premise string | hypothesis string | label int64 |
|---|---|---|
| Workload | CorrelationCoefficients | |
| --- | --- | --- |
| PARSEC | L3cachemiss | 0.899 |
| | | |
| | | |
| | | |
| | | |
| HPCC-COMM | L3cachemiss | 0.999 |
| | | |
| | | |
| | | |
| | | |
| HPCC-DGEMM | L3cachemiss | 0.988 |
| | | |
| | | |
| | | |
| | | |
| HPCC-FFT | L3cachemiss | 0.997 |
| | | |
| | | | | | | | |
| --- | --- | --- |
| | | |
| HPCC-HPL | L3cachemiss | 0.859 |
| | | |
| | | |
| | | |
| | | |
| HPCC-PTRANS | L3cachemiss | 0.871 |
| | | |
| | | |
| | | |
| | | |
| HPCC-RandomAccess | L3cachemiss | 0.999 |
| | | |
| | | |
| | | |
| | | |
| HPCC-Stream | L3cachemiss | 0.995 |
| | | |
| | | |
| | | |
| | | |
| SPECINT | L2cachemiss | 0.767 |
| | | |
| | | |
| | | |
| | | |
| SPECCFP | | |
| | | |
| | | |
| | | |
| | | | | 1 |
| Workload | CorrelationCoefficients | |
| --- | --- | --- |
| PARSEC | L3cachemiss | 0.899 |
| | | |
| | | |
| | | |
| | | |
| HPCC-COMM | L3cachemiss | 0.999 |
| | | |
| | | |
| | | |
| | | |
| HPCC-DGEMM | L3cachemiss | 0.988 |
| | | |
| | | |
| | | |
| | | |
| HPCC-FFT | L3cachemiss | 0.997 |
| | | |
| | | | | | Oceancp | Radix | | | |
| --- | --- | --- | --- | --- |
| T=400 | T=1,200 | T=400 | T=1,200 | |
| Cores | 2 | 2 | 4 | 4 |
| Frequency | 3200 | 3200 | 3200 | 3200 |
| L1-ICacheSize | 8 | 128 | 8 | 128 |
| L1-DCacheSize | 32 | 128 | 64 | 16 |
| L2CacheSize | 1024 | 512 | 1024 | 512 |
| L3CacheSize | 4096 | 8192 | 8192 | 8192 |
| FIRWidth | 16 | 4 | 2 | 2 |
| ROBSize | 256 | 256 | 64 | 64 |
| BranchPrediction | x2 | x2 | x2 | x |
| TotalPower[W] | 2.622 | 2.312 | 2.137 | 1.798 |
| ExecutionTime[ms] | 74.126 | 66.096 | 7.264 | 7.245 | | 0 |
| Workload | CorrelationCoefficients | |
| --- | --- | --- |
| PARSEC | L3cachemiss | 0.899 |
| | | |
| | | |
| | | |
| | | |
| HPCC-COMM | L3cachemiss | 0.999 |
| | | |
| | | |
| | | |
| | | |
| HPCC-DGEMM | L3cachemiss | 0.988 |
| | | |
| | | |
| | | |
| | | |
| HPCC-FFT | L3cachemiss | 0.997 |
| | | |
| | | |
| | | |
| | | |
| HPCC-HPL | L3cachemiss | 0.859 |
| | | |
| | | |
| | | |
| | | |
| HPCC-PTRANS | L3cachemiss | 0.871 |
| | | | | | | | |
| --- | --- | --- |
| | | |
| | | |
| HPCC-RandomAccess | L3cachemiss | 0.999 |
| | | |
| | | |
| | | |
| | | |
| HPCC-Stream | L3cachemiss | 0.995 |
| | | |
| | | |
| | | |
| | | |
| SPECINT | L2cachemiss | 0.767 |
| | | |
| | | |
| | | |
| | | |
| SPECCFP | | |
| | | |
| | | |
| | | |
| | | | | 1 |
| Workload | CorrelationCoefficients | |
| --- | --- | --- |
| PARSEC | L3cachemiss | 0.899 |
| | | |
| | | |
| | | |
| | | |
| HPCC-COMM | L3cachemiss | 0.999 |
| | | |
| | | |
| | | |
| | | |
| HPCC-DGEMM | L3cachemiss | 0.988 |
| | | |
| | | |
| | | |
| | | |
| HPCC-FFT | L3cachemiss | 0.997 |
| | | |
| | | |
| | | |
| | | |
| HPCC-HPL | L3cachemiss | 0.859 |
| | | |
| | | |
| | | |
| | | |
| HPCC-PTRANS | L3cachemiss | 0.871 |
| | | | | | L2CacheSize | 1024 | 512 | 1024 | 512 |
| --- | --- | --- | --- | --- |
| L3CacheSize | 4096 | 8192 | 8192 | 8192 |
| FIRWidth | 16 | 4 | 2 | 2 |
| ROBSize | 256 | 256 | 64 | 64 |
| BranchPrediction | x2 | x2 | x2 | x |
| TotalPower[W] | 2.622 | 2.312 | 2.137 | 1.798 |
| ExecutionTime[ms] | 74.126 | 66.096 | 7.264 | 7.245 | | 0 |
| No | SN | IN | BN | HN |
| --- | --- | --- | --- | --- |
| 1 | θ1 | γ1 | β1 | h1 |
| 2 | θ2 | γ2 | β2 | h2 | | | 3 | θ3 | γ3 | β3 | h3 |
| --- | --- | --- | --- | --- |
| ... | ... | ... | ... | ... |
| n | θn | γj | βn | hj | | 1 |
| No | SN | IN | BN | HN |
| --- | --- | --- | --- | --- |
| 1 | θ1 | γ1 | β1 | h1 |
| 2 | θ2 | γ2 | β2 | h2 | | | h | N | SearchLDS | SkipList | JumpSearchLDS | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| β=0.8 | β=0.9 | β=0.95 | β=1.0 | | | | |
| 10 | 55 | 0.048 | 0.059 | 0.064 | 0.061 | 0.061 | 0.060 |
| 50 | 1275 | 0.190 | 0.144 | 0.215 | 0.155 | 0.134 | 0.128 |
| 100 | 5050 | 0.347 | 0.207 | 0.370 | 0.223 | 0.176 | 0.157 |
| 500 | 125250 | 1.840 | 0.481 | 1.686 | 0.678 | 0.357 | 0.228 |
| 1000 | 500500 | 3.990 | 0.780 | 3.600 | 1.284 | 0.557 | 0.267 | | 0 |
| No | SN | IN | BN | HN |
| --- | --- | --- | --- | --- |
| 1 | θ1 | γ1 | β1 | h1 | | | 2 | θ2 | γ2 | β2 | h2 |
| --- | --- | --- | --- | --- |
| 3 | θ3 | γ3 | β3 | h3 |
| ... | ... | ... | ... | ... |
| n | θn | γj | βn | hj | | 1 |
| No | SN | IN | BN | HN |
| --- | --- | --- | --- | --- |
| 1 | θ1 | γ1 | β1 | h1 | | | 100 | 5050 | 0.347 | 0.207 | 0.370 | 0.223 | 0.176 | 0.157 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 500 | 125250 | 1.840 | 0.481 | 1.686 | 0.678 | 0.357 | 0.228 |
| 1000 | 500500 | 3.990 | 0.780 | 3.600 | 1.284 | 0.557 | 0.267 | | 0 |
| | Valueofpinthep-norm | | | |
| --- | --- | --- | --- | --- |
| Committee | 1 | 0.5 | 0.1 | 0.001 |
| {A,A}12 | 1800 | 1107.11 | 765.63 | 700.62 |
| {A,B}11 | 1620 | 1095.81 | 808.45 | 750.56 | | | {A,B}12 | 1780 | 1225.51 | 914.08 | 850.62 |
| --- | --- | --- | --- | --- |
| {A,B}21 | 2220 | 1445.51 | 1040.44 | 960.77 |
| {A,B}22 | 2380 | 1475.81 | 1026.70 | 940.83 |
| {B,B}12 | 2200 | 1307.11 | 880.50 | 800.76 | | 1 |
| | Valueofpinthep-norm | | | |
| --- | --- | --- | --- | --- |
| Committee | 1 | 0.5 | 0.1 | 0.001 |
| {A,A}12 | 1800 | 1107.11 | 765.63 | 700.62 |
| {A,B}11 | 1620 | 1095.81 | 808.45 | 750.56 | | | | Valueofpinthep-norm | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Committee | 1 | 2 | 3 | 4 | 10 | 100 |
| {A,A}12 | 3700 | 130.38 | 44.68 | 26.59 | 10.79 | 6.36 |
| {A,B}11 | 3840 | 123.29 | 39.46 | 22.42 | 8.57 | 6.18 |
| {A,B}12 | 3020 | 101.39 | 33.76 | 19.82 | 8.38 | 6.18 |
| {A,B}21 | 4980 | 161.12 | 51.97 | 29.73 | 11.21 | 6.39 |
| {A,B}22 | 4160 | 133.27 | 42.74 | 24.41 | 9.65 | 6.28 |
| {B,B}12 | 4300 | 147.65 | 49.38 | 28.84 | 11.18 | 6.38 | | 0 |
| | Valueofpinthep-norm | | | |
| --- | --- | --- | --- | --- |
| Committee | 1 | 0.5 | 0.1 | 0.001 |
| {A,A}12 | 1800 | 1107.11 | 765.63 | 700.62 | | | {A,B}11 | 1620 | 1095.81 | 808.45 | 750.56 |
| --- | --- | --- | --- | --- |
| {A,B}12 | 1780 | 1225.51 | 914.08 | 850.62 |
| {A,B}21 | 2220 | 1445.51 | 1040.44 | 960.77 |
| {A,B}22 | 2380 | 1475.81 | 1026.70 | 940.83 |
| {B,B}12 | 2200 | 1307.11 | 880.50 | 800.76 | | 1 |
| | Valueofpinthep-norm | | | |
| --- | --- | --- | --- | --- |
| Committee | 1 | 0.5 | 0.1 | 0.001 |
| {A,A}12 | 1800 | 1107.11 | 765.63 | 700.62 | | | {A,B}21 | 4980 | 161.12 | 51.97 | 29.73 | 11.21 | 6.39 |
| --- | --- | --- | --- | --- | --- | --- |
| {A,B}22 | 4160 | 133.27 | 42.74 | 24.41 | 9.65 | 6.28 |
| {B,B}12 | 4300 | 147.65 | 49.38 | 28.84 | 11.18 | 6.38 | | 0 |
| GREATvariation | Edgealignmentstrategy | Nodealignmentstrategy |
| --- | --- | --- |
| EGG | Greedy | Greedy |
| EHG | Hungarian | Greedy | | | EGH | Greedy | Hungarian |
| --- | --- | --- |
| EHH | Hungarian | Hungarian |
| EGM | Greedy | MI-GRAAL |
| EHM | Hungarian | MI-GRAAL | | 1 |
| GREATvariation | Edgealignmentstrategy | Nodealignmentstrategy |
| --- | --- | --- |
| EGG | Greedy | Greedy |
| EHG | Hungarian | Greedy | | | CNNsName | VGG-F | VGG-M | VGG-S | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| | PostReLU | PreReLU | PostReLU | PreReLU | PostReLU | PreReLU | PostReLU |
| Dimensions | 4096 | 4096 | 4096 | 4096 | 4096 | 4096 | 4096 |
| Selection | RF(5) | SU(5) | SU(10) | SU(10) | RF(10) | SU(5) | SU(15) |
| Classifier | SVMs | NB | RFT | NB | NB | RFT | kNN |
| Accuracy | 83.86 | 89.29 | 83.13 | 83.86 | 90.41 | 87.10 | 90.34 |
| AUC | 0.741 | 0.744 | 0.740 | 0.750 | 0.742 | 0.716 | 0.841 | | 0 |
| GREATvariation | Edgealignmentstrategy | Nodealignmentstrategy |
| --- | --- | --- |
| EGG | Greedy | Greedy |
| EHG | Hungarian | Greedy |
| EGH | Greedy | Hungarian |
| EHH | Hungarian | Hungarian | | | EGM | Greedy | MI-GRAAL |
| --- | --- | --- |
| EHM | Hungarian | MI-GRAAL | | 1 |
| GREATvariation | Edgealignmentstrategy | Nodealignmentstrategy |
| --- | --- | --- |
| EGG | Greedy | Greedy |
| EHG | Hungarian | Greedy |
| EGH | Greedy | Hungarian |
| EHH | Hungarian | Hungarian | | | Dimensions | 4096 | 4096 | 4096 | 4096 | 4096 | 4096 | 4096 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Selection | RF(5) | SU(5) | SU(10) | SU(10) | RF(10) | SU(5) | SU(15) |
| Classifier | SVMs | NB | RFT | NB | NB | RFT | kNN |
| Accuracy | 83.86 | 89.29 | 83.13 | 83.86 | 90.41 | 87.10 | 90.34 |
| AUC | 0.741 | 0.744 | 0.740 | 0.750 | 0.742 | 0.716 | 0.841 | | 0 |
| #Docs | #Epochs | From |
| --- | --- | --- |
| 1071 | 318 | 2003 |
| 716 | 217 | 2007 | | | 860 | 254 | 2007 |
| --- | --- | --- |
| 1031 | 372 | 2010 |
| 1089 | 232 | 2010 |
| 1870 | 487 | 2001 |
| 1246 | 286 | 2011 |
| 1078 | 266 | 2007 | | 1 |
| #Docs | #Epochs | From |
| --- | --- | --- |
| 1071 | 318 | 2003 |
| 716 | 217 | 2007 | | | Expected | January | February | March |
| --- | --- | --- | --- |
| 35000 | 150000 | 25000 | 10000 |
| 150000 | 15000 | 20000 | 5000 |
| 450000 | 100000 | 200000 | 30000 |
| 180000 | 80000 | 30000 | 15000 |
| 45000 | 25000 | 50000 | 80000 |
| 50000 | 5000 | 10000 | 60000 |
| 200000 | 20000 | 5000 | 70000 |
| 70000 | 35000 | 40000 | 100000 | | 0 |
| #Docs | #Epochs | From |
| --- | --- | --- |
| 1071 | 318 | 2003 |
| 716 | 217 | 2007 |
| 860 | 254 | 2007 | | | 1031 | 372 | 2010 |
| --- | --- | --- |
| 1089 | 232 | 2010 |
| 1870 | 487 | 2001 |
| 1246 | 286 | 2011 |
| 1078 | 266 | 2007 | | 1 |
| #Docs | #Epochs | From |
| --- | --- | --- |
| 1071 | 318 | 2003 |
| 716 | 217 | 2007 |
| 860 | 254 | 2007 | | | 150000 | 15000 | 20000 | 5000 |
| --- | --- | --- | --- |
| 450000 | 100000 | 200000 | 30000 |
| 180000 | 80000 | 30000 | 15000 |
| 45000 | 25000 | 50000 | 80000 |
| 50000 | 5000 | 10000 | 60000 |
| 200000 | 20000 | 5000 | 70000 |
| 70000 | 35000 | 40000 | 100000 | | 0 |
| 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 | Communication | 640 | | 1 |
| Operation | Type | Energy(pJ) |
| --- | --- | --- |
| 32bitintadd | Computation | 0.1 |
| 32bitfloatadd | Computation | 0.9 |
| 32bitregisteraccess | Communication | 1.0 |
| 32bitintmultiply | Computation | 3.1 | | | Parameter | 32-bit | | |
| --- | --- | --- | --- |
| Silicon | Carbon | Silicon | |
| Totalpowerdissipation<br>(watts) | 234.8754µ | 79.3373n | 301.5764µ |
| Averagepower<br>consumption(watts) | 4.4421E-04 | 1.2223E-04 | 5.8691E-04 |
| PropagationDelay(s) | 174.63p | 658.85f | 223.85p |
| Powerdelayproduct(J) | 77.572E-15 | 80.53E-18 | 131.37E-15 | | 0 |
| 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 | Communication | 640 | | 1 |
| Operation | Type | Energy(pJ) |
| --- | --- | --- |
| 32bitintadd | Computation | 0.1 |
| 32bitfloatadd | Computation | 0.9 |
| 32bitregisteraccess | Communication | 1.0 | | | PropagationDelay(s) | 174.63p | 658.85f | 223.85p |
| --- | --- | --- | --- |
| Powerdelayproduct(J) | 77.572E-15 | 80.53E-18 | 131.37E-15 | | 0 |
| leaning<br>kneeling<br>saluting<br>clinging<br>railing |
| --- |
| warning<br>waxing<br>dunking<br>proving<br>tipping |
| applauding<br>disdaining<br>pickin<br>readjusting<br>reclaiming | | | guaranteeing<br>resting<br>grounding<br>hanging<br>hugging |
| --- |
| stood<br>stands<br>unchallenged<br>notwithstanding<br>judging |
| nudging<br>skirting<br>straddling<br>contesting<br>footing | | 1 |
| leaning<br>kneeling<br>saluting<br>clinging<br>railing |
| --- |
| warning<br>waxing<br>dunking<br>proving<br>tipping |
| applauding<br>disdaining<br>pickin<br>readjusting<br>reclaiming | | | Cate. | Bench. | RPKI | RG | WPKI | WG | R/T |
| --- | --- | --- | --- | --- | --- | --- |
| FINE<br>FINE<br>FINE<br>FINE | GUPS<br>SSCA2<br>canl.<br>park. | 69.67<br>20.89<br>17.79<br>9.76 | 1.78<br>1.68<br>1.64<br>2.42 | 69.62<br>20.42<br>8.64<br>6.14 | 1.78<br>1.56<br>1.10<br>2.74 | 1.00<br>1.02<br>2.06<br>1.59 |
| MID<br>MID | lirk.<br>BFS | 22.56<br>22.36 | 3.56<br>3.10 | 15.45<br>2.44 | 3.37<br>3.49 | 1.46<br>9.16 |
| COR<br>COR<br>COR<br>COR<br>COR<br>COR<br>COR | STRM.<br>bt<br>ft<br>sp<br>ua<br>ScPC.<br>perM | 33.33<br>7.68<br>31.85<br>8.04<br>4.42<br>11.00<br>2.62 | 8.00<br>7.98<br>8.00<br>7.98<br>7.19<br>5.65<br>6.28 | 16.63<br>7.63<br>31.72<br>7.89<br>3.80<br>3.85<br>2.40 | 8.00<br>7.98<br>8.00<br>7.98<br>7.92<br>5.74<br>6.12 | 2.00<br>1.01<br>1.00<br>1.02<br>1.16<br>2.86<br>1.09 |
| Note,canl.:canneal,park.:pagerank,<br>lirk.:listrank,STRM.:STREAM,ScPC:ScaleParC. | | | | | | | | 0 |
| leaning<br>kneeling<br>saluting<br>clinging<br>railing |
| --- |
| warning<br>waxing<br>dunking<br>proving<br>tipping |
| applauding<br>disdaining<br>pickin<br>readjusting<br>reclaiming | | | guaranteeing<br>resting<br>grounding<br>hanging<br>hugging |
| --- |
| stood<br>stands<br>unchallenged<br>notwithstanding<br>judging |
| nudging<br>skirting<br>straddling<br>contesting<br>footing | | 1 |
| leaning<br>kneeling<br>saluting<br>clinging<br>railing |
| --- |
| warning<br>waxing<br>dunking<br>proving<br>tipping |
| applauding<br>disdaining<br>pickin<br>readjusting<br>reclaiming | | | COR<br>COR<br>COR<br>COR<br>COR<br>COR<br>COR | STRM.<br>bt<br>ft<br>sp<br>ua<br>ScPC.<br>perM | 33.33<br>7.68<br>31.85<br>8.04<br>4.42<br>11.00<br>2.62 | 8.00<br>7.98<br>8.00<br>7.98<br>7.19<br>5.65<br>6.28 | 16.63<br>7.63<br>31.72<br>7.89<br>3.80<br>3.85<br>2.40 | 8.00<br>7.98<br>8.00<br>7.98<br>7.92<br>5.74<br>6.12 | 2.00<br>1.01<br>1.00<br>1.02<br>1.16<br>2.86<br>1.09 |
| --- | --- | --- | --- | --- | --- | --- |
| Note,canl.:canneal,park.:pagerank,<br>lirk.:listrank,STRM.:STREAM,ScPC:ScaleParC. | | | | | | | | 0 |
| | MDLD | Gaussep | MoWL |
| --- | --- | --- | --- |
| Groove | 2.39 | 224.21 | 20.46 |
| Latino1 | 1.27 | 122.02 | 5.48 |
| Latino2 | 1.28 | 129.09 | 3.59 |
| Dev2Male3 | 2.31 | 72.64 | 19.67 |
| Dev2Female3 | 2.33 | 75.92 | 16.09 |
| Dev2WDrums | 2.07 | 56.79 | 8.55 | | | Dev1WDrums | 1.55 | 54.06 | 11.88 |
| --- | --- | --- | --- |
| Average | 1.88 | 104.96 | 12.24 |
| Dev3Female3 | 9.56 | 1021.31 | - |
| Example(3×5) | 4.04 | 1598.7 | - |
| Example(4×8) | 9.393 | 2359.1 | - |
| Average | 7.66 | 1659.70 | - | | 1 |
| | MDLD | Gaussep | MoWL |
| --- | --- | --- | --- |
| Groove | 2.39 | 224.21 | 20.46 |
| Latino1 | 1.27 | 122.02 | 5.48 |
| Latino2 | 1.28 | 129.09 | 3.59 |
| Dev2Male3 | 2.31 | 72.64 | 19.67 |
| Dev2Female3 | 2.33 | 75.92 | 16.09 |
| Dev2WDrums | 2.07 | 56.79 | 8.55 | | | | SDR(dB) | SIR(dB) | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | MDLD | GaussSep | MoWL | Hyva | MDLD | GaussSep | MoWL | Hyva |
| Latino1 | 6.38 | 5.51 | 5.72 | 0.89 | 18.63 | 8.96 | 18.59 | 9.61 |
| Latino2 | 3.21 | 4.71 | 2.10 | 0.89 | 11.50 | 8.87 | 11.28 | 9.61 |
| Groove | 0.22 | 0.39 | -0.43 | -0.08 | 9.48 | 3.62 | 9.60 | 8.88 |
| Dev2Male3 | 3.04 | 6.22 | 2.11 | -3.10 | 13.69 | 12.14 | 13.30 | 4.73 |
| Dev2Female3 | 4.68 | 5.70 | 3.86 | -1.85 | 15.28 | 11.45 | 16.58 | 5.02 |
| Dev2WDrums | 9.59 | 16.57 | 10.16 | 0.63 | 19.77 | 23.83 | 19.98 | 7.57 |
| Dev1WDrums | 4.96 | 16.54 | 3.81 | 6.86 | 13.88 | 20.94 | 12.38 | 16.75 |
| Average | 4.58 | 7.96 | 3.91 | 0.6 | 14.61 | 12.83 | 13.82 | 8.88 | | 0 |
| | MDLD | Gaussep | MoWL |
| --- | --- | --- | --- |
| Groove | 2.39 | 224.21 | 20.46 |
| Latino1 | 1.27 | 122.02 | 5.48 |
| Latino2 | 1.28 | 129.09 | 3.59 |
| Dev2Male3 | 2.31 | 72.64 | 19.67 |
| Dev2Female3 | 2.33 | 75.92 | 16.09 |
| Dev2WDrums | 2.07 | 56.79 | 8.55 |
| Dev1WDrums | 1.55 | 54.06 | 11.88 | | | Average | 1.88 | 104.96 | 12.24 |
| --- | --- | --- | --- |
| Dev3Female3 | 9.56 | 1021.31 | - |
| Example(3×5) | 4.04 | 1598.7 | - |
| Example(4×8) | 9.393 | 2359.1 | - |
| Average | 7.66 | 1659.70 | - | | 1 |
| | MDLD | Gaussep | MoWL |
| --- | --- | --- | --- |
| Groove | 2.39 | 224.21 | 20.46 |
| Latino1 | 1.27 | 122.02 | 5.48 |
| Latino2 | 1.28 | 129.09 | 3.59 |
| Dev2Male3 | 2.31 | 72.64 | 19.67 |
| Dev2Female3 | 2.33 | 75.92 | 16.09 |
| Dev2WDrums | 2.07 | 56.79 | 8.55 |
| Dev1WDrums | 1.55 | 54.06 | 11.88 | | | Dev1WDrums | 4.96 | 16.54 | 3.81 | 6.86 | 13.88 | 20.94 | 12.38 | 16.75 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Average | 4.58 | 7.96 | 3.91 | 0.6 | 14.61 | 12.83 | 13.82 | 8.88 | | 0 |
| | | | |
| --- | --- | --- | --- |
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| Size,QP | Proposedmethod | Methodin |
| --- | --- | --- |
| 64×64,22 | 0.86 | 0.89 |
| 128×128,22 | 0.95 | 0.94 |
| 64×64,32 | 0.97 | 0.90 | | | 128×128,32 | 0.99 | 0.95 |
| --- | --- | --- |
| 64×64,42 | 0.79 | 0.90 |
| 128×128,42 | 0.89 | 0.94 |
| Average | 0.91 | 0.92 | | 1 |
| Size,QP | Proposedmethod | Methodin |
| --- | --- | --- |
| 64×64,22 | 0.86 | 0.89 |
| 128×128,22 | 0.95 | 0.94 |
| 64×64,32 | 0.97 | 0.90 | | | Size,QP | Proposedmethod | Methodin |
| --- | --- | --- |
| 64×64,22 | 0.79 | 0.78 |
| 128×128,22 | 0.91 | 0.90 |
| 64×64,32 | 0.96 | 0.80 |
| 128×128,32 | 0.99 | 0.89 |
| 64×64,42 | 0.61 | 0.75 |
| 128×128,42 | 0.84 | 0.89 |
| Average | 0.85 | 0.84 | | 0 |
| Size,QP | Proposedmethod | Methodin |
| --- | --- | --- |
| 64×64,22 | 0.86 | 0.89 |
| 128×128,22 | 0.95 | 0.94 |
| 64×64,32 | 0.97 | 0.90 | | | 128×128,32 | 0.99 | 0.95 |
| --- | --- | --- |
| 64×64,42 | 0.79 | 0.90 |
| 128×128,42 | 0.89 | 0.94 |
| Average | 0.91 | 0.92 | | 1 |
| Size,QP | Proposedmethod | Methodin |
| --- | --- | --- |
| 64×64,22 | 0.86 | 0.89 |
| 128×128,22 | 0.95 | 0.94 |
| 64×64,32 | 0.97 | 0.90 | | | 128×128,42 | 0.84 | 0.89 |
| --- | --- | --- |
| Average | 0.85 | 0.84 | | 0 |
| Words | Similarity |
| --- | --- |
| gem-jewel | 0.908008550956 |
| gem-stone | 0.180732071642 |
| gem-used | 0.0 |
| gem-decorate | 0.0 |
| gem-valuable | 0.0 |
| gem-things | 0.284462910289 |
| gem-wear | 0.0 |
| gem-rings | 0.485032351325 |
| gem-necklaces | 0.669319889871 |
| jewel-jewel | 0.997421032224 |
| jewel-stone | 0.217431543606 |
| jewel-used | 0.0 |
| jewel-decorate | 0.0 | | | jewel-valuable | 0.0 |
| --- | --- |
| jewel-things | 0.406309448212 |
| jewel-wear | 0.0 |
| jewel-rings | 0.456849659596 |
| jewel-necklaces | 0.41718607131 |
| stone-jewel | 0.475813717007 |
| stone-stone | 0.901187866267 |
| stone-used | 0.0 |
| stone-decorate | 0.0 |
| stone-valuable | 0.0 |
| stone-things | 0.198770510639 |
| stone-wear | 0.0 |
| stone-rings | 0.100270000776 |
| stone-necklaces | 0.0856785820827 |
| used-jewel | 0.0 |
| used-stone | 0.0 |
| used-used | 0.42189900525 |
| used-decorate | 0.0 |
| used-valuable | 0.0 |
| used-things | 0.0 |
| used-wear | 0.0 |
| used-rings | 0.0 |
| used-necklaces | 0.0 |
| jewellery-jewel | 0.509332774797 |
| jewellery-stone | 0.220266070205 |
| jewellery-used | 0.0 |
| jewellery-decorate | 0.0 |
| jewellery-valuable | 0.0 |
| jewellery-things | 0.346687374295 |
| jewellery-wear | 0.0 |
| jewellery-rings | 0.592019999822 |
| jewellery-<br>necklaces | 0.81750915958 | | 1 |
| Words | Similarity |
| --- | --- |
| gem-jewel | 0.908008550956 |
| gem-stone | 0.180732071642 |
| gem-used | 0.0 |
| gem-decorate | 0.0 |
| gem-valuable | 0.0 |
| gem-things | 0.284462910289 |
| gem-wear | 0.0 |
| gem-rings | 0.485032351325 |
| gem-necklaces | 0.669319889871 |
| jewel-jewel | 0.997421032224 |
| jewel-stone | 0.217431543606 |
| jewel-used | 0.0 |
| jewel-decorate | 0.0 | | | Words | Similarity |
| --- | --- |
| jewel-gem | 0.908008550956 |
| jewel-jewel | 0.997421032224 |
| jewel-stone | 0.475813717007 |
| jewel-used | 0.0 |
| jewel-jewellery | 0.509332774797 |
| stone-gem | 0.180732071642 |
| stone-jewel | 0.217431543606 |
| stone-stone | 0.901187866267 |
| stone-used | 0.0 |
| stone-jewellery | 0.220266070205 |
| used-gem | 0.0 |
| used-jewel | 0.0 |
| used-stone | 0.0 |
| used-used | 0.42189900525 |
| used-jewellery | 0.0 |
| decorate-gem | 0.0 |
| decorate-jewel | 0.0 |
| decorate-stone | 0.0 |
| decorate-used | 0.0 |
| decorate-jewellery | 0.0 |
| valuable-gem | 0.0 |
| valuable-jewel | 0.0 |
| valuable-stone | 0.0 |
| valuable-used | 0.0 |
| valuable-jewellery | 0.0 |
| things-gem | 0.284462910289 |
| things-jewel | 0.406309448212 |
| things-stone | 0.198770510639 |
| things-used | 0.0 |
| things-jewellery | 0.346687374295 |
| wear-gem | 0.0 |
| wear-jewel | 0.0 |
| wear-stone | 0.0 |
| wear-used | 0.0 |
| wear-jewellery | 0.0 |
| rings-gem | 0.485032351325 |
| rings-jewel | 0.456849659596 |
| rings-stone | 0.100270000776 |
| rings-used | 0.0 |
| rings-jewellery | 0.592019999822 |
| necklaces-gem | 0.669319889871 |
| necklaces-jewel | 0.41718607131 |
| necklaces-stone | 0.0856785820827 |
| necklaces-used | 0.0 |
| necklaces-<br>jewellery | 0.81750915958 | | 0 |
| Words | Similarity |
| --- | --- |
| gem-jewel | 0.908008550956 |
| gem-stone | 0.180732071642 |
| gem-used | 0.0 |
| gem-decorate | 0.0 |
| gem-valuable | 0.0 |
| gem-things | 0.284462910289 |
| gem-wear | 0.0 |
| gem-rings | 0.485032351325 |
| gem-necklaces | 0.669319889871 |
| jewel-jewel | 0.997421032224 |
| jewel-stone | 0.217431543606 |
| jewel-used | 0.0 |
| jewel-decorate | 0.0 |
| jewel-valuable | 0.0 |
| jewel-things | 0.406309448212 |
| jewel-wear | 0.0 |
| jewel-rings | 0.456849659596 |
| jewel-necklaces | 0.41718607131 |
| stone-jewel | 0.475813717007 |
| stone-stone | 0.901187866267 |
| stone-used | 0.0 |
| stone-decorate | 0.0 |
| stone-valuable | 0.0 |
| stone-things | 0.198770510639 |
| stone-wear | 0.0 |
| stone-rings | 0.100270000776 |
| stone-necklaces | 0.0856785820827 |
| used-jewel | 0.0 |
| used-stone | 0.0 |
| used-used | 0.42189900525 |
| used-decorate | 0.0 | | | used-valuable | 0.0 |
| --- | --- |
| used-things | 0.0 |
| used-wear | 0.0 |
| used-rings | 0.0 |
| used-necklaces | 0.0 |
| jewellery-jewel | 0.509332774797 |
| jewellery-stone | 0.220266070205 |
| jewellery-used | 0.0 |
| jewellery-decorate | 0.0 |
| jewellery-valuable | 0.0 |
| jewellery-things | 0.346687374295 |
| jewellery-wear | 0.0 |
| jewellery-rings | 0.592019999822 |
| jewellery-<br>necklaces | 0.81750915958 | | 1 |
| Words | Similarity |
| --- | --- |
| gem-jewel | 0.908008550956 |
| gem-stone | 0.180732071642 |
| gem-used | 0.0 |
| gem-decorate | 0.0 |
| gem-valuable | 0.0 |
| gem-things | 0.284462910289 |
| gem-wear | 0.0 |
| gem-rings | 0.485032351325 |
| gem-necklaces | 0.669319889871 |
| jewel-jewel | 0.997421032224 |
| jewel-stone | 0.217431543606 |
| jewel-used | 0.0 |
| jewel-decorate | 0.0 |
| jewel-valuable | 0.0 |
| jewel-things | 0.406309448212 |
| jewel-wear | 0.0 |
| jewel-rings | 0.456849659596 |
| jewel-necklaces | 0.41718607131 |
| stone-jewel | 0.475813717007 |
| stone-stone | 0.901187866267 |
| stone-used | 0.0 |
| stone-decorate | 0.0 |
| stone-valuable | 0.0 |
| stone-things | 0.198770510639 |
| stone-wear | 0.0 |
| stone-rings | 0.100270000776 |
| stone-necklaces | 0.0856785820827 |
| used-jewel | 0.0 |
| used-stone | 0.0 |
| used-used | 0.42189900525 |
| used-decorate | 0.0 | | | valuable-jewel | 0.0 |
| --- | --- |
| valuable-stone | 0.0 |
| valuable-used | 0.0 |
| valuable-jewellery | 0.0 |
| things-gem | 0.284462910289 |
| things-jewel | 0.406309448212 |
| things-stone | 0.198770510639 |
| things-used | 0.0 |
| things-jewellery | 0.346687374295 |
| wear-gem | 0.0 |
| wear-jewel | 0.0 |
| wear-stone | 0.0 |
| wear-used | 0.0 |
| wear-jewellery | 0.0 |
| rings-gem | 0.485032351325 |
| rings-jewel | 0.456849659596 |
| rings-stone | 0.100270000776 |
| rings-used | 0.0 |
| rings-jewellery | 0.592019999822 |
| necklaces-gem | 0.669319889871 |
| necklaces-jewel | 0.41718607131 |
| necklaces-stone | 0.0856785820827 |
| necklaces-used | 0.0 |
| necklaces-<br>jewellery | 0.81750915958 | | 0 |
| ClosureOption | DynamicPrograming | DQN |
| --- | --- | --- |
| Never | 3254.6 | 3270.66 | | | p=0.2closure | 3307.9 | 3316.76 |
| --- | --- | --- |
| Always | 3358.3 | 3357.01 |
| 5-periodic | 3319.7 | 3335.75 | | 1 |
| ClosureOption | DynamicPrograming | DQN |
| --- | --- | --- |
| Never | 3254.6 | 3270.66 | | | Parameter | Val. | Parameter |
| --- | --- | --- |
| COLDN:Numberoftransactions(coldrun) | 0 | HOTN:Numberoftransactions(warmrun) |
| PSET:Set-orientedaccessoccurrenceprobability | 0.25 | SETDEPTH:Set-orientedaccessdepth |
| PSIMPLE:Simpletraversaloccurrenceprobability | 0.25 | SIMDEPTH:Simpletraversalaccessdepth |
| PHIER:Hierarchytraversaloccurrenceprobability | 0.25 | HIEDEPTH:Hierarchytraversalaccessdepth |
| PSTOCH:Stochastictraversaloccurrenceprobability | 0.25 | STODEPTH:Stochastictraversalaccessdepth | | 0 |
| ClosureOption | DynamicPrograming | DQN |
| --- | --- | --- |
| Never | 3254.6 | 3270.66 |
| p=0.2closure | 3307.9 | 3316.76 | | | Always | 3358.3 | 3357.01 |
| --- | --- | --- |
| 5-periodic | 3319.7 | 3335.75 | | 1 |
| ClosureOption | DynamicPrograming | DQN |
| --- | --- | --- |
| Never | 3254.6 | 3270.66 |
| p=0.2closure | 3307.9 | 3316.76 | | | PSIMPLE:Simpletraversaloccurrenceprobability | 0.25 | SIMDEPTH:Simpletraversalaccessdepth |
| --- | --- | --- |
| PHIER:Hierarchytraversaloccurrenceprobability | 0.25 | HIEDEPTH:Hierarchytraversalaccessdepth |
| PSTOCH:Stochastictraversaloccurrenceprobability | 0.25 | STODEPTH:Stochastictraversalaccessdepth | | 0 |
| No. | ptsnum | BeltramiEquation | GeneralizedLaplace | | |
| --- | --- | --- | --- | --- | --- |
| collocation | EFG | collocation | EFG | | |
| 1 | 24<br>2<br>32<br>2<br>48<br>2<br>64 | 4.477E-05<br>2.384E-05<br>1.015E-05<br>7.254E-06 | 9.434E-04<br>5.332E-04<br>1.454E-04<br>1.087E-04 | 6.906E-04<br>3.839E-04<br>1.686E-04<br>9.599E-05 | 1.610E-01<br>1.287E-01<br>6.291E-02<br>4.055E-02 | | | 2 | 24<br>2<br>32<br>2<br>48<br>2<br>64 | 2.980E-04<br>1.664E-04<br>4.348E-05<br>1.703E-05 | 3.665E-03<br>2.732E-03<br>1.241E-03<br>1.053E-03 | 1.660E-03<br>1.458E-03<br>3.923E-04<br>2.593E-04 | 4.188E-01<br>4.190E-01<br>3.992E-01<br>3.977E-01 |
| --- | --- | --- | --- | --- | --- |
| 3 | 1047<br>1807<br>4132<br>7185 | 9.719E-05<br>7.198E-05<br>5.201E-05<br>3.491E-05 | 9.882E-05<br>5.451E-05<br>2.922E-05<br>2.005E-05 | 1.907E-05<br>1.007E-05<br>4.797E-06<br>2.813E-06 | 1.934E+00<br>1.691E+00<br>2.028E+00<br>1.840E+00 | | 1 |
| No. | ptsnum | BeltramiEquation | GeneralizedLaplace | | |
| --- | --- | --- | --- | --- | --- |
| collocation | EFG | collocation | EFG | | |
| 1 | 24<br>2<br>32<br>2<br>48<br>2<br>64 | 4.477E-05<br>2.384E-05<br>1.015E-05<br>7.254E-06 | 9.434E-04<br>5.332E-04<br>1.454E-04<br>1.087E-04 | 6.906E-04<br>3.839E-04<br>1.686E-04<br>9.599E-05 | 1.610E-01<br>1.287E-01<br>6.291E-02<br>4.055E-02 | | | No. | ptsnum | BeltramiEquation | GeneralizedLaplace | | |
| --- | --- | --- | --- | --- | --- |
| collocation | EFG | collocation | EFG | | |
| 1 | 24<br>2<br>32<br>2<br>48<br>2<br>64 | 3.037E-05<br>1.711E-05<br>7.668E-06<br>5.416E-06 | 2.020E-05<br>1.365E-05<br>3.056E-06<br>1.777E-06 | 3.706E-05<br>1.928E-05<br>7.926E-06<br>4.364E-06 | 3.263E-03<br>2.159E-03<br>9.497E-04<br>6.018E-04 |
| 2 | 24<br>2<br>32<br>2<br>48<br>2<br>64 | 2.588E-04<br>1.012E-04<br>3.772E-05<br>1.391E-05 | 1.928E-04<br>1.180E-04<br>3.790E-05<br>2.454E-05 | 2.545E-04<br>1.834E-04<br>5.061E-05<br>3.296E-05 | 1.372E-02<br>1.040E-02<br>6.994E-03<br>5.620E-03 |
| 3 | 1047<br>1807<br>4132<br>7185 | 1.479E-05<br>8.580E-06<br>4.042E-06<br>2.018E-06 | 1.444E-05<br>5.818E-06<br>2.019E-06<br>1.123E-06 | 3.101E-06<br>1.293E-06<br>1.433E-06<br>5.923E-07 | 1.303E-01<br>8.692E-02<br>6.142E-02<br>4.618E-02 | | 0 |
| No. | ptsnum | BeltramiEquation | GeneralizedLaplace | | |
| --- | --- | --- | --- | --- | --- |
| collocation | EFG | collocation | EFG | | |
| 1 | 24<br>2<br>32<br>2<br>48<br>2<br>64 | 4.477E-05<br>2.384E-05<br>1.015E-05<br>7.254E-06 | 9.434E-04<br>5.332E-04<br>1.454E-04<br>1.087E-04 | 6.906E-04<br>3.839E-04<br>1.686E-04<br>9.599E-05 | 1.610E-01<br>1.287E-01<br>6.291E-02<br>4.055E-02 | | | 2 | 24<br>2<br>32<br>2<br>48<br>2<br>64 | 2.980E-04<br>1.664E-04<br>4.348E-05<br>1.703E-05 | 3.665E-03<br>2.732E-03<br>1.241E-03<br>1.053E-03 | 1.660E-03<br>1.458E-03<br>3.923E-04<br>2.593E-04 | 4.188E-01<br>4.190E-01<br>3.992E-01<br>3.977E-01 |
| --- | --- | --- | --- | --- | --- |
| 3 | 1047<br>1807<br>4132<br>7185 | 9.719E-05<br>7.198E-05<br>5.201E-05<br>3.491E-05 | 9.882E-05<br>5.451E-05<br>2.922E-05<br>2.005E-05 | 1.907E-05<br>1.007E-05<br>4.797E-06<br>2.813E-06 | 1.934E+00<br>1.691E+00<br>2.028E+00<br>1.840E+00 | | 1 |
| No. | ptsnum | BeltramiEquation | GeneralizedLaplace | | |
| --- | --- | --- | --- | --- | --- |
| collocation | EFG | collocation | EFG | | |
| 1 | 24<br>2<br>32<br>2<br>48<br>2<br>64 | 4.477E-05<br>2.384E-05<br>1.015E-05<br>7.254E-06 | 9.434E-04<br>5.332E-04<br>1.454E-04<br>1.087E-04 | 6.906E-04<br>3.839E-04<br>1.686E-04<br>9.599E-05 | 1.610E-01<br>1.287E-01<br>6.291E-02<br>4.055E-02 | | | 1 | 24<br>2<br>32<br>2<br>48<br>2<br>64 | 3.037E-05<br>1.711E-05<br>7.668E-06<br>5.416E-06 | 2.020E-05<br>1.365E-05<br>3.056E-06<br>1.777E-06 | 3.706E-05<br>1.928E-05<br>7.926E-06<br>4.364E-06 | 3.263E-03<br>2.159E-03<br>9.497E-04<br>6.018E-04 |
| --- | --- | --- | --- | --- | --- |
| 2 | 24<br>2<br>32<br>2<br>48<br>2<br>64 | 2.588E-04<br>1.012E-04<br>3.772E-05<br>1.391E-05 | 1.928E-04<br>1.180E-04<br>3.790E-05<br>2.454E-05 | 2.545E-04<br>1.834E-04<br>5.061E-05<br>3.296E-05 | 1.372E-02<br>1.040E-02<br>6.994E-03<br>5.620E-03 |
| 3 | 1047<br>1807<br>4132<br>7185 | 1.479E-05<br>8.580E-06<br>4.042E-06<br>2.018E-06 | 1.444E-05<br>5.818E-06<br>2.019E-06<br>1.123E-06 | 3.101E-06<br>1.293E-06<br>1.433E-06<br>5.923E-07 | 1.303E-01<br>8.692E-02<br>6.142E-02<br>4.618E-02 | | 0 |
| Method | LocationCardinalityOSPA | OSPA-T |
| --- | --- | --- |
| B-MM-CPHD | 2.520.563.08 | 5.41 |
| MM-λ-p-CPHDD | 2.640.633.27 | 5.48 |
| MM-CPHD | 2.391.123.51 | 5.50 | | | MM-PHD | 2.711.304.01 | 6.55 |
| --- | --- | --- |
| IMM-JPDA | 1.542.684.22 | 5.72 |
| MHT | 1.712.233.94 | 5.67 |
| P-Tracker | 1.332.704.03 | 6.50 |
| U-Tracker | 1.851.433.28 | 5.04 | | 1 |
| Method | LocationCardinalityOSPA | OSPA-T |
| --- | --- | --- |
| B-MM-CPHD | 2.520.563.08 | 5.41 |
| MM-λ-p-CPHDD | 2.640.633.27 | 5.48 |
| MM-CPHD | 2.391.123.51 | 5.50 | | | Method | LocationCardinalityOSPA | OSPA-T |
| --- | --- | --- |
| B-MM-CPHD | 2.710.683.39 | 5.39 |
| MM-λ-p-CPHDD | 2.780.823.60 | 5.97 |
| MM-CPHD | 2.840.793.63 | 5.61 |
| MM-PHD | 2.901.083.98 | 6.01 |
| IMM-JPDA | 1.371.673.04 | 4.21 |
| MHT | 0.813.073.88 | 5.48 |
| P-Tracker | 0.852.553.40 | 5.20 |
| U-Tracker | 0.643.364.00 | 4.93 | | 0 |
| Method | LocationCardinalityOSPA | OSPA-T |
| --- | --- | --- |
| B-MM-CPHD | 2.520.563.08 | 5.41 |
| MM-λ-p-CPHDD | 2.640.633.27 | 5.48 |
| MM-CPHD | 2.391.123.51 | 5.50 |
| MM-PHD | 2.711.304.01 | 6.55 | | | IMM-JPDA | 1.542.684.22 | 5.72 |
| --- | --- | --- |
| MHT | 1.712.233.94 | 5.67 |
| P-Tracker | 1.332.704.03 | 6.50 |
| U-Tracker | 1.851.433.28 | 5.04 | | 1 |
| Method | LocationCardinalityOSPA | OSPA-T |
| --- | --- | --- |
| B-MM-CPHD | 2.520.563.08 | 5.41 |
| MM-λ-p-CPHDD | 2.640.633.27 | 5.48 |
| MM-CPHD | 2.391.123.51 | 5.50 |
| MM-PHD | 2.711.304.01 | 6.55 | | | MM-PHD | 2.901.083.98 | 6.01 |
| --- | --- | --- |
| IMM-JPDA | 1.371.673.04 | 4.21 |
| MHT | 0.813.073.88 | 5.48 |
| P-Tracker | 0.852.553.40 | 5.20 |
| U-Tracker | 0.643.364.00 | 4.93 | | 0 |
| | 1HiddenLayer | 2HiddenLayers | | |
| --- | --- | --- | --- | --- |
| HiddenUnits | Valence | Arousal | Valence | Arousal |
| 100 | 0.44 | 0.36 | 0.50 | 0.41 | | | 128 | 0.53 | 0.40 | 0.57 | 0.43 |
| --- | --- | --- | --- | --- |
| 150 | 0.46 | 0.39 | 0.51 | 0.41 | | 1 |
| | 1HiddenLayer | 2HiddenLayers | | |
| --- | --- | --- | --- | --- |
| HiddenUnits | Valence | Arousal | Valence | Arousal |
| 100 | 0.44 | 0.36 | 0.50 | 0.41 | | | Layer | No.ofneurons | Activationfunction |
| --- | --- | --- |
| Inputlayer | 784 | - |
| Hiddenlayer1 | 500 | ReLu |
| Hiddenlayer2 | 500 | ReLu |
| Hiddenlayer3 | 500 | ReLu |
| Hiddenlayer4 | n | targetfunction |
| Outputlayer | 10 | Softmax | | 0 |
| | 1HiddenLayer | 2HiddenLayers | | |
| --- | --- | --- | --- | --- |
| HiddenUnits | Valence | Arousal | Valence | Arousal |
| 100 | 0.44 | 0.36 | 0.50 | 0.41 | | | 128 | 0.53 | 0.40 | 0.57 | 0.43 |
| --- | --- | --- | --- | --- |
| 150 | 0.46 | 0.39 | 0.51 | 0.41 | | 1 |
| | 1HiddenLayer | 2HiddenLayers | | |
| --- | --- | --- | --- | --- |
| HiddenUnits | Valence | Arousal | Valence | Arousal |
| 100 | 0.44 | 0.36 | 0.50 | 0.41 | | | Hiddenlayer1 | 500 | ReLu |
| --- | --- | --- |
| Hiddenlayer2 | 500 | ReLu |
| Hiddenlayer3 | 500 | ReLu |
| Hiddenlayer4 | n | targetfunction |
| Outputlayer | 10 | Softmax | | 0 |
| Management |
| --- |
| ProbeRequest |
| ProbeResponse | | | Beacon |
| --- |
| Authentication |
| Deauthentication |
| ATIM | | 1 |
| Management |
| --- |
| ProbeRequest |
| ProbeResponse | | | AC | AuthenticatedModule |
| --- | --- |
| AIK | AttestationIdentityKey |
| CA | CertificateAuthority |
| DRTM | DynamicRootofTrustforMeasurement |
| MITM | Man-in-the-Middle |
| MLE | MeasuredLaunchEnvironment |
| PAL | ProgramApplicationLogic |
| PCR | PlatformConfigurationRegister |
| SKINIT | SecureKernelInit |
| SLB | SecureLoaderBlock |
| SML | StoredMeasurementLog |
| SRK | StorageRootKey |
| TCB | TrustedComputingBase |
| TPM | TrustedPlatformModule |
| TXT | TrustedExecutionTechnology |
| PM | ProxyModule |
| DB | Database | | 0 |
| Management |
| --- |
| ProbeRequest |
| ProbeResponse | | | Beacon |
| --- |
| Authentication |
| Deauthentication |
| ATIM | | 1 |
| Management |
| --- |
| ProbeRequest |
| ProbeResponse | | | TCB | TrustedComputingBase |
| --- | --- |
| TPM | TrustedPlatformModule |
| TXT | TrustedExecutionTechnology |
| PM | ProxyModule |
| DB | Database | | 0 |
| Metric(avg.) | NAMIC |
| --- | --- |
| | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| PSNR | 24.98 | 27.22 | 29.83 | 27.13 | 28.95 | 32.03 |
| SSIM | 0.8821 | 0.8981 | 0.9013 | 0.9198 | 0.9273 | 0.9301 | | 1 |
| Metric(avg.) | NAMIC |
| --- | --- |
| | | | | Metric(avg.) | NAMIC | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | |
| | | | | | | | | |
| PSNR(dB) | 24.36 | 26.51 | 27.14 | 27.30 | 27.26 | 27.81 | 29.04 | 30.35 |
| SSIM | 0.8771 | 0.8874 | 0.8934 | 0.8983 | 0.9166 | 0.9130 | 0.9173 | 0.9270 | | 0 |
| Metric(avg.) | NAMIC | | | | |
| --- | --- | --- | --- | --- | --- |
| | | | | | |
| | | | | | | | | PSNR | 24.98 | 27.22 | 29.83 | 27.13 | 28.95 | 32.03 |
| --- | --- | --- | --- | --- | --- | --- |
| SSIM | 0.8821 | 0.8981 | 0.9013 | 0.9198 | 0.9273 | 0.9301 | | 1 |
| Metric(avg.) | NAMIC | | | | |
| --- | --- | --- | --- | --- | --- |
| | | | | | |
| | | | | | | | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| PSNR(dB) | 24.36 | 26.51 | 27.14 | 27.30 | 27.26 | 27.81 | 29.04 | 30.35 |
| SSIM | 0.8771 | 0.8874 | 0.8934 | 0.8983 | 0.9166 | 0.9130 | 0.9173 | 0.9270 | | 0 |
| Settings | m=2 | m=3 | m=4 |
| --- | --- | --- | --- |
| d=48,s=12 | 32.87(8832) | 32.88(10128) | 33.08(11424) |
| d=56,s=12 | 33.00(9872) | 32.97(11168) | 33.16(12464) | | | d=48,s=16 | 32.95(11232) | 33.10(13536) | 33.18(15840) |
| --- | --- | --- | --- |
| d=56,s=16 | 33.01(12336) | 33.12(14640) | 33.17(16944) | | 1 |
| Settings | m=2 | m=3 | m=4 |
| --- | --- | --- | --- |
| d=48,s=12 | 32.87(8832) | 32.88(10128) | 33.08(11424) |
| d=56,s=12 | 33.00(9872) | 32.97(11168) | 33.16(12464) | | | | C-S-F | H-S-F | H-S-T | T-S-T | T-E-F | T-S-F |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | .59 | .52 | .53 | .25 | .38 | .33 |
| 2 | .61 | .63 | .60 | .33 | .32 | .26 |
| 3 | .61 | .50 | .54 | .44 | .29 | .24 |
| 4 | .59 | .60 | .56 | .33 | .28 | .24 |
| 5 | .55 | .55 | .50 | .34 | .27 | .26 | | 0 |
| Settings | m=2 | m=3 | m=4 |
| --- | --- | --- | --- |
| d=48,s=12 | 32.87(8832) | 32.88(10128) | 33.08(11424) |
| d=56,s=12 | 33.00(9872) | 32.97(11168) | 33.16(12464) | | | d=48,s=16 | 32.95(11232) | 33.10(13536) | 33.18(15840) |
| --- | --- | --- | --- |
| d=56,s=16 | 33.01(12336) | 33.12(14640) | 33.17(16944) | | 1 |
| Settings | m=2 | m=3 | m=4 |
| --- | --- | --- | --- |
| d=48,s=12 | 32.87(8832) | 32.88(10128) | 33.08(11424) |
| d=56,s=12 | 33.00(9872) | 32.97(11168) | 33.16(12464) | | | 4 | .59 | .60 | .56 | .33 | .28 | .24 |
| --- | --- | --- | --- | --- | --- | --- |
| 5 | .55 | .55 | .50 | .34 | .27 | .26 | | 0 |
| Model | Valid.Perp. | TestPerp. |
| --- | --- | --- |
| Baseline | 64.18 | 60.67 | | | Direct(§??) | 59.74 | 55.98 |
| --- | --- | --- |
| MonteCarlo(§??) | 62.97 | 59.08 |
| Marginalization(§??) | 58.62 | 55.06 |
| GSInterpolation(§??) | 59.19 | 55.73 | | 1 |
| Model | Valid.Perp. | TestPerp. |
| --- | --- | --- |
| Baseline | 64.18 | 60.67 | | | Model | Valid.Perp. | TestPerp. |
| --- | --- | --- |
| Baseline | 47.64 | 48.62 |
| Multi-Token(L=1) | 45.69 | 47.21 |
| Multi-Token(L=2) | 44.15 | 46.12 |
| Multi-Token(L=3) | 45.19 | 46.84 |
| Multi-Emb(E=2) | 44.80 | 46.32 |
| Multi-Emb(E=3) | 42.76 | 43.78 | | 0 |
| Model | Valid.Perp. | TestPerp. |
| --- | --- | --- |
| Baseline | 64.18 | 60.67 |
| Direct(§??) | 59.74 | 55.98 | | | MonteCarlo(§??) | 62.97 | 59.08 |
| --- | --- | --- |
| Marginalization(§??) | 58.62 | 55.06 |
| GSInterpolation(§??) | 59.19 | 55.73 | | 1 |
| Model | Valid.Perp. | TestPerp. |
| --- | --- | --- |
| Baseline | 64.18 | 60.67 |
| Direct(§??) | 59.74 | 55.98 | | | Multi-Emb(E=2) | 44.80 | 46.32 |
| --- | --- | --- |
| Multi-Emb(E=3) | 42.76 | 43.78 | | 0 |
| testset | | | |
| --- | --- | --- | --- |
| optimizedon | comp-g | soap | docu-i | | | comp-g-dev | 26.3 | 76.4 | 34.7 |
| --- | --- | --- | --- |
| soap-dev | 27.9 | 75.2 | 36.7 |
| docu-i-dev | 27.1 | 74.5 | 36.3 | | 1 |
| testset | | | |
| --- | --- | --- | --- |
| optimizedon | comp-g | soap | docu-i | | | testset | | | |
| --- | --- | --- | --- |
| model | comp-g | soap | docu-i |
| Mediargus | 28.2 | 79.7 | 38.1 |
| CGN | 35.1 | 76.8 | 42.8 |
| VRTall | 30.8 | 75.0 | 39.1 | | 0 |
| testset | | | |
| --- | --- | --- | --- |
| optimizedon | comp-g | soap | docu-i |
| comp-g-dev | 26.3 | 76.4 | 34.7 | | | soap-dev | 27.9 | 75.2 | 36.7 |
| --- | --- | --- | --- |
| docu-i-dev | 27.1 | 74.5 | 36.3 | | 1 |
| testset | | | |
| --- | --- | --- | --- |
| optimizedon | comp-g | soap | docu-i |
| comp-g-dev | 26.3 | 76.4 | 34.7 | | | Mediargus | 28.2 | 79.7 | 38.1 |
| --- | --- | --- | --- |
| CGN | 35.1 | 76.8 | 42.8 |
| VRTall | 30.8 | 75.0 | 39.1 | | 0 |
| Algorithm | Precision | Recall | F-measure |
| --- | --- | --- | --- |
| Proposed | 0.77 | 0.70 | 0.74 |
| Zhangetal. | 0.83 | 0.67 | 0.74 | | | Yinetal. | 0.81 | 0.63 | 0.71 |
| --- | --- | --- | --- |
| Kangetal. | 0.71 | 0.62 | 0.66 |
| Yaoetal. | 0.63 | 0.63 | 0.60 | | 1 |
| Algorithm | Precision | Recall | F-measure |
| --- | --- | --- | --- |
| Proposed | 0.77 | 0.70 | 0.74 |
| Zhangetal. | 0.83 | 0.67 | 0.74 | | | Algorithm | Precision | Recall | F-measure | Timecost |
| --- | --- | --- | --- | --- |
| Proposed | 0.83 | 0.67 | 0.74 | 2.1s |
| Yinetal. | 0.81 | 0.63 | 0.71 | 1.4s |
| Kangetal. | 0.71 | 0.62 | 0.66 | - |
| Yinetal. | 0.71 | 0.61 | 0.65 | 0.8s |
| Yaoetal. | 0.63 | 0.63 | 0.60 | 7.2s | | 0 |
| Algorithm | Precision | Recall | F-measure |
| --- | --- | --- | --- |
| Proposed | 0.77 | 0.70 | 0.74 |
| Zhangetal. | 0.83 | 0.67 | 0.74 |
| Yinetal. | 0.81 | 0.63 | 0.71 | | | Kangetal. | 0.71 | 0.62 | 0.66 |
| --- | --- | --- | --- |
| Yaoetal. | 0.63 | 0.63 | 0.60 | | 1 |
| Algorithm | Precision | Recall | F-measure |
| --- | --- | --- | --- |
| Proposed | 0.77 | 0.70 | 0.74 |
| Zhangetal. | 0.83 | 0.67 | 0.74 |
| Yinetal. | 0.81 | 0.63 | 0.71 | | | Yinetal. | 0.81 | 0.63 | 0.71 | 1.4s |
| --- | --- | --- | --- | --- |
| Kangetal. | 0.71 | 0.62 | 0.66 | - |
| Yinetal. | 0.71 | 0.61 | 0.65 | 0.8s |
| Yaoetal. | 0.63 | 0.63 | 0.60 | 7.2s | | 0 |
| K1 | k2 | k3 | k4 |
| --- | --- | --- | --- |
| 0.6 | 1.2 | 0.1 | 0.001 |
| 0.864 | 0.981 | 0.005 | 0.016 |
| 0.108 | 0.735 | 0.016 | 0.013 |
| 0.263 | 0.299 | 0 | 0 |
| 1.207 | 1.909 | 0.008 | 0.014 |
| 0.648 | 1.64 | 0.027 | 0.016 | | | 0.047 | 0.325 | 0.084 | 0 |
| --- | --- | --- | --- |
| 0.425 | 1.055 | 0.023 | 0.013 |
| 0.63 | 0.842 | 0.092 | 0.014 | | 1 |
| K1 | k2 | k3 | k4 |
| --- | --- | --- | --- |
| 0.6 | 1.2 | 0.1 | 0.001 |
| 0.864 | 0.981 | 0.005 | 0.016 |
| 0.108 | 0.735 | 0.016 | 0.013 |
| 0.263 | 0.299 | 0 | 0 |
| 1.207 | 1.909 | 0.008 | 0.014 |
| 0.648 | 1.64 | 0.027 | 0.016 | | | 0.414 | 0.245 | 0.033 | 0.018 | 0.012 | 0.032 | 0.043 | 0.064 | 0.075 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 0.058 | 0.297 | 0.246 | 0.037 | 0.021 | 0.043 | 0.051 | 0.089 | 0.091 |
| 0.031 | 0.053 | 0.298 | 0.227 | 0.049 | 0.042 | 0.042 | 0.049 | 0.132 |
| 0.031 | 0.041 | 0.089 | 0.345 | 0.182 | 0.057 | 0.037 | 0.039 | 0.116 |
| 0.037 | 0.057 | 0.056 | 0.063 | 0.337 | 0.212 | 0.047 | 0.038 | 0.082 |
| 0.056 | 0.049 | 0.061 | 0.041 | 0.053 | 0.339 | 0.23 | 0.041 | 0.065 |
| 0.08 | 0.067 | 0.054 | 0.035 | 0.03 | 0.041 | 0.332 | 0.204 | 0.077 |
| 0.065 | 0.074 | 0.082 | 0.043 | 0.03 | 0.04 | 0.048 | 0.339 | 0.203 |
| 0.05 | 0.044 | 0.066 | 0.065 | 0.048 | 0.033 | 0.048 | 0.044 | 0.488 |
| 0.035 | 0.036 | 0.055 | 0.048 | 0.039 | 0.048 | 0.061 | 0.06 | 0.106 | | 0 |
| K1 | k2 | k3 | k4 |
| --- | --- | --- | --- |
| 0.6 | 1.2 | 0.1 | 0.001 |
| 0.864 | 0.981 | 0.005 | 0.016 |
| 0.108 | 0.735 | 0.016 | 0.013 |
| 0.263 | 0.299 | 0 | 0 | | | 1.207 | 1.909 | 0.008 | 0.014 |
| --- | --- | --- | --- |
| 0.648 | 1.64 | 0.027 | 0.016 |
| 0.047 | 0.325 | 0.084 | 0 |
| 0.425 | 1.055 | 0.023 | 0.013 |
| 0.63 | 0.842 | 0.092 | 0.014 | | 1 |
| K1 | k2 | k3 | k4 |
| --- | --- | --- | --- |
| 0.6 | 1.2 | 0.1 | 0.001 |
| 0.864 | 0.981 | 0.005 | 0.016 |
| 0.108 | 0.735 | 0.016 | 0.013 |
| 0.263 | 0.299 | 0 | 0 | | | 0.05 | 0.044 | 0.066 | 0.065 | 0.048 | 0.033 | 0.048 | 0.044 | 0.488 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 0.035 | 0.036 | 0.055 | 0.048 | 0.039 | 0.048 | 0.061 | 0.06 | 0.106 | | 0 |
| ADSM<br>ADSTARDistributedStorageManagersystem |
| --- |
| AliEn<br>avirtualAliEnSEforLFN→LFNsymb.links |
| Castor<br>CERNMassStorageSystem |
| DB<br>DatabaseStorageSystem |
| DMF<br>DataMigrationFacilitysystem |
| EDG<br>EuropeanDataGridSEinterface |
| File<br>SEforfileaccessinlocallymountedfilesystems |
| HPSS<br>HighPerformanceStorageSystemusingRFIOaccess | | | HSI<br>HighPerformanceStorageSystemunsingHSIaccess |
| --- |
| HTTP<br>webserverstorageelement |
| SOAP<br>SOAPserverstorageelement | | 1 |
| ADSM<br>ADSTARDistributedStorageManagersystem |
| --- |
| AliEn<br>avirtualAliEnSEforLFN→LFNsymb.links |
| Castor<br>CERNMassStorageSystem |
| DB<br>DatabaseStorageSystem |
| DMF<br>DataMigrationFacilitysystem |
| EDG<br>EuropeanDataGridSEinterface |
| File<br>SEforfileaccessinlocallymountedfilesystems |
| HPSS<br>HighPerformanceStorageSystemusingRFIOaccess | | | SystemName | BlogSum<br>R-2 | MEAD<br>R-2 | TAC-Best<br>R-2 |
| --- | --- | --- | --- |
| Baseline | 0.102⇓ | 0.041⇓ | 0.130 |
| w/oIllustration | 0.107⇓ | 0.022⇓ | 0.112⇓ |
| w/oContingency | 0.093⇓ | 0.025⇓ | 0.102⇓ |
| w/oComparison | 0.103⇓ | 0.033⇓ | 0.113⇓ |
| w/oAttributive | 0.113⇓ | 0.050 | 0.124 |
| w/oTopic-opinion | 0.112⇓ | 0.049 | 0.123 |
| w/oAttribution | 0.118⇓ | 0.051⇓ | 0.128 |
| withallRelations | 0.125 | .053 | 0.138 | | 0 |
| ADSM<br>ADSTARDistributedStorageManagersystem |
| --- |
| AliEn<br>avirtualAliEnSEforLFN→LFNsymb.links |
| Castor<br>CERNMassStorageSystem | | | DB<br>DatabaseStorageSystem |
| --- |
| DMF<br>DataMigrationFacilitysystem |
| EDG<br>EuropeanDataGridSEinterface |
| File<br>SEforfileaccessinlocallymountedfilesystems |
| HPSS<br>HighPerformanceStorageSystemusingRFIOaccess |
| HSI<br>HighPerformanceStorageSystemunsingHSIaccess |
| HTTP<br>webserverstorageelement |
| SOAP<br>SOAPserverstorageelement | | 1 |
| ADSM<br>ADSTARDistributedStorageManagersystem |
| --- |
| AliEn<br>avirtualAliEnSEforLFN→LFNsymb.links |
| Castor<br>CERNMassStorageSystem | | | w/oAttributive | 0.113⇓ | 0.050 | 0.124 |
| --- | --- | --- | --- |
| w/oTopic-opinion | 0.112⇓ | 0.049 | 0.123 |
| w/oAttribution | 0.118⇓ | 0.051⇓ | 0.128 |
| withallRelations | 0.125 | .053 | 0.138 | | 0 |
| Model | NJU2000-TE | NLPR-TE | | |
| --- | --- | --- | --- | --- |
| Fβ | MAE | Fβ | MAE | |
| MNet | 0.7610 | 0.0757 | 0.8193 | 0.0874 |
| PNet | 0.8397 | 0.0800 | 0.7901 | 0.0551 |
| DNetα=1 | 0.8424 | 0.0728 | 0.8203 | 0.0630 |
| PDNetα=1 | 0.8503 | 0.0689 | 0.8478 | 0.0491 | | | PDNetα<1 | 0.8471 | 0.0694 | 0.8409 | 0.0494 |
| --- | --- | --- | --- | --- |
| PDNetα>1 | 0.8458 | 0.0698 | 0.8284 | 0.0548 | | 1 |
| Model | NJU2000-TE | NLPR-TE | | |
| --- | --- | --- | --- | --- |
| Fβ | MAE | Fβ | MAE | |
| MNet | 0.7610 | 0.0757 | 0.8193 | 0.0874 |
| PNet | 0.8397 | 0.0800 | 0.7901 | 0.0551 |
| DNetα=1 | 0.8424 | 0.0728 | 0.8203 | 0.0630 |
| PDNetα=1 | 0.8503 | 0.0689 | 0.8478 | 0.0491 | | | Models | IOU | Params | GFLOPs |
| --- | --- | --- | --- |
| ERFNet | 70.45 | 2038448 | 27.705 |
| D* | 68.55 | 547120 | 10.597 |
| DG2* | 65.35 | 395568 | 8.852 |
| DG4* | 61.42 | 319792 | 7.980 |
| DG8* | 59.15 | 281904 | 7.543 |
| DG2S* | 65.36 | 395568 | 8.852 |
| DG4S* | 61.27 | 319792 | 7.980 |
| DG8S* | 59.89 | 281904 | 7.543 | | 0 |
| Model | NJU2000-TE | NLPR-TE | | |
| --- | --- | --- | --- | --- |
| Fβ | MAE | Fβ | MAE | |
| MNet | 0.7610 | 0.0757 | 0.8193 | 0.0874 |
| PNet | 0.8397 | 0.0800 | 0.7901 | 0.0551 |
| DNetα=1 | 0.8424 | 0.0728 | 0.8203 | 0.0630 | | | PDNetα=1 | 0.8503 | 0.0689 | 0.8478 | 0.0491 |
| --- | --- | --- | --- | --- |
| PDNetα<1 | 0.8471 | 0.0694 | 0.8409 | 0.0494 |
| PDNetα>1 | 0.8458 | 0.0698 | 0.8284 | 0.0548 | | 1 |
| Model | NJU2000-TE | NLPR-TE | | |
| --- | --- | --- | --- | --- |
| Fβ | MAE | Fβ | MAE | |
| MNet | 0.7610 | 0.0757 | 0.8193 | 0.0874 |
| PNet | 0.8397 | 0.0800 | 0.7901 | 0.0551 |
| DNetα=1 | 0.8424 | 0.0728 | 0.8203 | 0.0630 | | | DG2S* | 65.36 | 395568 | 8.852 |
| --- | --- | --- | --- |
| DG4S* | 61.27 | 319792 | 7.980 |
| DG8S* | 59.89 | 281904 | 7.543 | | 0 |
| Parameters | Conventional(ns) | Proposed(ns) |
| --- | --- | --- |
| tOUT | 7.82 | N/A |
| tIN | 1.65 | N/A |
| tS | 0.25 | 0.25 |
| tH | 0.02 | 0.02 | | | tDIFF | N/A | 4.69 |
| --- | --- | --- |
| tREA | 20 | N/A |
| tBYTE | 12 | 12 | | 1 |
| Parameters | Conventional(ns) | Proposed(ns) |
| --- | --- | --- |
| tOUT | 7.82 | N/A |
| tIN | 1.65 | N/A |
| tS | 0.25 | 0.25 |
| tH | 0.02 | 0.02 | | | | fc6size | Totalsize | Ratio | Method | Error |
| --- | --- | --- | --- | --- | --- |
| default | 150,994,944 | 177,546,176 | NA | NA | 18.21 |
| k=5 | 204,805 | 26,756,037 | 6.64 | Lossy | 20.67 |
| Lossless | 19.23 | | | | |
| k=10 | 409,610 | 26,960,842 | 6.59 | Lossy | 19.25 |
| Lossless | 18.87 | | | | |
| k=50 | 2,048,050 | 28,599,282 | 6.21 | Lossy | 19.04 |
| Lossless | 18.67 | | | | |
| k=100 | 4,096,100 | 30,647,332 | 5.79 | Lossy | 18.68 |
| Lossless | 18.21 | | | | | | 0 |
| Parameters | Conventional(ns) | Proposed(ns) |
| --- | --- | --- |
| tOUT | 7.82 | N/A |
| tIN | 1.65 | N/A |
| tS | 0.25 | 0.25 |
| tH | 0.02 | 0.02 |
| tDIFF | N/A | 4.69 | | | tREA | 20 | N/A |
| --- | --- | --- |
| tBYTE | 12 | 12 | | 1 |
| Parameters | Conventional(ns) | Proposed(ns) |
| --- | --- | --- |
| tOUT | 7.82 | N/A |
| tIN | 1.65 | N/A |
| tS | 0.25 | 0.25 |
| tH | 0.02 | 0.02 |
| tDIFF | N/A | 4.69 | | | k=50 | 2,048,050 | 28,599,282 | 6.21 | Lossy | 19.04 |
| --- | --- | --- | --- | --- | --- |
| Lossless | 18.67 | | | | |
| k=100 | 4,096,100 | 30,647,332 | 5.79 | Lossy | 18.68 |
| Lossless | 18.21 | | | | | | 0 |
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