii+1i+4i+2i+3 | 3 | | | 1 | 1 | 1 | 3 |
| --- | --- | --- | --- |
| 1 | 1 | 0 | 3 |
| 1 | 0 | 1 | 3 |
| 1 | 0 | 0 | 2 | | 0 |
| | k=3 | k=4 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| h | q | r | t | q | r | t | q | | | 1 | 3x−1 | 3x+3x+1 | −3x−1 | x+x+1 | x+2x+2 | −x | x+1 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 2 | 2x+x+1<br>2<br>14x+3x−1<br>2<br>14x+17x+4 | x+x+1<br>2<br>7x+5x+1<br>2<br>7x+5x+1 | −x<br>−7x−2<br>7x+3 | 4x+2x+1 | 2x+2x+1 | −2x | 2x+x+2<br>2<br>6x+3x+1 |
| 3 | 3x+2x+2 | x+x+1 | −x | 5x+9x+9<br>2<br>25x+15x+3<br>2<br>25x+25x+7 | x+2x+2<br>2<br>5x+4x+1<br>2<br>5x+6x+2 | −x<br>−5x−1<br>−5x−2 | 3x+2x+3<br>2<br>9x+6x+2<br>2<br>21x+8x+1<br>2<br>21x+22x+6 |
| 4 | 4x+3x+3<br>2<br>12x+9x+2<br>2<br>28x+13x+1<br>2<br>28x+27x+6 | x+x+1<br>2<br>3x+3x+1<br>2<br>7x+5x+1<br>2<br>7x+5x+1 | −x<br>−3x−1<br>−7x−2<br>7x+3 | 8x+6x+3 | 2x+2x+1 | −2x | 4x+3x+4<br>2<br>28x+13x+2<br>2<br>28x+27x+7<br>2<br>52x+15x+1<br>2<br>52x+41x+8 |
| 5 | 5x+4x+4<br>2<br>35x+18x+2<br>2<br>35x+32x+7<br>2<br>65x+22x+1<br>2<br>65x+48x+8<br>2<br>95x+56x+7<br>2<br>95x+94x+22 | x+x+1<br>2<br>7x+5x+1<br>2<br>7x+5x+1<br>2<br>13x+7x+1<br>2<br>13x+7x+1<br>2<br>19x+15x+3<br>2<br>19x+15x+3 | −x<br>−7x−2<br>7x+3<br>−13x−3<br>13x+4<br>−19x−7<br>19x+8 | 5x+9x+9<br>2<br>25x+15x+3<br>2<br>25x+25x+7<br>2<br>65x+37x+5<br>2<br>65x+63x+15<br>2<br>85x+23x+1<br>2<br>85x+57x+9 | x+2x+2<br>2<br>5x+4x+1<br>2<br>5x+6x+2<br>2<br>13x+10x+2<br>2<br>13x+10x+2<br>2<br>17x+8x+1<br>2<br>17x+8x+1 | −x<br>−5x−1<br>−5x−2<br>−13x−4<br>13x+6<br>−17x−3<br>17x+5 | 5x+4x+5<br>2<br>15x+12x+4<br>2<br>35x+18x+3<br>2<br>35x+32x+8<br>2<br>65x+22x+2<br>2<br>65x+48x+9<br>2<br>95x+56x+8<br>2<br>95x+94x+23 |
| 6 | 6x+5x+5<br>2<br>18x+15+4<br>2<br>78x+29x+2<br>2<br>78x+55x+9<br>2<br>114x+71x+10<br>2<br>114x+109x+25<br>2<br>126x+33x+1<br>2<br>126x+75x+10 | x+x+1<br>2<br>3x+3x+1<br>2<br>13x+7x+1<br>2<br>13x+7x+1<br>2<br>19x+15x+3<br>2<br>19x+15x+3<br>2<br>21x+9x+1<br>2<br>21x+9x+1 | −x<br>−3x−1<br>−13x−3<br>13x+4<br>−19x−7<br>19x+8<br>−21x−4<br>21x+5 | 12x+10x+5<br>2<br>60x+26x+3<br>2<br>60x+46x+9<br>2<br>102x+31x+2<br>2<br>102x+65x+10 | 2x+2x+1<br>2<br>10x+6x+1<br>2<br>10x+6x+1<br>2<br>17x+8x+1<br>2<br>17x+8x+1 | −2x<br>−10x−2<br>10x+4<br>−17x−3<br>17x+5 | 6x+5x+6<br>2<br>18x+15x+5<br>2<br>42x+23x+4<br>2<br>42x+37x+9<br>2<br>78x+29x+3<br>2<br>78x+55x+10 | | 1 |
| | k=3 | k=4 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| h | q | r | t | q | r | t | q | | | - | - |
| --- | --- |
| 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 |
| | k=3 | k=4 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| h | q | r | t | q | r | t | q |
| 1 | 3x−1 | 3x+3x+1 | −3x−1 | x+x+1 | x+2x+2 | −x | x+1 | | | 2 | 2x+x+1<br>2<br>14x+3x−1<br>2<br>14x+17x+4 | x+x+1<br>2<br>7x+5x+1<br>2<br>7x+5x+1 | −x<br>−7x−2<br>7x+3 | 4x+2x+1 | 2x+2x+1 | −2x | 2x+x+2<br>2<br>6x+3x+1 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 3 | 3x+2x+2 | x+x+1 | −x | 5x+9x+9<br>2<br>25x+15x+3<br>2<br>25x+25x+7 | x+2x+2<br>2<br>5x+4x+1<br>2<br>5x+6x+2 | −x<br>−5x−1<br>−5x−2 | 3x+2x+3<br>2<br>9x+6x+2<br>2<br>21x+8x+1<br>2<br>21x+22x+6 |
| 4 | 4x+3x+3<br>2<br>12x+9x+2<br>2<br>28x+13x+1<br>2<br>28x+27x+6 | x+x+1<br>2<br>3x+3x+1<br>2<br>7x+5x+1<br>2<br>7x+5x+1 | −x<br>−3x−1<br>−7x−2<br>7x+3 | 8x+6x+3 | 2x+2x+1 | −2x | 4x+3x+4<br>2<br>28x+13x+2<br>2<br>28x+27x+7<br>2<br>52x+15x+1<br>2<br>52x+41x+8 |
| 5 | 5x+4x+4<br>2<br>35x+18x+2<br>2<br>35x+32x+7<br>2<br>65x+22x+1<br>2<br>65x+48x+8<br>2<br>95x+56x+7<br>2<br>95x+94x+22 | x+x+1<br>2<br>7x+5x+1<br>2<br>7x+5x+1<br>2<br>13x+7x+1<br>2<br>13x+7x+1<br>2<br>19x+15x+3<br>2<br>19x+15x+3 | −x<br>−7x−2<br>7x+3<br>−13x−3<br>13x+4<br>−19x−7<br>19x+8 | 5x+9x+9<br>2<br>25x+15x+3<br>2<br>25x+25x+7<br>2<br>65x+37x+5<br>2<br>65x+63x+15<br>2<br>85x+23x+1<br>2<br>85x+57x+9 | x+2x+2<br>2<br>5x+4x+1<br>2<br>5x+6x+2<br>2<br>13x+10x+2<br>2<br>13x+10x+2<br>2<br>17x+8x+1<br>2<br>17x+8x+1 | −x<br>−5x−1<br>−5x−2<br>−13x−4<br>13x+6<br>−17x−3<br>17x+5 | 5x+4x+5<br>2<br>15x+12x+4<br>2<br>35x+18x+3<br>2<br>35x+32x+8<br>2<br>65x+22x+2<br>2<br>65x+48x+9<br>2<br>95x+56x+8<br>2<br>95x+94x+23 |
| 6 | 6x+5x+5<br>2<br>18x+15+4<br>2<br>78x+29x+2<br>2<br>78x+55x+9<br>2<br>114x+71x+10<br>2<br>114x+109x+25<br>2<br>126x+33x+1<br>2<br>126x+75x+10 | x+x+1<br>2<br>3x+3x+1<br>2<br>13x+7x+1<br>2<br>13x+7x+1<br>2<br>19x+15x+3<br>2<br>19x+15x+3<br>2<br>21x+9x+1<br>2<br>21x+9x+1 | −x<br>−3x−1<br>−13x−3<br>13x+4<br>−19x−7<br>19x+8<br>−21x−4<br>21x+5 | 12x+10x+5<br>2<br>60x+26x+3<br>2<br>60x+46x+9<br>2<br>102x+31x+2<br>2<br>102x+65x+10 | 2x+2x+1<br>2<br>10x+6x+1<br>2<br>10x+6x+1<br>2<br>17x+8x+1<br>2<br>17x+8x+1 | −2x<br>−10x−2<br>10x+4<br>−17x−3<br>17x+5 | 6x+5x+6<br>2<br>18x+15x+5<br>2<br>42x+23x+4<br>2<br>42x+37x+9<br>2<br>78x+29x+3<br>2<br>78x+55x+10 | | 1 |
| | k=3 | k=4 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| h | q | r | t | q | r | t | q |
| 1 | 3x−1 | 3x+3x+1 | −3x−1 | x+x+1 | x+2x+2 | −x | x+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 |
| No. | TweetKeyIdentifyingPhrases |
| --- | --- |
| 1 | Breastcancerfeargone!Tumorremoved... |
| 2 | ...mytremendouslydifficultjourneythroughStageIVBreastCancer... |
| 3 | ...lifeafterbreastcancer.Iam11yearsCancerFree... | | | 4 | ...IMFIGHTINGBREASTCANCERSTAGE3... |
| --- | --- |
| 5 | @USERjustgotdiagnosedwithbreastcancer... | | 1 |
| No. | TweetKeyIdentifyingPhrases |
| --- | --- |
| 1 | Breastcancerfeargone!Tumorremoved... |
| 2 | ...mytremendouslydifficultjourneythroughStageIVBreastCancer... |
| 3 | ...lifeafterbreastcancer.Iam11yearsCancerFree... | | | Topic# | TopWords |
| --- | --- |
| 1 | promptingcomplicatedevisceratedpredeterminedlap<br>renegotiatinglooseentitylegalesejustice |
| 2 | hamstrungairbrushedquasioutsoldfargo<br>ennobledtantalizeirrelevancenoncontroversialuntalented |
| 3 | scariestpestknowinglycausingflub<br>mesmerizedawnedmillenniumecologicalecologist |
| 4 | reelectionquixoticarthroscopicversatilitycommanded<br>hyperextendedanusprecipitatingunderhandknee |
| 5 | believesigningballcarrierparallelanomalies<br>munchingproratedunsettlelinebackingbonus |
| 6 | gainfullysettlesnarratorconsiderablearticles<br>narrativerosierdeviatingprotagonistdeductible |
| 7 | faithfulbetchacorruptedineptretrench<br>martialedwinstondowdyislamiccorrupting |
| 8 | capablemisdeeddashboardnavigationopportunistically<br>aerodynamicairbagsystembrakingmph |
| 9 | apostlesoraclesbelieverdeliberatelyloafer<br>gospelaptmobbedmanipulatedialogue |
| 10 | physiquejumpingvisualizinghedgehogzeitgeist<br>belongedloomaulingpostproductionplunk |
| 11 | smirkysillybadnaturedfrat<br>thoughtfulfreakedmoronobtusestink |
| 12 | offsettingpreparingacknowledgmentagreemisstating<br>litigatorpreventedrevokedpreseasonentomology |
| 13 | undertakenwilsonianidealismbrethrenwriteoff<br>multipolarhegemonistmultilateralenlargementmutating |
| 14 | athleticallyfictitiousmyermajorleaguebaseballfamiliarizing<br>resurrectslugbackslidesupersedingartistically |
| 15 | dialogfilesdiabolicalliontown<br>passwordlistswisscoldbloodedoutgained |
| 16 | recessedphasedbutyllowlightbalmy<br>redliningprescriptionmarchedmischaracterizationtertiary |
| 17 | sponsortelevisesponsorshipfestivalsullied<br>ratificationinsinuatingwarheadstagedreconstruct |
| 18 | trespassesbuckledivestmentschoolchildrefuel<br>ineffectivenesscoexistedrepentancedivvyingoverexposed | | 0 |
| No. | TweetKeyIdentifyingPhrases |
| --- | --- |
| 1 | Breastcancerfeargone!Tumorremoved... |
| 2 | ...mytremendouslydifficultjourneythroughStageIVBreastCancer... | | | 3 | ...lifeafterbreastcancer.Iam11yearsCancerFree... |
| --- | --- |
| 4 | ...IMFIGHTINGBREASTCANCERSTAGE3... |
| 5 | @USERjustgotdiagnosedwithbreastcancer... | | 1 |
| No. | TweetKeyIdentifyingPhrases |
| --- | --- |
| 1 | Breastcancerfeargone!Tumorremoved... |
| 2 | ...mytremendouslydifficultjourneythroughStageIVBreastCancer... | | | 17 | sponsortelevisesponsorshipfestivalsullied<br>ratificationinsinuatingwarheadstagedreconstruct |
| --- | --- |
| 18 | trespassesbuckledivestmentschoolchildrefuel<br>ineffectivenesscoexistedrepentancedivvyingoverexposed | | 0 |
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