premise string | hypothesis string | label int64 |
|---|---|---|
| Methods | FCN | OurFCN | OurGRU-RNN | OurDA-RNN |
| --- | --- | --- | --- | --- |
| Background | 94.3 | 96.1 | 96.8 | 97.6 |
| Bowl | 78.6 | 87.0 | 86.4 | 92.7 |
| Cap | 61.2 | 79.0 | 82.0 | 84.4 | | | CerealBox | 80.4 | 87.5 | 87.5 | 88.3 |
| --- | --- | --- | --- | --- |
| CoffeeMug | 62.7 | 75.7 | 76.1 | 86.3 |
| CoffeeTable | 93.6 | 95.2 | 96.0 | 97.3 |
| OfficeChair | 67.3 | 71.6 | 72.7 | 77.0 |
| SofaCan | 73.5 | 82.9 | 81.9 | 88.7 |
| Sofa | 90.8 | 92.9 | 93.5 | 95.6 |
| Table | 84.2 | 89.8 | 90.8 | 92.8 |
| MEA... | 1 |
| Methods | FCN | OurFCN | OurGRU-RNN | OurDA-RNN |
| --- | --- | --- | --- | --- |
| Background | 94.3 | 96.1 | 96.8 | 97.6 |
| Bowl | 78.6 | 87.0 | 86.4 | 92.7 |
| Cap | 61.2 | 79.0 | 82.0 | 84.4 | | | | Gradual | Sharp | | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P | R |
| LNA | 198 | 147 | 11 | 51 | 0.93 | 0.742 | 0.826 | 45 | 31 | 26 | 14 | 0.544 | 0.689 |
| NFC | 77 | 57 | 1... | 0 |
| Methods | FCN | OurFCN | OurGRU-RNN | OurDA-RNN |
| --- | --- | --- | --- | --- |
| Background | 94.3 | 96.1 | 96.8 | 97.6 |
| Bowl | 78.6 | 87.0 | 86.4 | 92.7 |
| Cap | 61.2 | 79.0 | 82.0 | 84.4 |
| CerealBox | 80.4 | 87.5 | 87.5 | 88.3 |
| CoffeeMug | 62.7 | 75.7 | 76.1 | 86.3 |
| CoffeeTable | 93.6 | 95.2 | 96.0 | 9... | | Sofa | 90.8 | 92.9 | 93.5 | 95.6 |
| --- | --- | --- | --- | --- |
| Table | 84.2 | 89.8 | 90.8 | 92.8 |
| MEAN | 78.7 | 85.8 | 86.4 | 90.1 | | 1 |
| Methods | FCN | OurFCN | OurGRU-RNN | OurDA-RNN |
| --- | --- | --- | --- | --- |
| Background | 94.3 | 96.1 | 96.8 | 97.6 |
| Bowl | 78.6 | 87.0 | 86.4 | 92.7 |
| Cap | 61.2 | 79.0 | 82.0 | 84.4 |
| CerealBox | 80.4 | 87.5 | 87.5 | 88.3 |
| CoffeeMug | 62.7 | 75.7 | 76.1 | 86.3 |
| CoffeeTable | 93.6 | 95.2 | 96.0 | 9... | | CLE | 37 | 28 | 7 | 9 | 0.8 | 0.757 | 0.778 | 57 | 54 | 7 | 3 | 0.885 | 0.947 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 5PGC | 190 | 155 | 44 | 35 | 0.779 | 0.816 | 0.797 | 81 | 75 | 30 | 6 | 0.714 | 0.926 |
| MNE | 181 | 156 | 11 | 25 | 0.934 | 0.862 | 0.897 | 339 | 32... | 0 |
| ConnectedNodes | Distance |
| --- | --- |
| N5↔N2 | 3.4m |
| N2↔N3 | 5.4m | | | N3↔N4 | 2.8m |
| --- | --- |
| N3↔N1 | 3.3m |
| N4↔N1 | 6.2m | | 1 |
| ConnectedNodes | Distance |
| --- | --- |
| N5↔N2 | 3.4m |
| N2↔N3 | 5.4m | | | n | n/2<br>2 | m | 12<br>m<br>m!2n | m<br>2 |
| --- | --- | --- | --- | --- |
| 100 | 1.12×10 | 6 | 7.49×10 | 1.08×10 |
| 150 | 3.77×10 | 7 | 1.84×10 | 7.96×10 |
| 200 | 1.26×10 | 8 | 5.54×10 | 1.12×10 |
| 250 | 4.25×10 | 9 | 4.97×10 | 5.29×10 |
| 300 | 1.42×10 | 10 | 2.07×10 | 1.15×10 |
| 310 | 4.56×10 | 10 | 6.13×1... | 0 |
| ConnectedNodes | Distance |
| --- | --- |
| N5↔N2 | 3.4m |
| N2↔N3 | 5.4m | | | N3↔N4 | 2.8m |
| --- | --- |
| N3↔N1 | 3.3m |
| N4↔N1 | 6.2m | | 1 |
| ConnectedNodes | Distance |
| --- | --- |
| N5↔N2 | 3.4m |
| N2↔N3 | 5.4m | | | 350 | 4.78×10 | 10 | 4.21×10 | 1.18×10 |
| --- | --- | --- | --- | --- |
| 400 | 1.60×10 | 11 | 5.92×10 | 7.81×10 |
| 409 | 3.63×10 | 11 | 1.36×10 | 2.43×10 |
| 450 | 5.39×10 | 11 | 5.68×10 | 4.26×10 |
| 500 | 1.80×10 | 12 | 4.08×10 | 1.21×10 |
| 571 | 8.79×10 | 12 | 1.21×10 | 4.44×10 | | 0 |
| Architecture | Catheter | Vessels |
| --- | --- | --- |
| U-Net | 0.49 | 0.30 |
| U-Net+CC | 0.44 | 0.36 |
| SiameseU-Net+CC | 0.51 | 0.50 | | | SiameseU-Net+Augm1 | 0.61 | 0.49 |
| --- | --- | --- |
| SiameseU-Net+Augm2 | 0.69 | 0.54 | | 1 |
| Architecture | Catheter | Vessels |
| --- | --- | --- |
| U-Net | 0.49 | 0.30 |
| U-Net+CC | 0.44 | 0.36 |
| SiameseU-Net+CC | 0.51 | 0.50 | | | Architecture | Dice |
| --- | --- |
| Blacktop-hat+CC | 0.77 |
| Blacktop-hat | 0.85 |
| U-Net | 0.92 |
| U-Net+CC | 0.89 |
| SiameseU-Net | 0.95 |
| SiameseU-Net+CC | 0.98 | | 0 |
| Architecture | Catheter | Vessels |
| --- | --- | --- |
| U-Net | 0.49 | 0.30 |
| U-Net+CC | 0.44 | 0.36 |
| SiameseU-Net+CC | 0.51 | 0.50 | | | SiameseU-Net+Augm1 | 0.61 | 0.49 |
| --- | --- | --- |
| SiameseU-Net+Augm2 | 0.69 | 0.54 | | 1 |
| Architecture | Catheter | Vessels |
| --- | --- | --- |
| U-Net | 0.49 | 0.30 |
| U-Net+CC | 0.44 | 0.36 |
| SiameseU-Net+CC | 0.51 | 0.50 | | | SiameseU-Net | 0.95 |
| --- | --- |
| SiameseU-Net+CC | 0.98 | | 0 |
| NumberobjectsCustomer<br>Kryodatasize | 2.4M<br>41.5GB | 4.8M<br>83.1GB | 9.6M<br>167.2GB | 14.4M<br>251.1GB | 19.2M<br>333.2 | 24M<br>416.2GB |
| --- | --- | --- | --- | --- | --- | --- |
| | sperCustomerSupplier | | | | | |
| PlinyCompute:hotstorage<br>Spark:hotHDFS<br>Spark:in-RAMdeserializedRDD | 00:11<br>0... | | | top-kJaccard | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| PlinyCompute:hotstorage<br>Spark:hotHDFS<br>Spark:in-RAMdeserializedRDD | 00:03<br>00:56<br>00:08 | 00:03<br>01:38<br>00:12 | 00:04<br>03:01<br>00:21 | 00:05<br>04:01<br>00:32 | 00:05<br>05:22<br>01:11 | 00:06<br>06:34<br>02:38 | | 1 |
| NumberobjectsCustomer<br>Kryodatasize | 2.4M<br>41.5GB | 4.8M<br>83.1GB | 9.6M<br>167.2GB | 14.4M<br>251.1GB | 19.2M<br>333.2 | 24M<br>416.2GB |
| --- | --- | --- | --- | --- | --- | --- |
| | sperCustomerSupplier | | | | | |
| PlinyCompute:hotstorage<br>Spark:hotHDFS<br>Spark:in-RAMdeserializedRDD | 00:11<br>0... | | Algorithm | | | | | |
| --- | --- | --- | --- | --- | --- |
| SUSY | HIGGS | HEPMASS | RLCPS | PokerHand | |
| ScalablePANFISMerging | 1349 | 5671 | 5280 | 630 | 218 |
| ScalablePANFISVoting | | | | | |
| ScalablePANFISwithALMerging | 691 | 2852 | 2650 | 364 | 119 |
| ScalablePANFISwithALVoting | | | | ... | 0 |
| NumberobjectsCustomer<br>Kryodatasize | 2.4M<br>41.5GB | 4.8M<br>83.1GB | 9.6M<br>167.2GB | 14.4M<br>251.1GB | 19.2M<br>333.2 | 24M<br>416.2GB |
| --- | --- | --- | --- | --- | --- | --- |
| | sperCustomerSupplier | | | | | |
| PlinyCompute:hotstorage<br>Spark:hotHDFS<br>Spark:in-RAMdeserializedRDD | 00:11<br>0... | | | top-kJaccard | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| PlinyCompute:hotstorage<br>Spark:hotHDFS<br>Spark:in-RAMdeserializedRDD | 00:03<br>00:56<br>00:08 | 00:03<br>01:38<br>00:12 | 00:04<br>03:01<br>00:21 | 00:05<br>04:01<br>00:32 | 00:05<br>05:22<br>01:11 | 00:06<br>06:34<br>02:38 | | 1 |
| NumberobjectsCustomer<br>Kryodatasize | 2.4M<br>41.5GB | 4.8M<br>83.1GB | 9.6M<br>167.2GB | 14.4M<br>251.1GB | 19.2M<br>333.2 | 24M<br>416.2GB |
| --- | --- | --- | --- | --- | --- | --- |
| | sperCustomerSupplier | | | | | |
| PlinyCompute:hotstorage<br>Spark:hotHDFS<br>Spark:in-RAMdeserializedRDD | 00:11<br>0... | | Spark.GBT | 664 | 3401 | 3167 | 852 | 1308 |
| --- | --- | --- | --- | --- | --- |
| Spark.RF | 259 | 1713 | 1239 | 262 | 548 | | 0 |
| k | OurResults | Makinoetal. | Moser&Scheder | Dantsinetal. | PPSZ(randomized) |
| --- | --- | --- | --- | --- | --- |
| 3 | 1.32793 | 1.3303 | 1.33334 | 1.5 | 1.30704 | | | 4 | 1.49857 | - | 1.50001 | 1.6 | 1.46895 |
| --- | --- | --- | --- | --- | --- |
| 5 | 1.59946 | - | 1.60001 | 1.66667 | 1.56943 |
| 6 | 1.66646 | - | 1.66667 | 1.71429 | 1.63788 | | 1 |
| k | OurResults | Makinoetal. | Moser&Scheder | Dantsinetal. | PPSZ(randomized) |
| --- | --- | --- | --- | --- | --- |
| 3 | 1.32793 | 1.3303 | 1.33334 | 1.5 | 1.30704 | | | 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.... | 0 |
| k | OurResults | Makinoetal. | Moser&Scheder | Dantsinetal. | PPSZ(randomized) |
| --- | --- | --- | --- | --- | --- |
| 3 | 1.32793 | 1.3303 | 1.33334 | 1.5 | 1.30704 | | | 4 | 1.49857 | - | 1.50001 | 1.6 | 1.46895 |
| --- | --- | --- | --- | --- | --- |
| 5 | 1.59946 | - | 1.60001 | 1.66667 | 1.56943 |
| 6 | 1.66646 | - | 1.66667 | 1.71429 | 1.63788 | | 1 |
| k | OurResults | Makinoetal. | Moser&Scheder | Dantsinetal. | PPSZ(randomized) |
| --- | --- | --- | --- | --- | --- |
| 3 | 1.32793 | 1.3303 | 1.33334 | 1.5 | 1.30704 | | | 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 | | 0 |
| Element | Abbreviation |
| --- | --- |
| Consumerids | consumer |
| IntendedPurpose | ip |
| Allowedintendedpurposesofip | ip.Aip |
| Prohibitedintendedpurposesofip | ip.Exc | | | Jointaccessconstraint | jac |
| --- | --- |
| Alloweddatacategoriesforjac | jac.Adc |
| Prohibiteddatacategoriesforjac | jac.Exc |
| Intendedpurposesforjac | jac.ip |
| Categoryderivationconstraint | cdc | | 1 |
| Element | Abbreviation |
| --- | --- |
| Consumerids | consumer |
| IntendedPurpose | ip |
| Allowedintendedpurposesofip | ip.Aip |
| Prohibitedintendedpurposesofip | ip.Exc | | | NB | Na¨ıveBayesModel |
| --- | --- |
| KLD | SymmetricalKullback-LeiblerDivergenceModel |
| R | TokenType:rating,unigramordigram |
| LR | LinkabilityRatio |
| AR | AnonymousRecord |
| IR | IdentifiedRecord(correspondingtoacertainreviewer) |
| SymD(IR,AR)KLD | symmetricKLDdistancebetweenIRandAR |
| SymD | symmetricKLD... | 0 |
| Element | Abbreviation |
| --- | --- |
| Consumerids | consumer |
| IntendedPurpose | ip | | | Allowedintendedpurposesofip | ip.Aip |
| --- | --- |
| Prohibitedintendedpurposesofip | ip.Exc |
| Jointaccessconstraint | jac |
| Alloweddatacategoriesforjac | jac.Adc |
| Prohibiteddatacategoriesforjac | jac.Exc |
| Intendedpurposesforjac | jac.ip |
| Categoryderivationconstraint | cdc | | 1 |
| Element | Abbreviation |
| --- | --- |
| Consumerids | consumer |
| IntendedPurpose | ip | | | SymD | symmetricKLDofcategorytokens |
| --- | --- |
| SymD | symmetricKLDoflexical(unigramordigram)tokens |
| SymD | symmetricKLDofratingandcategorytokens |
| SymD | symmetricKLDoflexical,ratingandcategorytokens | | 0 |
| ImageNet | PASCAL |
| --- | --- |
| 59.21 | 66.75 | | | 62.33 | 66.15 |
| --- | --- |
| 66.64 | 68.75 |
| 68.08 | 68.26 | | 1 |
| ImageNet | PASCAL |
| --- | --- |
| 59.21 | 66.75 | | | ImageNet | PASCAL |
| --- | --- |
| 59.21 | 66.75 |
| 66.64 | 68.75 |
| 65.24 | 69.44 |
| 63.73 | 68.81 |
| 68.65 | 69.48 |
| 69.30 | 70.53 |
| 85.10 | 74.17 | | 0 |
| ImageNet | PASCAL |
| --- | --- |
| 59.21 | 66.75 |
| 62.33 | 66.15 | | | 66.64 | 68.75 |
| --- | --- |
| 68.08 | 68.26 | | 1 |
| ImageNet | PASCAL |
| --- | --- |
| 59.21 | 66.75 |
| 62.33 | 66.15 | | | 68.65 | 69.48 |
| --- | --- |
| 69.30 | 70.53 |
| 85.10 | 74.17 | | 0 |
| DayofWeek | Count | α | (cid:96)(km)0 | (cid:96)(km) | σ |
| --- | --- | --- | --- | --- | --- |
| Sunday | 17768 | 2.11 | 32.34 | 15.84 | 2,652.07 |
| Monday | 28476 | 2.42 | 34.20 | 9.66 | 1,026.79 |
| Tuesday | 28449 | 2.42 | 38.81 | 9.47 | 919.62 |
| Wednesday | 28649 | 2.46 | 48.45 | 9.86 | 966.94 | | | Thursday | 27787 | 2.38 | 38.95 | 10.07 | 943.46 |
| --- | --- | --- | --- | --- | --- |
| Friday | 27878 | 2.22 | 43.23 | 11.46 | 1,507.96 |
| Saturday | 23880 | 2.23 | 32.30 | 12.60 | 1,789.28 | | 1 |
| DayofWeek | Count | α | (cid:96)(km)0 | (cid:96)(km) | σ |
| --- | --- | --- | --- | --- | --- |
| Sunday | 17768 | 2.11 | 32.34 | 15.84 | 2,652.07 |
| Monday | 28476 | 2.42 | 34.20 | 9.66 | 1,026.79 |
| Tuesday | 28449 | 2.42 | 38.81 | 9.47 | 919.62 |
| Wednesday | 28649 | 2.46 | 48.45 | 9.86 | 966.94 | | | Date | 1 | 2 | 3 | 4 | 5 | 5+ | Total |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 29.05.2015 | 144 | 190 | 53 | 33 | 11 | 4 | 435 |
| 30.05.2015 | 98 | 263 | 62 | 54 | 15 | 3 | 495 |
| 31.05.2015 | 210 | 526 | 158 | 98 | 36 | 2 | 1030 |
| Total | 452 | 979 | 273 | 185 | 62 | 9 | 1960 | | 0 |
| DayofWeek | Count | α | (cid:96)(km)0 | (cid:96)(km) | σ |
| --- | --- | --- | --- | --- | --- |
| Sunday | 17768 | 2.11 | 32.34 | 15.84 | 2,652.07 |
| Monday | 28476 | 2.42 | 34.20 | 9.66 | 1,026.79 |
| Tuesday | 28449 | 2.42 | 38.81 | 9.47 | 919.62 |
| Wednesday | 28649 | 2.46 | 48.45 | 9.86 | 966.94 | | | Thursday | 27787 | 2.38 | 38.95 | 10.07 | 943.46 |
| --- | --- | --- | --- | --- | --- |
| Friday | 27878 | 2.22 | 43.23 | 11.46 | 1,507.96 |
| Saturday | 23880 | 2.23 | 32.30 | 12.60 | 1,789.28 | | 1 |
| DayofWeek | Count | α | (cid:96)(km)0 | (cid:96)(km) | σ |
| --- | --- | --- | --- | --- | --- |
| Sunday | 17768 | 2.11 | 32.34 | 15.84 | 2,652.07 |
| Monday | 28476 | 2.42 | 34.20 | 9.66 | 1,026.79 |
| Tuesday | 28449 | 2.42 | 38.81 | 9.47 | 919.62 |
| Wednesday | 28649 | 2.46 | 48.45 | 9.86 | 966.94 | | | 30.05.2015 | 98 | 263 | 62 | 54 | 15 | 3 | 495 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 31.05.2015 | 210 | 526 | 158 | 98 | 36 | 2 | 1030 |
| Total | 452 | 979 | 273 | 185 | 62 | 9 | 1960 | | 0 |
| | Fails | Choicepoints | Time(secs.) |
| --- | --- | --- | --- |
| NoSymmetryBreaking | 20,722 | 20,871 | 12.3 |
| <Clex | 20,722 | 20,871 | 12.4 |
| <Rlex | 20,722 | 20,871 | 12.5 |
| <RClex | 20,722 | 20,871 | 12.4 | | | ≤Cm | 7,053 | 7,202 | 4.6 |
| --- | --- | --- | --- |
| ≤Rm | - | - | - |
| ≤RCm | - | - | - |
| <C≤Rmlex | - | - | - |
| ≤C<Rmlex | 7,053 | 7,202 | 4.6 | | 1 |
| | Fails | Choicepoints | Time(secs.) |
| --- | --- | --- | --- |
| NoSymmetryBreaking | 20,722 | 20,871 | 12.3 |
| <Clex | 20,722 | 20,871 | 12.4 |
| <Rlex | 20,722 | 20,871 | 12.5 |
| <RClex | 20,722 | 20,871 | 12.4 | | | | Fails | Choicepoints | Time(secs.) |
| --- | --- | --- | --- |
| NoSymmetryBreaking | 180,738 | 180,860 | 75.9 |
| <Clex | 180,738 | 180,860 | 81.5 |
| <Rlex | 2,720 | 2,842 | 2.7 |
| <RClex | 2,720 | 2,842 | 2.7 |
| ≤Cm | 137,185 | 137,306 | 71.2 |
| ≤Rm | 10,853 | 10,977 | 8.6 |
| ≤RCm | - | - | - |
| <C≤Rmlex |... | 0 |
| | Fails | Choicepoints | Time(secs.) |
| --- | --- | --- | --- |
| NoSymmetryBreaking | 20,722 | 20,871 | 12.3 | | | <Clex | 20,722 | 20,871 | 12.4 |
| --- | --- | --- | --- |
| <Rlex | 20,722 | 20,871 | 12.5 |
| <RClex | 20,722 | 20,871 | 12.4 |
| ≤Cm | 7,053 | 7,202 | 4.6 |
| ≤Rm | - | - | - |
| ≤RCm | - | - | - |
| <C≤Rmlex | - | - | - |
| ≤C<Rmlex | 7,053 | 7,202 | 4.6 | | 1 |
| | Fails | Choicepoints | Time(secs.) |
| --- | --- | --- | --- |
| NoSymmetryBreaking | 20,722 | 20,871 | 12.3 | | | <Rlex | 2,720 | 2,842 | 2.7 |
| --- | --- | --- | --- |
| <RClex | 2,720 | 2,842 | 2.7 |
| ≤Cm | 137,185 | 137,306 | 71.2 |
| ≤Rm | 10,853 | 10,977 | 8.6 |
| ≤RCm | - | - | - |
| <C≤Rmlex | 10,853 | 10,977 | 8.6 |
| ≤C<Rmlex | 2,016 | 2,137 | 2.6 | | 0 |
| Method | Accuracy |
| --- | --- |
| B1-ImageClassification<br>B2-PersonClassification<br>B3-Fine-tunedPersonClassification | 66.7<br>64.6<br>68.1 |
| B4-TemporalModelwithImageFeatures<br>B5-TemporalModelwithPersonFeatures | 63.1<br>67.6 | | | B6-Two-stageModelwithoutLSTM1<br>B7-Two-stageModelwithoutLSTM2 | 74.7<br>80.2 |
| --- | --- |
| OurTwo-stageHierarchicalModel | 81.9 | | 1 |
| Method | Accuracy |
| --- | --- |
| B1-ImageClassification<br>B2-PersonClassification<br>B3-Fine-tunedPersonClassification | 66.7<br>64.6<br>68.1 |
| B4-TemporalModelwithImageFeatures<br>B5-TemporalModelwithPersonFeatures | 63.1<br>67.6 | | | Method | Accuracy |
| --- | --- |
| B1-ImageClassification<br>B2-PersonClassification<br>B3-Fine-tunedPersonClassification | 63.0<br>61.8<br>66.3 |
| B4-TemporalModelwithImageFeatures<br>B5-TemporalModelwithPersonFeatures | 64.2<br>64.0 |
| B6-Two-stageModelwithoutLSTM1<br>B7-Two-stageModelwithoutLSTM2 | 70.1<br>76.8 |
... | 0 |
| Method | Accuracy |
| --- | --- |
| B1-ImageClassification<br>B2-PersonClassification<br>B3-Fine-tunedPersonClassification | 66.7<br>64.6<br>68.1 | | | B4-TemporalModelwithImageFeatures<br>B5-TemporalModelwithPersonFeatures | 63.1<br>67.6 |
| --- | --- |
| B6-Two-stageModelwithoutLSTM1<br>B7-Two-stageModelwithoutLSTM2 | 74.7<br>80.2 |
| OurTwo-stageHierarchicalModel | 81.9 | | 1 |
| Method | Accuracy |
| --- | --- |
| B1-ImageClassification<br>B2-PersonClassification<br>B3-Fine-tunedPersonClassification | 66.7<br>64.6<br>68.1 | | | B6-Two-stageModelwithoutLSTM1<br>B7-Two-stageModelwithoutLSTM2 | 70.1<br>76.8 |
| --- | --- |
| Two-stageHierarchicalModel | 81.5 | | 0 |
| Type | Range |
| --- | --- |
| M | 1,2,3,5,7,9,11,13,15,17,19,21 | | | β | 0.01,0.02,0.05,0.1,0.2,0.5,1,2,5,10,20,50,100 |
| --- | --- |
| λ | 1×10,2×10,5×10,1×10,2×10,<br>−3<br>5×10,0.01,0.02,0.05,0.1,0.2,0.5,1 |
| b | −10,−5,−2,−1,1×10,1,2,5,10,20,50,100 | | 1 |
| Type | Range |
| --- | --- |
| M | 1,2,3,5,7,9,11,13,15,17,19,21 | | | Parameter | Values |
| --- | --- |
| k | 5,25,50,75,100 |
| β | 0.1,0.2,0.3,0.4,0.5 |
| N | 100K,250K,500K,750K,1,000K |
| L | 1K,2.5K,5K,7.5K,10K |
| \|U\| | 1M,2M,3M,4M,5M | | 0 |
| Type | Range |
| --- | --- |
| M | 1,2,3,5,7,9,11,13,15,17,19,21 |
| β | 0.01,0.02,0.05,0.1,0.2,0.5,1,2,5,10,20,50,100 | | | λ | 1×10,2×10,5×10,1×10,2×10,<br>−3<br>5×10,0.01,0.02,0.05,0.1,0.2,0.5,1 |
| --- | --- |
| b | −10,−5,−2,−1,1×10,1,2,5,10,20,50,100 | | 1 |
| Type | Range |
| --- | --- |
| M | 1,2,3,5,7,9,11,13,15,17,19,21 |
| β | 0.01,0.02,0.05,0.1,0.2,0.5,1,2,5,10,20,50,100 | | | β | 0.1,0.2,0.3,0.4,0.5 |
| --- | --- |
| N | 100K,250K,500K,750K,1,000K |
| L | 1K,2.5K,5K,7.5K,10K |
| \|U\| | 1M,2M,3M,4M,5M | | 0 |
| Instance | Timeinseconds<br>HDA*TDSRatio | Statesexpanded×10<br>HDA*TDSRatio | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Average | 48.46 | 267.83 | 5.53 | 69.53 | 439.52 | 6.32 |
| Depot10 | 5.60 | 18.23 | 3.26 | 5.27 | 14.72 | 2.79 |
| Depot13 | 75.09 | 177.28 | 2.36 | 63.93 | 143.74 | 2.25 |
| Drive... | | Logistics00-9-1 | 86.91 | 315.03 | 3.62 | 149.80 | 523.57 | 3.50 |
| --- | --- | --- | --- | --- | --- | --- |
| Miconic12-2 | 159.48 | 612.86 | 3.84 | 126.19 | 472.39 | 3.74 |
| Miconic12-4 | 169.49 | 605.57 | 3.57 | 132.55 | 466.97 | 3.52 |
| Mprime30 | 68.28 | 667.08 | 9.77 | 8.03 | 68.53 | 8.53 |
| SolvedonlybyHD... | 1 |
| Instance | Timeinseconds<br>HDA*TDSRatio | Statesexpanded×10<br>HDA*TDSRatio | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Average | 48.46 | 267.83 | 5.53 | 69.53 | 439.52 | 6.32 |
| Depot10 | 5.60 | 18.23 | 3.26 | 5.27 | 14.72 | 2.79 |
| Depot13 | 75.09 | 177.28 | 2.36 | 63.93 | 143.74 | 2.25 |
| Drive... | | nqubits | ngates | Total<br>Time(s) | Timeper<br>Gate(s) |
| --- | --- | --- | --- |
| 29 | 435 | 116.6 | 0.27 |
| 30 | 465 | 141.6 | 0.30 |
| 31 | 496 | 167.9 | 0.34 |
| 32 | 528 | 200.9 | 0.38 |
| 33 | 561 | 245.0 | 0.44 |
| 34 | 595 | 297.4 | 0.50 |
| 35 | 630 | 339.7 | 0.54 |
| 36 | 666 | 445.4 | 0.67 |
| 37 | 70... | 0 |
| Instance | Timeinseconds<br>HDA*TDSRatio | Statesexpanded×10<br>HDA*TDSRatio | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Average | 48.46 | 267.83 | 5.53 | 69.53 | 439.52 | 6.32 |
| Depot10 | 5.60 | 18.23 | 3.26 | 5.27 | 14.72 | 2.79 |
| Depot13 | 75.09 | 177.28 | 2.36 | 63.93 | 143.74 | 2.25 |
| Drive... | | Freecell7 | 75.27 | 354.63 | 4.71 | 92.88 | 457.95 | 4.93 |
| --- | --- | --- | --- | --- | --- | --- |
| Rover12 | 40.27 | 82.65 | 2.05 | 38.48 | 66.90 | 1.74 |
| Satellite6 | 7.34 | 16.06 | 2.19 | 3.91 | 7.98 | 2.04 |
| ZenoTrav9 | 7.26 | 13.69 | 1.89 | 7.79 | 10.45 | 1.34 |
| ZenoTrav11 | 19.33 | 39.61 | 2.05 | 14... | 1 |
| Instance | Timeinseconds<br>HDA*TDSRatio | Statesexpanded×10<br>HDA*TDSRatio | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Average | 48.46 | 267.83 | 5.53 | 69.53 | 439.52 | 6.32 |
| Depot10 | 5.60 | 18.23 | 3.26 | 5.27 | 14.72 | 2.79 |
| Depot13 | 75.09 | 177.28 | 2.36 | 63.93 | 143.74 | 2.25 |
| Drive... | | 36 | 666 | 445.4 | 0.67 |
| --- | --- | --- | --- |
| 37 | 703 | 540.2 | 0.77 |
| 38 | 741 | 643.8 | 0.87 |
| 39 | 780 | 766.1 | 0.98 |
| 40 | 820 | 997.2 | 1.22 | | 0 |
| WordEmbeddingModel | Classificationaccuracyontestingdataset | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| N=12,920 | N=2,295 | N=2,186 | N=308 | | | | | |
| RF | SVM | RF | SVM | RF | SVM | RF | SVM | |
| GoogleNews+emoji2vec | 59.5 | 60.5 | 54.4 | 59.2 | 55.0 | 59.5 | 54.5 | 5... | | GoogleNews+(SenseDesc.) | 58.7 | 61.9 | 50.6 | 55.0 | 49.7 | 55.3 | 45.4 | 50.0 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Twitter+(SenseDesc.) | 60.2 | 62.5 | 55.1 | 56.7 | 53.8 | 57.3 | 53.5 | 53.2 |
| GoogleNews+(SenseLabel) | 60.3 | 63.3 | 55.0 | 61.8 | 56.8 | 62.3 | 54.2 | 59.0 |
| Twitter+(Sens... | 1 |
| WordEmbeddingModel | Classificationaccuracyontestingdataset | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| N=12,920 | N=2,295 | N=2,186 | N=308 | | | | | |
| RF | SVM | RF | SVM | RF | SVM | RF | SVM | |
| GoogleNews+emoji2vec | 59.5 | 60.5 | 54.4 | 59.2 | 55.0 | 59.5 | 54.5 | 5... | | WE | Dim | Vocab# | TrainCorpus<br>(Toks#) | POS(Acc) | CHUNK(F1) | NER |
| --- | --- | --- | --- | --- | --- | --- |
| | 80 | 82K | Broadcastnews<br>(400M) | 96.97 | 92.53 | 84.69 |
| | 50 | 130K | RCV1+Wiki<br>(221M+631M) | 97.02 | 93.76 | 89.34 |
| | 300 | 3M | Googlenews<br>(10B) | 96.85 | 92.45 | 85.80 |
| |... | 0 |
| WordEmbeddingModel | Classificationaccuracyontestingdataset | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| N=12,920 | N=2,295 | N=2,186 | N=308 | | | | |
| RF | SVM | RF | SVM | RF | SVM | RF | SVM | | | GoogleNews+emoji2vec | 59.5 | 60.5 | 54.4 | 59.2 | 55.0 | 59.5 | 54.5 | 55.2 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| GoogleNews+(SenseDesc.) | 58.7 | 61.9 | 50.6 | 55.0 | 49.7 | 55.3 | 45.4 | 50.0 |
| Twitter+(SenseDesc.) | 60.2 | 62.5 | 55.1 | 56.7 | 53.8 | 57.3 | 53.5 | 53.2 |
| GoogleNews+(Sens... | 1 |
| WordEmbeddingModel | Classificationaccuracyontestingdataset | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| N=12,920 | N=2,295 | N=2,186 | N=308 | | | | |
| RF | SVM | RF | SVM | RF | SVM | RF | SVM | | | BLSTMWE(10m) | 100 | 100K | USnews(10M) | 96.61 | 91.91 | 84.66 |
| --- | --- | --- | --- | --- | --- | --- |
| BLSTMWE(100m) | 100 | 100K | USnews(100M) | 97.10 | 93.86 | 86.47 |
| BLSTMWE(all) | 100 | 100K | USnews(536M) | 97.26 | 94.44 | 88.38 |
| BLSTMWE(all)+ | 100 | 113K | USnews(536M) | 97.26 | 94.59 | 89.64 |... | 0 |
| LayerTypeLayerSize | ParameterSGD |
| --- | --- |
| Conv+ReLU3x3x32 | LearningRate0.1 |
| Conv+ReLU3x3x32 | Momentum0.9 |
| MaxPooling2x2 | DelayRate- |
| Conv+ReLU3x3x64 | Dropout0.5 |
| Conv+ReLU3x3x64 | BatchSize128 |
| MaxPooling2x2 | Epochs50 |
| Dense+ReLU200 | | | | Dense+ReLU200 | |
| --- | --- |
| Softmax+ReLU10 | | | 1 |
| LayerTypeLayerSize | ParameterSGD |
| --- | --- |
| Conv+ReLU3x3x32 | LearningRate0.1 |
| Conv+ReLU3x3x32 | Momentum0.9 |
| MaxPooling2x2 | DelayRate- |
| Conv+ReLU3x3x64 | Dropout0.5 |
| Conv+ReLU3x3x64 | BatchSize128 |
| MaxPooling2x2 | Epochs50 |
| Dense+ReLU200 | | | | Stage | LayerType | Size |
| --- | --- | --- |
| ConvolutionStage1 | Conv | 32(5x5) |
| Pooling | 2x2 | |
| ConvolutionStage2 | Conv | 256(5x5) |
| Pooling | 2x2 | |
| FullyConnected | ReLU | 256 |
| FeatureRepresentation | ReLU/Linear | 8 |
| Output | Softmax | 10 | | 0 |
| LayerTypeLayerSize | ParameterSGD |
| --- | --- |
| Conv+ReLU3x3x32 | LearningRate0.1 |
| Conv+ReLU3x3x32 | Momentum0.9 |
| MaxPooling2x2 | DelayRate- | | | Conv+ReLU3x3x64 | Dropout0.5 |
| --- | --- |
| Conv+ReLU3x3x64 | BatchSize128 |
| MaxPooling2x2 | Epochs50 |
| Dense+ReLU200 | |
| Dense+ReLU200 | |
| Softmax+ReLU10 | | | 1 |
| LayerTypeLayerSize | ParameterSGD |
| --- | --- |
| Conv+ReLU3x3x32 | LearningRate0.1 |
| Conv+ReLU3x3x32 | Momentum0.9 |
| MaxPooling2x2 | DelayRate- | | | Pooling | 2x2 | |
| --- | --- | --- |
| FullyConnected | ReLU | 256 |
| FeatureRepresentation | ReLU/Linear | 8 |
| Output | Softmax | 10 | | 0 |
| | Word | g(W)1i | g(W)2i | EGC | Rec(W)i |
| --- | --- | --- | --- | --- | --- |
| 1 | Okonomiyaki | 0.5563 | 0.0070 | 1.1912 | 1.3115 |
| 2 | FriedOystersLunch | 0.2937 | 7.3239E-5 | 1.0488 | 1.0892 |
| 3 | Conger | 0.2547 | 7.6289E-5 | 1.0488 | 1.0793 | | | 4 | Oyster | 0.5022 | 0.0022 | 0.9273 | 1.0546 |
| --- | --- | --- | --- | --- | --- |
| 5 | LocalSake | 0.3622 | 7.5449E-5 | 0.9273 | 0.9956 | | 1 |
| | Word | g(W)1i | g(W)2i | EGC | Rec(W)i |
| --- | --- | --- | --- | --- | --- |
| 1 | Okonomiyaki | 0.5563 | 0.0070 | 1.1912 | 1.3115 |
| 2 | FriedOystersLunch | 0.2937 | 7.3239E-5 | 1.0488 | 1.0892 |
| 3 | Conger | 0.2547 | 7.6289E-5 | 1.0488 | 1.0793 | | | i | Pi<br>p<br>1 | R<br>MB | Pi<br>p<br>1 | R<br>BE | ∆<br>BIC | BestModel |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 0.55 | -0.05 | 0.16 | 0.78 | 19.31 | BEstrong |
| 2 | 0.57 | 0.78 | 0.42 | 0.44 | -9.54 | MBstrong |
| 3 | 0.82 | 0.29 | 0.96 | 0.79 | 10.81 | BEstrong |
| 4 | 0.71 | 0.81 | 0.53 | 0.77 | -1.... | 0 |
| | Word | g(W)1i | g(W)2i | EGC | Rec(W)i |
| --- | --- | --- | --- | --- | --- |
| 1 | Okonomiyaki | 0.5563 | 0.0070 | 1.1912 | 1.3115 |
| 2 | FriedOystersLunch | 0.2937 | 7.3239E-5 | 1.0488 | 1.0892 |
| 3 | Conger | 0.2547 | 7.6289E-5 | 1.0488 | 1.0793 | | | 4 | Oyster | 0.5022 | 0.0022 | 0.9273 | 1.0546 |
| --- | --- | --- | --- | --- | --- |
| 5 | LocalSake | 0.3622 | 7.5449E-5 | 0.9273 | 0.9956 | | 1 |
| | Word | g(W)1i | g(W)2i | EGC | Rec(W)i |
| --- | --- | --- | --- | --- | --- |
| 1 | Okonomiyaki | 0.5563 | 0.0070 | 1.1912 | 1.3115 |
| 2 | FriedOystersLunch | 0.2937 | 7.3239E-5 | 1.0488 | 1.0892 |
| 3 | Conger | 0.2547 | 7.6289E-5 | 1.0488 | 1.0793 | | | 8 | 0.63 | 0.58 | 0.47 | 0.73 | 5.53 | BEpositive |
| --- | --- | --- | --- | --- | --- | --- |
| 9 | 0.45 | 0.87 | 0.26 | 0.67 | -9.69 | MBstrong |
| 10 | 0.59 | 0.50 | 0.63 | 0.77 | 7.17 | BEpositive |
| 11 | 0.86 | 0.46 | 1.00 | 0.87 | 11.4 | BEstrong |
| 12 | 0.21 | 0.77 | 0.00 | 0.87 | 6.68 | BEpositive |
| 13 |... | 0 |
| CIFAR-10 | Float | Binary | Ternary |
| --- | --- | --- | --- |
| BWN | Ours | TWN | Ours | | | VGG-11 | 91.93 | 88.70 | 89.28 | 90.48 | 91.01 |
| --- | --- | --- | --- | --- | --- |
| VGG-16 | 93.59 | 91.60 | 91.98 | 92.75 | 93.20 |
| ResNet-20 | 92.68 | 87.44 | 87.82 | 88.65 | 90.07 |
| ResNet-32 | 93.40 | 89.49 | 90.65 | 90.94 | 92.04 |
| ResNet-18 | 95.49 | 92.72 | 94.19 | 93.55 | 94.98 |
| ResNet-34 | 95.7... | 1 |
| CIFAR-10 | Float | Binary | Ternary |
| --- | --- | --- | --- |
| BWN | Ours | TWN | Ours | | | CIFAR-100 | Float | Binary | Ternary | | |
| --- | --- | --- | --- | --- | --- |
| BWN | Ours | TWN | Ours | | |
| VGG-11 | 70.43 | 62.35 | 63.82 | 64.16 | 65.87 |
| VGG-16 | 73.55 | 69.03 | 70.14 | 71.41 | 72.10 |
| ResNet-56 | 70.86 | 66.73 | 67.65 | 68.26 | 69.83 |
| ResNet-110 | 73.21 | 68.67 | 69.85 | 68.95 ... | 0 |
| CIFAR-10 | Float | Binary | Ternary | | |
| --- | --- | --- | --- | --- | --- |
| BWN | Ours | TWN | Ours | | |
| VGG-11 | 91.93 | 88.70 | 89.28 | 90.48 | 91.01 |
| VGG-16 | 93.59 | 91.60 | 91.98 | 92.75 | 93.20 | | | ResNet-20 | 92.68 | 87.44 | 87.82 | 88.65 | 90.07 |
| --- | --- | --- | --- | --- | --- |
| ResNet-32 | 93.40 | 89.49 | 90.65 | 90.94 | 92.04 |
| ResNet-18 | 95.49 | 92.72 | 94.19 | 93.55 | 94.98 |
| ResNet-34 | 95.70 | 93.25 | 94.66 | 94.05 | 95.07 | | 1 |
| CIFAR-10 | Float | Binary | Ternary | | |
| --- | --- | --- | --- | --- | --- |
| BWN | Ours | TWN | Ours | | |
| VGG-11 | 91.93 | 88.70 | 89.28 | 90.48 | 91.01 |
| VGG-16 | 93.59 | 91.60 | 91.98 | 92.75 | 93.20 | | | ResNet-18 | 76.32 | 72.31 | 74.04 | 73.15 | 75.24 |
| --- | --- | --- | --- | --- | --- |
| ResNet-34 | 77.23 | 72.92 | 75.62 | 74.43 | 76.16 | | 0 |
| | X | | | | |
| --- | --- | --- | --- | --- | --- |
| | -2 | -1 | 0 | 1 | 2 |
| r=2 | (59,224.44) | (59,224.44) | (59,224.44) | (59,224.44) | (59,224.44) |
| r=3 | (65,224.68) | (71,223.1) | (58,225.72) | (59,222.71) | (71,219,97) |
| r=4 | (71,223.69) | (68,223.5) | (67,223.75) | (76,229.3) | (75,232.54) | | | DU−2/DFtoanneal | (0,N/A) |
| --- | --- |
| r=2,X=0optimised | (78,217.12) | | 1 |
| | X | | | | |
| --- | --- | --- | --- | --- | --- |
| | -2 | -1 | 0 | 1 | 2 |
| r=2 | (59,224.44) | (59,224.44) | (59,224.44) | (59,224.44) | (59,224.44) |
| r=3 | (65,224.68) | (71,223.1) | (58,225.72) | (59,222.71) | (71,219,97) |
| r=4 | (71,223.69) | (68,223.5) | (67,223.75) | (76,229.3) | (75,232.54) | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | -6 | -4 | -2 | 0 | 2 | 4 |
| r=2 | (55,59.13) | (72,61.46) | (67,59.78) | (N/A,N/A) | (73,61.53) | (70,58.69) |
| r=3 | (99,48.46) | (100,41.94) | (100,41.22) | (100,37.18) | (95,50.4) | (56,62.98) |
| r=4 | (100,40.83) | (100,41.04) | (100,40.24) ... | 0 |
| | X | | | | |
| --- | --- | --- | --- | --- | --- |
| | -2 | -1 | 0 | 1 | 2 |
| r=2 | (59,224.44) | (59,224.44) | (59,224.44) | (59,224.44) | (59,224.44) |
| r=3 | (65,224.68) | (71,223.1) | (58,225.72) | (59,222.71) | (71,219,97) | | | r=4 | (71,223.69) | (68,223.5) | (67,223.75) | (76,229.3) | (75,232.54) |
| --- | --- | --- | --- | --- | --- |
| DU−2/DFtoanneal | (0,N/A) | | | | |
| r=2,X=0optimised | (78,217.12) | | | | | | 1 |
| | X | | | | |
| --- | --- | --- | --- | --- | --- |
| | -2 | -1 | 0 | 1 | 2 |
| r=2 | (59,224.44) | (59,224.44) | (59,224.44) | (59,224.44) | (59,224.44) |
| r=3 | (65,224.68) | (71,223.1) | (58,225.72) | (59,222.71) | (71,219,97) | | | DDT(r=2,X=0)withspeed/powertradeoff |
| --- |
| max\|LAT\|−2/NFusedtoanneali,jij | | 0 |
| | DiversityGroups | | | |
| --- | --- | --- | --- | --- |
| Year | G1 | G2 | G3 | G4 |
| 1985-90 | 0.30 | 0.37 | 0.29 | 0.03 |
| 1990-95 | 0.27 | 0.39 | 0.29 | 0.05 |
| 1995-00 | 0.23 | 0.38 | 0.32 | 0.06 | | | 2000-05 | 0.19 | 0.37 | 0.34 | 0.09 |
| --- | --- | --- | --- | --- |
| 2005-10 | 0.16 | 0.36 | 0.35 | 0.13 | | 1 |
| | DiversityGroups | | | |
| --- | --- | --- | --- | --- |
| Year | G1 | G2 | G3 | G4 |
| 1985-90 | 0.30 | 0.37 | 0.29 | 0.03 |
| 1990-95 | 0.27 | 0.39 | 0.29 | 0.05 |
| 1995-00 | 0.23 | 0.38 | 0.32 | 0.06 | | | Year | Acc. | Opt. | Base. | Opt.t | TN | TP | FN | FP | Total |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1999 | 0.5000 | 0.7500 | 0.7500 | 0 | 0 | 4 | 2 | 2 | 8 |
| 2000 | 0.6000 | 0.7000 | 0.7000 | 0 | 0 | 6 | 1 | 3 | 10 |
| 2001 | 0.5333 | 0.6667 | 0.5333 | 57 | 3 | 5 | 3 | 4 | 15 |
| 2003 |... | 0 |
| | DiversityGroups | | | |
| --- | --- | --- | --- | --- |
| Year | G1 | G2 | G3 | G4 | | | 1985-90 | 0.30 | 0.37 | 0.29 | 0.03 |
| --- | --- | --- | --- | --- |
| 1990-95 | 0.27 | 0.39 | 0.29 | 0.05 |
| 1995-00 | 0.23 | 0.38 | 0.32 | 0.06 |
| 2000-05 | 0.19 | 0.37 | 0.34 | 0.09 |
| 2005-10 | 0.16 | 0.36 | 0.35 | 0.13 | | 1 |
| | DiversityGroups | | | |
| --- | --- | --- | --- | --- |
| Year | G1 | G2 | G3 | G4 | | | 2003 | 0.2222 | 0.5556 | 0.5556 | 0 | 0 | 2 | 3 | 4 | 9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 2004 | 0.6000 | 0.6000 | 0.5000 | 15 | 3 | 3 | 2 | 2 | 10 |
| 2005 | 0.6471 | 0.6471 | 0.5882 | 327 | 9 | 2 | 5 | 1 | 17 |
| 2006 | 0.2143 | 0.5714 | 0.5714 | 39 | 3 | 0 | 6 | 5 | 14 |
| 2007 | 0.... | 0 |
| ProbeSet | Gallery |
| --- | --- |
| 7,745 | 100 |
| 12,529 | 200 | | | 18,644 | 400 |
| --- | --- |
| 22,395 | 600 |
| 24,555 | 800 |
| 25,582 | 1,000 |
| 26,078 | 1,200 |
| 26,478 | 1,400 | | 1 |
| ProbeSet | Gallery |
| --- | --- |
| 7,745 | 100 |
| 12,529 | 200 | | | Images |
| --- |
| 400,000 |
| 87,577 |
| 121,450 |
| 191,463 |
| 403,398 |
| 925,327 | | 0 |
| ProbeSet | Gallery |
| --- | --- |
| 7,745 | 100 |
| 12,529 | 200 |
| 18,644 | 400 |
| 22,395 | 600 |
| 24,555 | 800 |
| 25,582 | 1,000 | | | 26,078 | 1,200 |
| --- | --- |
| 26,478 | 1,400 | | 1 |
| ProbeSet | Gallery |
| --- | --- |
| 7,745 | 100 |
| 12,529 | 200 |
| 18,644 | 400 |
| 22,395 | 600 |
| 24,555 | 800 |
| 25,582 | 1,000 | | | 191,463 |
| --- |
| 403,398 |
| 925,327 | | 0 |
| Design | Area(mm) | #R | #C | #L | #Nodes |
| --- | --- | --- | --- | --- | --- |
| D1 | 0.35 | 23221 | 15193 | 15193 | 45.7K | | | D2 | 1.40 | 348582 | 228952 | 228952 | 688K |
| --- | --- | --- | --- | --- | --- |
| D3 | 2.80 | 1468863 | 965540 | 965540 | 2.90M |
| D4 | 5.00 | 3748974 | 2467400 | 2464819 | 7.40M | | 1 |
| Design | Area(mm) | #R | #C | #L | #Nodes |
| --- | --- | --- | --- | --- | --- |
| D1 | 0.35 | 23221 | 15193 | 15193 | 45.7K | | | Dim. | ArenaSize | Obstacles | OMPLRRT | BoundedMotionPlan | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Time(s) | Nodes | NodesinPath | Time(s) | Bound | | | |
| 2 | 600×600 | 2 | 1.8 | 9500 | 60 | 1.3 | 4 |
| 2 | 6000×6000 | 3 | 23.5 | 11256 | 78 | 45.23 | 5 |
| 3 | 600×600 | 2 | 132.6 | 90408 |... | 0 |
| Design | Area(mm) | #R | #C | #L | #Nodes |
| --- | --- | --- | --- | --- | --- |
| D1 | 0.35 | 23221 | 15193 | 15193 | 45.7K | | | D2 | 1.40 | 348582 | 228952 | 228952 | 688K |
| --- | --- | --- | --- | --- | --- |
| D3 | 2.80 | 1468863 | 965540 | 965540 | 2.90M |
| D4 | 5.00 | 3748974 | 2467400 | 2464819 | 7.40M | | 1 |
| Design | Area(mm) | #R | #C | #L | #Nodes |
| --- | --- | --- | --- | --- | --- |
| D1 | 0.35 | 23221 | 15193 | 15193 | 45.7K | | | 2 | 6000×6000 | 3 | 23.5 | 11256 | 78 | 45.23 | 5 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 3 | 600×600 | 2 | 132.6 | 90408 | 71 | 120.3 | 5 |
| 3 | 6000×6000 | 3 | 1002.6 | 183412 | 93 | 953.4 | 5 | | 0 |
| ∀∀∀(,)∧(,)⇒(,)abcfatheracmotherbchusbandab |
| --- |
| ∀∀∀(,)∧(,)⇒(,)abcfatheracmotherbcwifeba |
| ∀∀∀(,)∧(,)⇒(,)abcdaughteracsonbcsisterab | | | ∀∀∀(,)∧(,)⇒(,)abcdaughteracsonbcbrotherba |
| --- |
| ∀∀∀(,)∧(,)⇒(,)abcfatherabfatherbcgrandfatherac |
| ∀∀∀(,)∧(,)⇒(,)abcsonabsonbcgrandsonac |
| ∀∀∀(,)∧(,)⇒(,)abcmotherabmotherbcgrandmotherac |
| ∀∀∀(,)∧(,)⇒(,)abcdaughterabdaughterbcgranddaughterac |
| ∀∀∀∀(,)∧(,)∧(,)⇒(,)abcdsonabdaughterbcsondcuncleda |
| ∀∀∀∀(,)∧... | 1 |
| ∀∀∀(,)∧(,)⇒(,)abcfatheracmotherbchusbandab |
| --- |
| ∀∀∀(,)∧(,)⇒(,)abcfatheracmotherbcwifeba |
| ∀∀∀(,)∧(,)⇒(,)abcdaughteracsonbcsisterab | | | Transitive<br>subsumption | t(C,rdfs:subClassOf,C)←t(C,rdfs:subClassOf,C)∧1312<br>t(C,rdfs:subClassOf,C)23 |
| --- | --- |
| Inheritance | t(X,rdf:type,C)←t(C,rdfs:subClassOf,C)∧t(X,rdf:type,C)2121<br>t(X,rdf:type,C)←t(C,owl:equivalentClass,C)∧t(X,rdf:type,C)2122 |
| Domain | t(X,rdf:type,C)←t(P,rdfs:domain,C)∧t(X,P,... | 0 |
| ∀∀∀(,)∧(,)⇒(,)abcfatheracmotherbchusbandab |
| --- |
| ∀∀∀(,)∧(,)⇒(,)abcfatheracmotherbcwifeba |
| ∀∀∀(,)∧(,)⇒(,)abcdaughteracsonbcsisterab | | | ∀∀∀(,)∧(,)⇒(,)abcdaughteracsonbcbrotherba |
| --- |
| ∀∀∀(,)∧(,)⇒(,)abcfatherabfatherbcgrandfatherac |
| ∀∀∀(,)∧(,)⇒(,)abcsonabsonbcgrandsonac |
| ∀∀∀(,)∧(,)⇒(,)abcmotherabmotherbcgrandmotherac |
| ∀∀∀(,)∧(,)⇒(,)abcdaughterabdaughterbcgranddaughterac |
| ∀∀∀∀(,)∧(,)∧(,)⇒(,)abcdsonabdaughterbcsondcuncleda |
| ∀∀∀∀(,)∧... | 1 |
| ∀∀∀(,)∧(,)⇒(,)abcfatheracmotherbchusbandab |
| --- |
| ∀∀∀(,)∧(,)⇒(,)abcfatheracmotherbcwifeba |
| ∀∀∀(,)∧(,)⇒(,)abcdaughteracsonbcsisterab | | | Subsumption<br>ofexistential<br>formulae | t(C,rdfs:subClassOf,C)←t(C,owl:someValuesFrom,D)∧1211<br>t(C,owl:onProperty,P)∧t(C,owl:someValuesFrom,D)∧122<br>t(C,owl:onProperty,P)∧t(D,rdfs:subClassOf,D)212 |
| --- | --- |
| Intersection | t(C,rdfs:subClassOf,D)←t(C,owl:intersectionOf,I)∧D∈I |
| Disjointness | ⊥←t(C,owl:... | 0 |
| Accent | Quantity |
| --- | --- |
| English | 33 |
| American | 22 |
| Scottish | 19 | | | Irish | 9 |
| --- | --- |
| Canadian | 8 |
| NorthernIrish | 6 |
| SouthAfrican | 4 |
| Indian | 3 |
| Australian | 2 |
| Welsh | 1 |
| NewZealand | 1 |
| Unknown | 1 | | 1 |
| Accent | Quantity |
| --- | --- |
| English | 33 |
| American | 22 |
| Scottish | 19 | | | subset | language | nativelanguage | gender | #segments | #speakers |
| --- | --- | --- | --- | --- | --- |
| 1 | english | english | F | 13934 | 774 |
| 2 | english | english | M | 10379 | 504 |
| 3 | english | nonenglish | F | 6087 | 784 |
| 4 | english | nonenglish | M | 9326 | 517 |
| 5 | nonenglish | all | F | 4... | 0 |
| Accent | Quantity |
| --- | --- |
| English | 33 |
| American | 22 |
| Scottish | 19 |
| Irish | 9 |
| Canadian | 8 | | | NorthernIrish | 6 |
| --- | --- |
| SouthAfrican | 4 |
| Indian | 3 |
| Australian | 2 |
| Welsh | 1 |
| NewZealand | 1 |
| Unknown | 1 | | 1 |
| Accent | Quantity |
| --- | --- |
| English | 33 |
| American | 22 |
| Scottish | 19 |
| Irish | 9 |
| Canadian | 8 | | | 2 | english | english | M | 10379 | 504 |
| --- | --- | --- | --- | --- | --- |
| 3 | english | nonenglish | F | 6087 | 784 |
| 4 | english | nonenglish | M | 9326 | 517 |
| 5 | nonenglish | all | F | 4576 | 663 |
| 6 | nonenglish | all | M | 2868 | 413 |
| additional | — | — | all | 2272 | — | | 0 |
| ImportanceMap | UserRatings | MAR | MSSD |
| --- | --- | --- | --- |
| Sobel | 1.3 | 0.8976 | 0.0406 | | | StructuredEdge | 1.9 | 0.9132 | 0.0402 |
| --- | --- | --- | --- |
| COV | 3.5 | 0.9581 | 0.0395 |
| BMS | 3.2 | 0.9638 | 0.0395 |
| HDCT | 5.4 | 0.9840 | 0.0387 |
| DRFI | 5.7 | 0.9877 | 0.0389 | | 1 |
| ImportanceMap | UserRatings | MAR | MSSD |
| --- | --- | --- | --- |
| Sobel | 1.3 | 0.8976 | 0.0406 | | | | VoI | BDE | PRI | GTRC |
| --- | --- | --- | --- | --- |
| JCSD | 2.68 | 10.00 | 0.87 | 0.46 |
| AllGMM | 3.01 | 11.04 | 0.87 | 0.43 |
| PCAGMM | 3.94 | 12.01 | 0.85 | 0.34 |
| IndGMM | 3.22 | 11.04 | 0.86 | 0.41 |
| JCSD+RM | 2.21 | 8.97 | 0.91 | 0.60 |
| AllGMM+RM | 2.41 | 9.28 | 0.90 | 0.58 |
| PCAGMM+RM | 2.85... | 0 |
| ImportanceMap | UserRatings | MAR | MSSD |
| --- | --- | --- | --- |
| Sobel | 1.3 | 0.8976 | 0.0406 |
| StructuredEdge | 1.9 | 0.9132 | 0.0402 |
| COV | 3.5 | 0.9581 | 0.0395 | | | BMS | 3.2 | 0.9638 | 0.0395 |
| --- | --- | --- | --- |
| HDCT | 5.4 | 0.9840 | 0.0387 |
| DRFI | 5.7 | 0.9877 | 0.0389 | | 1 |
| ImportanceMap | UserRatings | MAR | MSSD |
| --- | --- | --- | --- |
| Sobel | 1.3 | 0.8976 | 0.0406 |
| StructuredEdge | 1.9 | 0.9132 | 0.0402 |
| COV | 3.5 | 0.9581 | 0.0395 | | | AllGMM | 3.01 | 11.04 | 0.87 | 0.43 |
| --- | --- | --- | --- | --- |
| PCAGMM | 3.94 | 12.01 | 0.85 | 0.34 |
| IndGMM | 3.22 | 11.04 | 0.86 | 0.41 |
| JCSD+RM | 2.21 | 8.97 | 0.91 | 0.60 |
| AllGMM+RM | 2.41 | 9.28 | 0.90 | 0.58 |
| PCAGMM+RM | 2.85 | 10.25 | 0.88 | 0.50 |
| IndGMM+RM | 2.62 | 10.15 | 0.89 | 0.53 | | 0 |
| Platformsize | 8×8 |
| --- | --- |
| Linkwidth=flitsize | 16B |
| NoCfrequency | 2GHz | | | Routerdelay-dr | 3cycles(1.5ns) |
| --- | --- |
| Linkdelay-dl | 1cycle(0.5ns) |
| Flowperiods | [1-10]ms | | 1 |
| Platformsize | 8×8 |
| --- | --- |
| Linkwidth=flitsize | 16B |
| NoCfrequency | 2GHz | | | TotalNodes | 8 | Packetsize | 2000bytes |
| --- | --- | --- | --- |
| DataSlots | 13 | PacketgenerationInterval | 1msec |
| Tc | 1.5msec | Queuelength | 100 |
| Td | 2msec | Routing | AODV |
| Ta | 0.5msec | Simulationtime | 20sec |
| Tq | 20msec | Source | CBR |
| Flow1 | Node1to2 | Flow3 | Node5to6 |
| Flow2 | Node... | 0 |
| Platformsize | 8×8 |
| --- | --- |
| Linkwidth=flitsize | 16B |
| NoCfrequency | 2GHz | | | Routerdelay-dr | 3cycles(1.5ns) |
| --- | --- |
| Linkdelay-dl | 1cycle(0.5ns) |
| Flowperiods | [1-10]ms | | 1 |
| Platformsize | 8×8 |
| --- | --- |
| Linkwidth=flitsize | 16B |
| NoCfrequency | 2GHz | | | Ta | 0.5msec | Simulationtime | 20sec |
| --- | --- | --- | --- |
| Tq | 20msec | Source | CBR |
| Flow1 | Node1to2 | Flow3 | Node5to6 |
| Flow2 | Node3to4 | Flow4 | Node7to8 |
| Throughputflow1 | 89.79kbps | Throughputflow3 | 91.21kbps |
| Throughputflow2 | 84.08kbps | Throughputflow4 | 89.79kbps | | 0 |
| Method | Filterradius | Im-1 | Im-2 | Im-3 | Im-4 | Im-5 | Im-6 | Im-7 | Im-8 | Im-9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Ayers | d=5 | 5.39 | 17.98 | 6.13 | 9.20 | 8.22 | 5.52 | 12.31 | 7.52 | 6.79 |
| Modified | d=5 | 9.16 | 11.00 | 10.36 | 11.80 | 9.85 | 10.37 | 16.49 | 8.90 | 10.... | | Ayers | d=15 | 4.94 | 5.30 | 5.90 | 7.81 | 6.33 | 7.76 | 11.49 | 8.47 | 5.56 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Modified | d=15 | 9.00 | 10.60 | 11.51 | 12.04 | 10.31 | 10.49 | 14.16 | 10.72 | 10.99 | | 1 |
| Method | Filterradius | Im-1 | Im-2 | Im-3 | Im-4 | Im-5 | Im-6 | Im-7 | Im-8 | Im-9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Ayers | d=5 | 5.39 | 17.98 | 6.13 | 9.20 | 8.22 | 5.52 | 12.31 | 7.52 | 6.79 |
| Modified | d=5 | 9.16 | 11.00 | 10.36 | 11.80 | 9.85 | 10.37 | 16.49 | 8.90 | 10.... | | Method | Filterradius | Im-1 | Im-2 | Im-3 | Im-4 | Im-5 | Im-6 | Im-7 | Im-8 | Im-9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Ayers | d=5 | 6.37 | 6.92 | 7.03 | 8.10 | 9.08 | 8.69 | 15.64 | 8.44 | 10.17 |
| Modified | d=5 | 17.24 | 12.61 | 11.79 | 12.08 | 12.82 | 10.36 | 18.81 | 12.36 | ... | 0 |
| Method | Filterradius | Im-1 | Im-2 | Im-3 | Im-4 | Im-5 | Im-6 | Im-7 | Im-8 | Im-9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Ayers | d=5 | 5.39 | 17.98 | 6.13 | 9.20 | 8.22 | 5.52 | 12.31 | 7.52 | 6.79 |
| Modified | d=5 | 9.16 | 11.00 | 10.36 | 11.80 | 9.85 | 10.37 | 16.49 | 8.90 | 10.... | | Ayers | d=10 | 4.57 | 5.25 | 5.12 | 8.70 | 7.61 | 10.93 | 13.51 | 6.52 | 7.70 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Modified | d=10 | 11.14 | 9.41 | 9.81 | 11.61 | 9.96 | 12.80 | 16.04 | 9.45 | 11.45 |
| Ayers | d=15 | 4.94 | 5.30 | 5.90 | 7.81 | 6.33 | 7.76 | 11.49 | 8.47 | 5.56 |
| ... | 1 |
| Method | Filterradius | Im-1 | Im-2 | Im-3 | Im-4 | Im-5 | Im-6 | Im-7 | Im-8 | Im-9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Ayers | d=5 | 5.39 | 17.98 | 6.13 | 9.20 | 8.22 | 5.52 | 12.31 | 7.52 | 6.79 |
| Modified | d=5 | 9.16 | 11.00 | 10.36 | 11.80 | 9.85 | 10.37 | 16.49 | 8.90 | 10.... | | Ayers | d=10 | 16.36 | 7.04 | 8.04 | 9.63 | 24.20 | 10.58 | 19.26 | 9.58 | 16.78 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Modified | d=10 | 15.30 | 13.01 | 12.58 | 11.86 | 16.86 | 16.33 | 20.44 | 11.61 | 10.47 |
| Ayers | d=15 | 10.52 | 13.85 | 12.71 | 14.85 | 13.49 | 15.64 | 18.38 | 9.0... | 0 |
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