premise string | hypothesis string | label int64 |
|---|---|---|
| α | DirectBetter | SR-BasedBetter |
| --- | --- | --- |
| 0.25 | 3 | 47 | | | 0.5 | 5 | 45 |
| --- | --- | --- |
| 0.75 | 4 | 46 |
| 1.0 | 1 | 49 | | 1 |
| α | DirectBetter | SR-BasedBetter |
| --- | --- | --- |
| 0.25 | 3 | 47 | | | α | PerfFTCost |
| --- | --- |
| 2 | .469.793.034 |
| 16 | .479.797.035 |
| 64 | .489.822.035 |
| 2 | .471.782.035 |
| 16 | .487.956.042 |
| 64 | .548.998.054 | | 0 |
| α | DirectBetter | SR-BasedBetter |
| --- | --- | --- |
| 0.25 | 3 | 47 |
| 0.5 | 5 | 45 | | | 0.75 | 4 | 46 |
| --- | --- | --- |
| 1.0 | 1 | 49 | | 1 |
| α | DirectBetter | SR-BasedBetter |
| --- | --- | --- |
| 0.25 | 3 | 47 |
| 0.5 | 5 | 45 | | | 2 | .471.782.035 |
| --- | --- |
| 16 | .487.956.042 |
| 64 | .548.998.054 | | 0 |
| | TransistorNum | Power(µW) |
| --- | --- | --- |
| CENTMRFinv | 12 | 0.316 |
| Proposedinv | 16 | 0.318 |
| CENTMRFnand | 14 | 0.499 |
| Proposednand | 18 | 0.497 | | | CENTMRFxor | 22 | 0.725 |
| --- | --- | --- |
| Proposedxor | 26 | 0.721 | | 1 |
| | TransistorNum | Power(µW) |
| --- | --- | --- |
| CENTMRFinv | 12 | 0.316 |
| Proposedinv | 16 | 0.318 |
| CENTMRFnand | 14 | 0.499 |
| Proposednand | 18 | 0.497 | | | Parameter | 8-bit | | |
| --- | --- | --- | --- |
| Silicon | Carbon | Silicon | |
| Totalpowerdissipation<br>(watts) | 85.1609µ | 33.728n | 132.9407µ |
| Averagepower<br>consumption(watts) | 14.42E-05 | 2.615E-05 | 28.147E-05 |
| PropagationDelay(s) | 155.61p | 132.74f | 195.02p |
| Powerdelayproduct(J) | 22.438E-15 | 3.471E-18 | 54.89E-15 | | 0 |
| | TransistorNum | Power(µW) |
| --- | --- | --- |
| CENTMRFinv | 12 | 0.316 |
| Proposedinv | 16 | 0.318 |
| CENTMRFnand | 14 | 0.499 | | | Proposednand | 18 | 0.497 |
| --- | --- | --- |
| CENTMRFxor | 22 | 0.725 |
| Proposedxor | 26 | 0.721 | | 1 |
| | TransistorNum | Power(µW) |
| --- | --- | --- |
| CENTMRFinv | 12 | 0.316 |
| Proposedinv | 16 | 0.318 |
| CENTMRFnand | 14 | 0.499 | | | Averagepower<br>consumption(watts) | 14.42E-05 | 2.615E-05 | 28.147E-05 |
| --- | --- | --- | --- |
| PropagationDelay(s) | 155.61p | 132.74f | 195.02p |
| Powerdelayproduct(J) | 22.438E-15 | 3.471E-18 | 54.89E-15 | | 0 |
| random | frequent | Alg.?? | combined | |
| --- | --- | --- | --- | --- |
| Nexus4#1 | 0.61 | 0.38 | 0.27 | 0.24 |
| Nexus4#2 | 0.63 | 0.61 | 0.59 | 0.52 | | | Nexus5 | 0.68 | 0.6 | 0.55 | 0.45 |
| --- | --- | --- | --- | --- |
| HTCDesire | 0.65 | 0.59 | 0.5 | 0.45 | | 1 |
| random | frequent | Alg.?? | combined | |
| --- | --- | --- | --- | --- |
| Nexus4#1 | 0.61 | 0.38 | 0.27 | 0.24 |
| Nexus4#2 | 0.63 | 0.61 | 0.59 | 0.52 | | | Phone | Track |
| --- | --- |
| Nexus4#1 | 8-5-6-7-1-2-3-4-5-6-4-3-2-1-7-8 |
| Nexus4#2 | 7-1-2-3-4-5-8-7-6-5-4-2-1-7-8 |
| Nexus5 | 3-2-4-9-10-12-11-9-4-5-6-4-3-2-1-7-6-5-8-7 |
| HTCDesire | 10-12-11-9-4-2-1-7-6-5-8 | | 0 |
| random | frequent | Alg.?? | combined | |
| --- | --- | --- | --- | --- |
| Nexus4#1 | 0.61 | 0.38 | 0.27 | 0.24 | | | Nexus4#2 | 0.63 | 0.61 | 0.59 | 0.52 |
| --- | --- | --- | --- | --- |
| Nexus5 | 0.68 | 0.6 | 0.55 | 0.45 |
| HTCDesire | 0.65 | 0.59 | 0.5 | 0.45 | | 1 |
| random | frequent | Alg.?? | combined | |
| --- | --- | --- | --- | --- |
| Nexus4#1 | 0.61 | 0.38 | 0.27 | 0.24 | | | Nexus5 | 3-2-4-9-10-12-11-9-4-5-6-4-3-2-1-7-6-5-8-7 |
| --- | --- |
| HTCDesire | 10-12-11-9-4-2-1-7-6-5-8 | | 0 |
| 2Dvs2.5Dvs3D | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Subject | 2D | 2.5D | 3D | | | |
| | Mean | Std | Mean | Std | Mean | Std |
| 1 | 688.91,281.29 | 1090.71,552.12 | 338.97,366.42 | 181.04,280.57 | 186.11,223.51 | 191.32,212.11 |
| 2 | 633.08,187.74 | 464.23,143.99 | 310.17,226.07 | 182.89,201.83 | 134.91,191.77 | 197.01,153.41 |
| 3 | 2285.11,301.45 | 4929.71,436.26 | 359.97,246.45 | 184.91,216.05 | 161.21,255.71 | 201.04,168.91 |
| 4 | 1202.11,2664.01 | 2537.21,7280.43 | 346.56,330.79 | 164.11,246.59 | 190.12,164.84 | 199.37,154.58 |
| 5 | 1388.72,276.79 | 1073.91,630.76 | 428.04,327.46 | 222.63,287.75 | 239.25,215.67 | 200.78,225.44 |
| 6 | 874.85,239.81 | 726.24,491.89 | 429.17,265.61 | 215.31,190.13 | 232.84,234.02 | 175.45,177.93 |
| 7 | 710.24,328.63 | 443.08,224.25 | 449.44,217.21 | 240.39,175.33 | 242.87,162.01 | 188.21,140.37 | | | 8 | 666.58,257.17 | 376.31,194.65 | 397.56,236.25 | 226.65,181.82 | 196.38,152.45 | 191.22,131.81 |
| --- | --- | --- | --- | --- | --- | --- |
| 9 | 623.68,316.73 | 412.11,209.09 | 395.59,337.47 | 206.61,246.04 | 204.87,220.94 | 197.46,202.01 |
| 10 | 750.93,332.06 | 947.91,1462.83 | 430.95,319.41 | 247.44,263.63 | 272.23,223.17 | 231.42,205.61 |
| 11 | 924.62,398.24 | 2297.01,297.93 | 443.03,580.46 | 229.99,412.91 | 252.93,320.81 | 186.16,255.22 | | 1 |
| 2Dvs2.5Dvs3D | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Subject | 2D | 2.5D | 3D | | | |
| | Mean | Std | Mean | Std | Mean | Std |
| 1 | 688.91,281.29 | 1090.71,552.12 | 338.97,366.42 | 181.04,280.57 | 186.11,223.51 | 191.32,212.11 |
| 2 | 633.08,187.74 | 464.23,143.99 | 310.17,226.07 | 182.89,201.83 | 134.91,191.77 | 197.01,153.41 |
| 3 | 2285.11,301.45 | 4929.71,436.26 | 359.97,246.45 | 184.91,216.05 | 161.21,255.71 | 201.04,168.91 |
| 4 | 1202.11,2664.01 | 2537.21,7280.43 | 346.56,330.79 | 164.11,246.59 | 190.12,164.84 | 199.37,154.58 |
| 5 | 1388.72,276.79 | 1073.91,630.76 | 428.04,327.46 | 222.63,287.75 | 239.25,215.67 | 200.78,225.44 |
| 6 | 874.85,239.81 | 726.24,491.89 | 429.17,265.61 | 215.31,190.13 | 232.84,234.02 | 175.45,177.93 |
| 7 | 710.24,328.63 | 443.08,224.25 | 449.44,217.21 | 240.39,175.33 | 242.87,162.01 | 188.21,140.37 | | | 2Dvs2.5Dvs3D | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Subject | 2D | 2.5D | 3D | | | |
| | Mean | Std | Mean | Std | Mean | Std |
| 1 | 636.51,335.92 | 458.05,410.72 | 350.38,314.66 | 169.89,210.71 | 178.86,175.18 | 195.45,148.11 |
| 2 | 674.81,164.18 | 483.05,142.16 | 327.13,218.02 | 219.27,174.73 | 173.36,194.73 | 189.16,142.18 |
| 3 | 2227.33,590.95 | 4918.12,1079.51 | 479.55,468.34 | 412.73,281.55 | 468.56,482.34 | 297.08,207.33 |
| 4 | 986.62,824.92 | 1474.53,1737.91 | 324.51,277.44 | 178.71,210.27 | 188.61,167.71 | 192.31,133.46 |
| 5 | 945.29,208.74 | 713.39,376.67 | 875.23,304.89 | 483.12,222.61 | 699.59,195.46 | 445.35,170.75 |
| 6 | 665.61,232.86 | 468.55,366.36 | 461.98,269.71 | 276.23,187.19 | 257.11,200.81 | 209.78,137.04 |
| 7 | 660.83,239.21 | 362.87,184.25 | 519.06,236.97 | 420.72,185.22 | 604.11,173.52 | 296.58,113.85 |
| 8 | 583.52,357.65 | 312.55,245.24 | 458.31,256.74 | 425.81,224.43 | 524.19,245.41 | 308.77,170.46 |
| 9 | 625.89,360.22 | 408.87,216.06 | 463.65,375.31 | 360.06,330.94 | 377.56,304.88 | 261.53,299.25 |
| 10 | 587.73,214.97 | 410.06,487.02 | 440.14,270.42 | 295.54,218.76 | 277.06,203.33 | 252.39,171.86 |
| 11 | 728.69,468.99 | 579.65,628.01 | 490.85,837.33 | 397.51,577.42 | 447.82,571.31 | 299.31,442.53 | | 0 |
| 2Dvs2.5Dvs3D | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Subject | 2D | 2.5D | 3D | | | |
| | Mean | Std | Mean | Std | Mean | Std |
| 1 | 688.91,281.29 | 1090.71,552.12 | 338.97,366.42 | 181.04,280.57 | 186.11,223.51 | 191.32,212.11 |
| 2 | 633.08,187.74 | 464.23,143.99 | 310.17,226.07 | 182.89,201.83 | 134.91,191.77 | 197.01,153.41 |
| 3 | 2285.11,301.45 | 4929.71,436.26 | 359.97,246.45 | 184.91,216.05 | 161.21,255.71 | 201.04,168.91 |
| 4 | 1202.11,2664.01 | 2537.21,7280.43 | 346.56,330.79 | 164.11,246.59 | 190.12,164.84 | 199.37,154.58 |
| 5 | 1388.72,276.79 | 1073.91,630.76 | 428.04,327.46 | 222.63,287.75 | 239.25,215.67 | 200.78,225.44 |
| 6 | 874.85,239.81 | 726.24,491.89 | 429.17,265.61 | 215.31,190.13 | 232.84,234.02 | 175.45,177.93 |
| 7 | 710.24,328.63 | 443.08,224.25 | 449.44,217.21 | 240.39,175.33 | 242.87,162.01 | 188.21,140.37 |
| 8 | 666.58,257.17 | 376.31,194.65 | 397.56,236.25 | 226.65,181.82 | 196.38,152.45 | 191.22,131.81 |
| 9 | 623.68,316.73 | 412.11,209.09 | 395.59,337.47 | 206.61,246.04 | 204.87,220.94 | 197.46,202.01 | | | 10 | 750.93,332.06 | 947.91,1462.83 | 430.95,319.41 | 247.44,263.63 | 272.23,223.17 | 231.42,205.61 |
| --- | --- | --- | --- | --- | --- | --- |
| 11 | 924.62,398.24 | 2297.01,297.93 | 443.03,580.46 | 229.99,412.91 | 252.93,320.81 | 186.16,255.22 | | 1 |
| 2Dvs2.5Dvs3D | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Subject | 2D | 2.5D | 3D | | | |
| | Mean | Std | Mean | Std | Mean | Std |
| 1 | 688.91,281.29 | 1090.71,552.12 | 338.97,366.42 | 181.04,280.57 | 186.11,223.51 | 191.32,212.11 |
| 2 | 633.08,187.74 | 464.23,143.99 | 310.17,226.07 | 182.89,201.83 | 134.91,191.77 | 197.01,153.41 |
| 3 | 2285.11,301.45 | 4929.71,436.26 | 359.97,246.45 | 184.91,216.05 | 161.21,255.71 | 201.04,168.91 |
| 4 | 1202.11,2664.01 | 2537.21,7280.43 | 346.56,330.79 | 164.11,246.59 | 190.12,164.84 | 199.37,154.58 |
| 5 | 1388.72,276.79 | 1073.91,630.76 | 428.04,327.46 | 222.63,287.75 | 239.25,215.67 | 200.78,225.44 |
| 6 | 874.85,239.81 | 726.24,491.89 | 429.17,265.61 | 215.31,190.13 | 232.84,234.02 | 175.45,177.93 |
| 7 | 710.24,328.63 | 443.08,224.25 | 449.44,217.21 | 240.39,175.33 | 242.87,162.01 | 188.21,140.37 |
| 8 | 666.58,257.17 | 376.31,194.65 | 397.56,236.25 | 226.65,181.82 | 196.38,152.45 | 191.22,131.81 |
| 9 | 623.68,316.73 | 412.11,209.09 | 395.59,337.47 | 206.61,246.04 | 204.87,220.94 | 197.46,202.01 | | | 7 | 660.83,239.21 | 362.87,184.25 | 519.06,236.97 | 420.72,185.22 | 604.11,173.52 | 296.58,113.85 |
| --- | --- | --- | --- | --- | --- | --- |
| 8 | 583.52,357.65 | 312.55,245.24 | 458.31,256.74 | 425.81,224.43 | 524.19,245.41 | 308.77,170.46 |
| 9 | 625.89,360.22 | 408.87,216.06 | 463.65,375.31 | 360.06,330.94 | 377.56,304.88 | 261.53,299.25 |
| 10 | 587.73,214.97 | 410.06,487.02 | 440.14,270.42 | 295.54,218.76 | 277.06,203.33 | 252.39,171.86 |
| 11 | 728.69,468.99 | 579.65,628.01 | 490.85,837.33 | 397.51,577.42 | 447.82,571.31 | 299.31,442.53 | | 0 |
| Step | V | V1 | C | V2 |
| --- | --- | --- | --- | --- |
| Initial | v,v,v,v,v,v,v3456789 | v1 | ∅ | v2 |
| Checkv3 | v,v,v,v,v,v456789 | v,v13 | ∅ | v2 |
| Checkv4 | v,v,v,v,v56789 | v,v13 | v4 | v2 |
| Checkv5 | v,v,v,v6789 | v,v13 | v4 | v,v25 | | | Checkv6 | v,v,v789 | v,v,v136 | v4 | v,v25 |
| --- | --- | --- | --- | --- |
| Checkv7 | v,v89 | v,v,v136 | v,v47 | v,v25 |
| Checkv8 | v9 | v,v,v136 | v,v,v478 | v,v25 |
| Checkv9 | ∅ | v,v,v136 | v,v,v478 | v,v,v259 | | 1 |
| Step | V | V1 | C | V2 |
| --- | --- | --- | --- | --- |
| Initial | v,v,v,v,v,v,v3456789 | v1 | ∅ | v2 |
| Checkv3 | v,v,v,v,v,v456789 | v,v13 | ∅ | v2 |
| Checkv4 | v,v,v,v,v56789 | v,v13 | v4 | v2 |
| Checkv5 | v,v,v,v6789 | v,v13 | v4 | v,v25 | | | i | U | L∩U | S | Selectednode | Case |
| --- | --- | --- | --- | --- | --- |
| 1 | {v,v,v,v,v,v}123456 | ∅ | ∅ | v2 | 3 |
| 2 | {v,v,v,v,v,v}123456 | v2 | ∅ | v1 | 2 |
| 3 | {v,v,v,v,v}23456 | v2 | v1 | v4 | 1 |
| 4 | {v,v,v,v}2356 | v2 | v1 | v2 | 1 |
| 5 | {v,v,v}356 | ∅ | v1 | v3 | 3 |
| 6 | {v,v,v}356 | v3 | v1 | v6 | 2 |
| 7 | {v,v}35 | v3 | v,v16 | v3 | 1 |
| 8 | {v}5 | ∅ | v,v16 | v5 | 1 | | 0 |
| Step | V | V1 | C | V2 |
| --- | --- | --- | --- | --- |
| Initial | v,v,v,v,v,v,v3456789 | v1 | ∅ | v2 |
| Checkv3 | v,v,v,v,v,v456789 | v,v13 | ∅ | v2 | | | Checkv4 | v,v,v,v,v56789 | v,v13 | v4 | v2 |
| --- | --- | --- | --- | --- |
| Checkv5 | v,v,v,v6789 | v,v13 | v4 | v,v25 |
| Checkv6 | v,v,v789 | v,v,v136 | v4 | v,v25 |
| Checkv7 | v,v89 | v,v,v136 | v,v47 | v,v25 |
| Checkv8 | v9 | v,v,v136 | v,v,v478 | v,v25 |
| Checkv9 | ∅ | v,v,v136 | v,v,v478 | v,v,v259 | | 1 |
| Step | V | V1 | C | V2 |
| --- | --- | --- | --- | --- |
| Initial | v,v,v,v,v,v,v3456789 | v1 | ∅ | v2 |
| Checkv3 | v,v,v,v,v,v456789 | v,v13 | ∅ | v2 | | | 6 | {v,v,v}356 | v3 | v1 | v6 | 2 |
| --- | --- | --- | --- | --- | --- |
| 7 | {v,v}35 | v3 | v,v16 | v3 | 1 |
| 8 | {v}5 | ∅ | v,v16 | v5 | 1 | | 0 |
| n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {29} | {9} | {9} | {29} | | | 2 | {26,29} | {26,29} | {9,29} | {26,29} |
| --- | --- | --- | --- | --- |
| 3 | {10,12,26} | {10,12,26} | {9,26,29} | {10,12,26} |
| 4 | {10,12,26,32},...(4) | {10,12,24,26},...(4) | {10,12,26,29} | {10,12,26,29} | | 1 |
| n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {29} | {9} | {9} | {29} | | | n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {29},...(1) | {15} | {1} | {29} |
| 2 | {2,29} | {0,15},...(1) | {1,2} | {29,39} |
| 3 | {2,8,29},...(3) | {0,15,32},...(7) | {1,2,8} | {2,8,39} |
| 4 | {2,8,29,39},...(2) | {2,26,29,39},...(1) | {2,8,10,29} | {2,26,29,39} | | 0 |
| n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {29} | {9} | {9} | {29} |
| 2 | {26,29} | {26,29} | {9,29} | {26,29} | | | 3 | {10,12,26} | {10,12,26} | {9,26,29} | {10,12,26} |
| --- | --- | --- | --- | --- |
| 4 | {10,12,26,32},...(4) | {10,12,24,26},...(4) | {10,12,26,29} | {10,12,26,29} | | 1 |
| n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {29} | {9} | {9} | {29} |
| 2 | {26,29} | {26,29} | {9,29} | {26,29} | | | 2 | {2,29} | {0,15},...(1) | {1,2} | {29,39} |
| --- | --- | --- | --- | --- |
| 3 | {2,8,29},...(3) | {0,15,32},...(7) | {1,2,8} | {2,8,39} |
| 4 | {2,8,29,39},...(2) | {2,26,29,39},...(1) | {2,8,10,29} | {2,26,29,39} | | 0 |
| Matrix | #ofRows | Nonzeros | NNZ/N | Mb(CSR) |
| --- | --- | --- | --- | --- |
| ESOC | 327,062 | 6,019,939 | 18 | 70 | | | afshell8 | 504,855 | 9,042,005 | 18 | 105 |
| --- | --- | --- | --- | --- |
| tmtsym | 726,713 | 2,903,837 | 4 | 36 |
| ecology2 | 999,999 | 2,997,995 | 3 | 38 |
| thermal2 | 1,228,045 | 4,904,179 | 4 | 61 |
| Hook1498 | 1,498,023 | 30,436,237 | 20 | 354 |
| G3circuit | 1,585,478 | 4,623,152 | 3 | 59 |
| kktpower | 2,063,494 | 7,209,692 | 3 | 90 |
| memchip | 2,707,524 | 13,343,948 | 5 | 163 |
| 3DPoisson | 3,375,000 | 23,490,000 | 7 | 282 |
| Freescale1 | 3,428,755 | 17,052,626 | 5 | 208 |
| cage15 | 5,154,859 | 99,199,551 | 19 | 1155 | | 1 |
| Matrix | #ofRows | Nonzeros | NNZ/N | Mb(CSR) |
| --- | --- | --- | --- | --- |
| ESOC | 327,062 | 6,019,939 | 18 | 70 | | | Graphs | \|V\| | \|E\| | 50<br>\|V\| | N50 | T50 | 200<br>\|V\| | N200 | T200 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | |
| thermal2 | 1.2E6 | 3.7E6 | 1.14 | 20 | 23s | 1.06 | 36 | 9s |
| ecology2 | 1.0E6 | 2.0E6 | 1.14 | 20 | 16s | 1.06 | 40 | 5s |
| | | | | | | | | |
| | | | | | | | | | | 0 |
| Matrix | #ofRows | Nonzeros | NNZ/N | Mb(CSR) |
| --- | --- | --- | --- | --- |
| ESOC | 327,062 | 6,019,939 | 18 | 70 |
| afshell8 | 504,855 | 9,042,005 | 18 | 105 | | | tmtsym | 726,713 | 2,903,837 | 4 | 36 |
| --- | --- | --- | --- | --- |
| ecology2 | 999,999 | 2,997,995 | 3 | 38 |
| thermal2 | 1,228,045 | 4,904,179 | 4 | 61 |
| Hook1498 | 1,498,023 | 30,436,237 | 20 | 354 |
| G3circuit | 1,585,478 | 4,623,152 | 3 | 59 |
| kktpower | 2,063,494 | 7,209,692 | 3 | 90 |
| memchip | 2,707,524 | 13,343,948 | 5 | 163 |
| 3DPoisson | 3,375,000 | 23,490,000 | 7 | 282 |
| Freescale1 | 3,428,755 | 17,052,626 | 5 | 208 |
| cage15 | 5,154,859 | 99,199,551 | 19 | 1155 | | 1 |
| Matrix | #ofRows | Nonzeros | NNZ/N | Mb(CSR) |
| --- | --- | --- | --- | --- |
| ESOC | 327,062 | 6,019,939 | 18 | 70 |
| afshell8 | 504,855 | 9,042,005 | 18 | 105 | | | thermal2 | 1.2E6 | 3.7E6 | 1.14 | 20 | 23s | 1.06 | 36 | 9s |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ecology2 | 1.0E6 | 2.0E6 | 1.14 | 20 | 16s | 1.06 | 40 | 5s |
| | | | | | | | | |
| | | | | | | | | | | 0 |
| NetConfig | WE | CSR |
| --- | --- | --- |
| Embeddingdim | 50,300 | 50 |
| CNNfilterwidth | 5 | 3,5 |
| CNNnum.offilters | 100 | 128,32 |
| Dropoutrate | 0.5 | 0 | | | BatchNorm | w | w,w/o |
| --- | --- | --- |
| SimMatrix | w | w/o |
| Pooling | average | max | | 1 |
| NetConfig | WE | CSR |
| --- | --- | --- |
| Embeddingdim | 50,300 | 50 |
| CNNfilterwidth | 5 | 3,5 |
| CNNnum.offilters | 100 | 128,32 |
| Dropoutrate | 0.5 | 0 | | | Type | Configuration |
| --- | --- |
| Sigmoid | - |
| FullyConnected | n:2 |
| Dropout | ratio:0.5 |
| FullyConnected | n:512 |
| MaxPooling | k:2×2,s:2 |
| Convolution | n:128,k:3×3,s:1,p:1 |
| BatchNormalization | - |
| MaxPooling | k:2×2,s:2 |
| Convolution | n:64,k:3×3,s:1,p:1 |
| BatchNormalization | - |
| MaxPooling | k:2×2,s:2 |
| Convolution | n:32,k:3×3,s:1,p:1 |
| Input | 45×45gray-scaleimage | | 0 |
| NetConfig | WE | CSR |
| --- | --- | --- |
| Embeddingdim | 50,300 | 50 | | | CNNfilterwidth | 5 | 3,5 |
| --- | --- | --- |
| CNNnum.offilters | 100 | 128,32 |
| Dropoutrate | 0.5 | 0 |
| BatchNorm | w | w,w/o |
| SimMatrix | w | w/o |
| Pooling | average | max | | 1 |
| NetConfig | WE | CSR |
| --- | --- | --- |
| Embeddingdim | 50,300 | 50 | | | MaxPooling | k:2×2,s:2 |
| --- | --- |
| Convolution | n:128,k:3×3,s:1,p:1 |
| BatchNormalization | - |
| MaxPooling | k:2×2,s:2 |
| Convolution | n:64,k:3×3,s:1,p:1 |
| BatchNormalization | - |
| MaxPooling | k:2×2,s:2 |
| Convolution | n:32,k:3×3,s:1,p:1 |
| Input | 45×45gray-scaleimage | | 0 |
| MYEperformanceinGP | |
| --- | --- |
| Coverage | APS>Libra>DBLP |
| MAE/RMSE | APS<DBLP<Libra |
| Inferreddataqualityofpapercitationinformation | | | | Completeness | APS>Libra>DBLP |
| --- | --- |
| Correctness | APS>DBLP>Libra | | 1 |
| MYEperformanceinGP | |
| --- | --- |
| Coverage | APS>Libra>DBLP |
| MAE/RMSE | APS<DBLP<Libra |
| Inferreddataqualityofpapercitationinformation | | | | | Accuracy | | | | |
| --- | --- | --- | --- | --- | --- |
| Method | α | β | Ave. | Best | Worst |
| RMSProp | 0.001 | 0.9 | 92.86 | 97.95 | 84.79 |
| 0.99 | 98.81 | 99.11 | 98.34 | | |
| | ρ | γ | Ave. | Best | Worst |
| SDProp | 0.001 | 0.9 | 93.77 | 97.9 | 87.57 |
| 0.99 | 99.20 | 99.42 | 99.09 | | | | 0 |
| MYEperformanceinGP | |
| --- | --- |
| Coverage | APS>Libra>DBLP |
| MAE/RMSE | APS<DBLP<Libra | | | Inferreddataqualityofpapercitationinformation | |
| --- | --- |
| Completeness | APS>Libra>DBLP |
| Correctness | APS>DBLP>Libra | | 1 |
| MYEperformanceinGP | |
| --- | --- |
| Coverage | APS>Libra>DBLP |
| MAE/RMSE | APS<DBLP<Libra | | | SDProp | 0.001 | 0.9 | 93.77 | 97.9 | 87.57 |
| --- | --- | --- | --- | --- | --- |
| 0.99 | 99.20 | 99.42 | 99.09 | | | | 0 |
| Method | T | UL | LL | UA | LA | H | Total |
| --- | --- | --- | --- | --- | --- | --- | --- |
| OursImagenet | 81.3 | 54.6 | 48.8 | 36.1 | 19.1 | 56.9 | 50.0 | | | CliqueCNN | 80.1 | 50.1 | 45.7 | 27.2 | 12.6 | 45.5 | 43.5 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| VGG-S | 82.0 | 48.2 | 41.8 | 32.4 | 15.8 | 53.6 | 47.0 |
| OursScratch | 73.0 | 45.1 | 41.6 | 26.2 | 12.2 | 44.4 | 43.0 |
| Shuffle&Learn | 60.4 | 33.2 | 28.9 | 16.8 | 7.1 | 33.8 | 30.0 |
| GroundTruth | 93.7 | 78.8 | 74.9 | 58.7 | 36.4 | 72.4 | 69.2 |
| Chuetal. | 98.4 | 95.0 | 92.8 | 88.5 | 81.2 | 95.7 | 90.9 | | 1 |
| Method | T | UL | LL | UA | LA | H | Total |
| --- | --- | --- | --- | --- | --- | --- | --- |
| OursImagenet | 81.3 | 54.6 | 48.8 | 36.1 | 19.1 | 56.9 | 50.0 | | | Method | T | UL | LL | UA | LA | H | Total |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Ours-Imagenet | 83.5 | 54.0 | 46.8 | 34.1 | 16.8 | 54.3 | 48.3 |
| CliqueCNN | 80.1 | 50.1 | 45.7 | 27.2 | 12.6 | 45.5 | 43.5 |
| Alexnet | 76.9 | 47.8 | 41.8 | 26.7 | 11.2 | 42.4 | 41.1 |
| Ours-Scratch | 67.0 | 38.6 | 34.9 | 20.5 | 9.8 | 35.1 | 34.3 |
| Shuffle&Learn | 60.4 | 33.2 | 28.9 | 16.8 | 7.1 | 33.8 | 30.0 |
| GroundTruth | 93.7 | 78.8 | 74.9 | 58.7 | 36.4 | 72.4 | 69.2 |
| P.Machines | 93.1 | 83.6 | 76.8 | 68.1 | 42.2 | 85.4 | 72.0 | | 0 |
| Method | T | UL | LL | UA | LA | H | Total |
| --- | --- | --- | --- | --- | --- | --- | --- |
| OursImagenet | 81.3 | 54.6 | 48.8 | 36.1 | 19.1 | 56.9 | 50.0 |
| CliqueCNN | 80.1 | 50.1 | 45.7 | 27.2 | 12.6 | 45.5 | 43.5 |
| VGG-S | 82.0 | 48.2 | 41.8 | 32.4 | 15.8 | 53.6 | 47.0 | | | OursScratch | 73.0 | 45.1 | 41.6 | 26.2 | 12.2 | 44.4 | 43.0 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Shuffle&Learn | 60.4 | 33.2 | 28.9 | 16.8 | 7.1 | 33.8 | 30.0 |
| GroundTruth | 93.7 | 78.8 | 74.9 | 58.7 | 36.4 | 72.4 | 69.2 |
| Chuetal. | 98.4 | 95.0 | 92.8 | 88.5 | 81.2 | 95.7 | 90.9 | | 1 |
| Method | T | UL | LL | UA | LA | H | Total |
| --- | --- | --- | --- | --- | --- | --- | --- |
| OursImagenet | 81.3 | 54.6 | 48.8 | 36.1 | 19.1 | 56.9 | 50.0 |
| CliqueCNN | 80.1 | 50.1 | 45.7 | 27.2 | 12.6 | 45.5 | 43.5 |
| VGG-S | 82.0 | 48.2 | 41.8 | 32.4 | 15.8 | 53.6 | 47.0 | | | Ours-Scratch | 67.0 | 38.6 | 34.9 | 20.5 | 9.8 | 35.1 | 34.3 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Shuffle&Learn | 60.4 | 33.2 | 28.9 | 16.8 | 7.1 | 33.8 | 30.0 |
| GroundTruth | 93.7 | 78.8 | 74.9 | 58.7 | 36.4 | 72.4 | 69.2 |
| P.Machines | 93.1 | 83.6 | 76.8 | 68.1 | 42.2 | 85.4 | 72.0 | | 0 |
| AffectiveState | VeryLow | Low | High | VeryHigh |
| --- | --- | --- | --- | --- |
| Boredom | 3869 | 2931 | 1934 | 334 | | | Confusion | 6024 | 2191 | 752 | 101 |
| --- | --- | --- | --- | --- |
| Engagement | 61 | 459 | 4477 | 4071 |
| Frustration | 6986 | 1649 | 346 | 87 | | 1 |
| AffectiveState | VeryLow | Low | High | VeryHigh |
| --- | --- | --- | --- | --- |
| Boredom | 3869 | 2931 | 1934 | 334 | | | Expression | Number |
| --- | --- |
| Neutral | 80,276 |
| Happy | 146,198 |
| Sad | 29,487 |
| Surprise | 16,288 |
| Fear | 8,191 |
| Disgust | 5,264 |
| Anger | 28,130 |
| Contempt | 5,135 |
| None | 35,322 |
| Uncertain | 13,163 |
| Non-Face | 88,895 | | 0 |
| AffectiveState | VeryLow | Low | High | VeryHigh |
| --- | --- | --- | --- | --- |
| Boredom | 3869 | 2931 | 1934 | 334 | | | Confusion | 6024 | 2191 | 752 | 101 |
| --- | --- | --- | --- | --- |
| Engagement | 61 | 459 | 4477 | 4071 |
| Frustration | 6986 | 1649 | 346 | 87 | | 1 |
| AffectiveState | VeryLow | Low | High | VeryHigh |
| --- | --- | --- | --- | --- |
| Boredom | 3869 | 2931 | 1934 | 334 | | | Fear | 8,191 |
| --- | --- |
| Disgust | 5,264 |
| Anger | 28,130 |
| Contempt | 5,135 |
| None | 35,322 |
| Uncertain | 13,163 |
| Non-Face | 88,895 | | 0 |
| Configuration: | 1 | 2 | 3 | 4 | 5 | 6 |
| --- | --- | --- | --- | --- | --- | --- |
| Homogeneous: | 6.50 | 6.11 | 9.18 | 6.07 | 5.75 | 8.43 |
| Particular: | 0.04 | 0.04 | 0.07 | 0.04 | 0.04 | 0.07 |
| Boundaryproblem: | 0.24 | 0.24 | 0.25 | 0.24 | 0.24 | 0.25 | | | Reconstruction: | 22.1 | 22.0 | 22.1 | 2.52 | 2.51 | 2.53 |
| --- | --- | --- | --- | --- | --- | --- |
| Total: | 28.9 | 28.4 | 31.5 | 8.88 | 8.56 | 11.18 | | 1 |
| Configuration: | 1 | 2 | 3 | 4 | 5 | 6 |
| --- | --- | --- | --- | --- | --- | --- |
| Homogeneous: | 6.50 | 6.11 | 9.18 | 6.07 | 5.75 | 8.43 |
| Particular: | 0.04 | 0.04 | 0.07 | 0.04 | 0.04 | 0.07 |
| Boundaryproblem: | 0.24 | 0.24 | 0.25 | 0.24 | 0.24 | 0.25 | | | τ | 0.00 | 0.05 | 0.10 | 0.15 | 0.20 | 0.25 |
| --- | --- | --- | --- | --- | --- | --- |
| DE(c,c)d | 0.000 | 0.050 | 0.100 | 0.150 | 0.200 | 0.231 |
| DE(c,c)i | 0.000 | 0.050 | 0.055 | 0.055 | 0.055 | 0.055 |
| SFD | 43490 | 24602 | 14370 | 9041 | 3444 | 0 |
| KTD | 123626 | 72938 | 45636 | 28652 | 11054 | 0 | | 0 |
| Configuration: | 1 | 2 | 3 | 4 | 5 | 6 |
| --- | --- | --- | --- | --- | --- | --- |
| Homogeneous: | 6.50 | 6.11 | 9.18 | 6.07 | 5.75 | 8.43 |
| Particular: | 0.04 | 0.04 | 0.07 | 0.04 | 0.04 | 0.07 | | | Boundaryproblem: | 0.24 | 0.24 | 0.25 | 0.24 | 0.24 | 0.25 |
| --- | --- | --- | --- | --- | --- | --- |
| Reconstruction: | 22.1 | 22.0 | 22.1 | 2.52 | 2.51 | 2.53 |
| Total: | 28.9 | 28.4 | 31.5 | 8.88 | 8.56 | 11.18 | | 1 |
| Configuration: | 1 | 2 | 3 | 4 | 5 | 6 |
| --- | --- | --- | --- | --- | --- | --- |
| Homogeneous: | 6.50 | 6.11 | 9.18 | 6.07 | 5.75 | 8.43 |
| Particular: | 0.04 | 0.04 | 0.07 | 0.04 | 0.04 | 0.07 | | | SFD | 43490 | 24602 | 14370 | 9041 | 3444 | 0 |
| --- | --- | --- | --- | --- | --- | --- |
| KTD | 123626 | 72938 | 45636 | 28652 | 11054 | 0 | | 0 |
| type | abbreviation |
| --- | --- |
| Hammingdistance<br>normalizedHammingdistance<br>asymmetricHammingdistance<br>weightedHammingdistance<br>query-dependentweightedHammingdistance<br>normalizedHammingaffinity | HD<br>NHD<br>AHD<br>WHD<br>QWHD<br>NHA | | | Manhattan | MD |
| --- | --- |
| asymmetricEuclideandistance<br>symmetricEuclideandistance | AED<br>SED |
| lowerbound | LB | | 1 |
| type | abbreviation |
| --- | --- |
| Hammingdistance<br>normalizedHammingdistance<br>asymmetricHammingdistance<br>weightedHammingdistance<br>query-dependentweightedHammingdistance<br>normalizedHammingaffinity | HD<br>NHD<br>AHD<br>WHD<br>QWHD<br>NHA | | | type | abbreviation |
| --- | --- |
| Hammingembedding | |
| codingconsistent<br>codingconsistenttodistance<br>codebalance<br>bitbalance<br>bituncorrelation<br>projectionuncorrelation<br>mutualinformationmaximization | CC<br>CCD<br>CB<br>BB<br>BU<br>PU<br>MIM |
| minimizingdifferencesbetweendistances<br>minimizingdifferencesbetweensimilarities<br>minimizingdifferencesbetweensimilaritydistribution | MDD<br>MDS<br>MDSD |
| hinge-likeloss<br>rankorderloss<br>tripletloss<br>classificationerror | HL<br>ROL<br>TL<br>CE |
| spacepartitioning<br>complementarypartitioning<br>pair-wisebitbalance<br>maximummargin | SP<br>CP<br>PBB<br>MM |
| Quantization | |
| bitallocation<br>quantizationerror<br>equalvariance<br>maximumcosinesimilarity | BA<br>QE<br>EV<br>MCS | | 0 |
| type | abbreviation |
| --- | --- |
| Hammingdistance<br>normalizedHammingdistance<br>asymmetricHammingdistance<br>weightedHammingdistance<br>query-dependentweightedHammingdistance<br>normalizedHammingaffinity | HD<br>NHD<br>AHD<br>WHD<br>QWHD<br>NHA |
| Manhattan | MD | | | asymmetricEuclideandistance<br>symmetricEuclideandistance | AED<br>SED |
| --- | --- |
| lowerbound | LB | | 1 |
| type | abbreviation |
| --- | --- |
| Hammingdistance<br>normalizedHammingdistance<br>asymmetricHammingdistance<br>weightedHammingdistance<br>query-dependentweightedHammingdistance<br>normalizedHammingaffinity | HD<br>NHD<br>AHD<br>WHD<br>QWHD<br>NHA |
| Manhattan | MD | | | hinge-likeloss<br>rankorderloss<br>tripletloss<br>classificationerror | HL<br>ROL<br>TL<br>CE |
| --- | --- |
| spacepartitioning<br>complementarypartitioning<br>pair-wisebitbalance<br>maximummargin | SP<br>CP<br>PBB<br>MM |
| Quantization | |
| bitallocation<br>quantizationerror<br>equalvariance<br>maximumcosinesimilarity | BA<br>QE<br>EV<br>MCS | | 0 |
| Actions | SlideLeft | SlideRight | Touch | Reach | Push |
| --- | --- | --- | --- | --- | --- |
| VerbValue | 0.0 | 0.1 | 0.2 | 0.3 | 0.4 |
| Actions | Pull | Point | Grasp | Lift | |
| VerbValues | 0.5 | 0.6 | 0.7 | 0.8 | |
| Objects | Tractor | Hammer | Ball | Bus | Modi |
| NounValue | 0.0 | 0.1 | 0.2 | 0.3 | 0.4 | | | Objects | Car | Cup | Cubes | Spiky | |
| --- | --- | --- | --- | --- | --- |
| NounValues | 0.5 | 0.6 | 0.7 | 0.8 | | | 1 |
| Actions | SlideLeft | SlideRight | Touch | Reach | Push |
| --- | --- | --- | --- | --- | --- |
| VerbValue | 0.0 | 0.1 | 0.2 | 0.3 | 0.4 |
| Actions | Pull | Point | Grasp | Lift | |
| VerbValues | 0.5 | 0.6 | 0.7 | 0.8 | |
| Objects | Tractor | Hammer | Ball | Bus | Modi |
| NounValue | 0.0 | 0.1 | 0.2 | 0.3 | 0.4 | | | Movingobjects | Imp | Roadobjects | Imp | Fixedobjects | Imp |
| --- | --- | --- | --- | --- | --- |
| Child | 32 | Road | 18 | TrafficLight | 17 |
| Pedestrian | 31 | RoadShoulder | 19 | SignSymbol | 16 |
| Animal | 30 | LaneMkgsDriv | 20 | TrafficCone | 15 |
| Bicyclist | 29 | LaneMkgsNonDriv | 21 | ColumnPole | 14 |
| MotorcycleScooter | 28 | Ceilingobjects | Imp | Sidewalk | 13 |
| CartLuggagePram | 27 | Archway | 3 | Bridge | 12 |
| Car | 26 | Tunnel | 2 | ParkingBlock | 11 |
| SUVPickupTruck | 25 | Sky | 1 | MiscText | 10 |
| TruckBus | 24 | | | Building | 9 |
| Train | 23 | | | Fence | 8 |
| Misc | 22 | | | Wall | 7 |
| | | | | Tree | 6 |
| | | | | VegetationMisc | 5 |
| | | | | Void | 4 | | 0 |
| Actions | SlideLeft | SlideRight | Touch | Reach | Push |
| --- | --- | --- | --- | --- | --- |
| VerbValue | 0.0 | 0.1 | 0.2 | 0.3 | 0.4 |
| Actions | Pull | Point | Grasp | Lift | |
| VerbValues | 0.5 | 0.6 | 0.7 | 0.8 | |
| Objects | Tractor | Hammer | Ball | Bus | Modi |
| NounValue | 0.0 | 0.1 | 0.2 | 0.3 | 0.4 | | | Objects | Car | Cup | Cubes | Spiky | |
| --- | --- | --- | --- | --- | --- |
| NounValues | 0.5 | 0.6 | 0.7 | 0.8 | | | 1 |
| Actions | SlideLeft | SlideRight | Touch | Reach | Push |
| --- | --- | --- | --- | --- | --- |
| VerbValue | 0.0 | 0.1 | 0.2 | 0.3 | 0.4 |
| Actions | Pull | Point | Grasp | Lift | |
| VerbValues | 0.5 | 0.6 | 0.7 | 0.8 | |
| Objects | Tractor | Hammer | Ball | Bus | Modi |
| NounValue | 0.0 | 0.1 | 0.2 | 0.3 | 0.4 | | | Car | 26 | Tunnel | 2 | ParkingBlock | 11 |
| --- | --- | --- | --- | --- | --- |
| SUVPickupTruck | 25 | Sky | 1 | MiscText | 10 |
| TruckBus | 24 | | | Building | 9 |
| Train | 23 | | | Fence | 8 |
| Misc | 22 | | | Wall | 7 |
| | | | | Tree | 6 |
| | | | | VegetationMisc | 5 |
| | | | | Void | 4 | | 0 |
| Nbof | BSSR1 | PRIVATE | BANCA |
| --- | --- | --- | --- |
| users | 512 | 100 | 208 | | | intratuple | 512 | 1600 | 467 |
| --- | --- | --- | --- |
| intertuple | 261632 | 158400 | 624 |
| items/tuples | 4 | 5 | 4 | | 1 |
| Nbof | BSSR1 | PRIVATE | BANCA |
| --- | --- | --- | --- |
| users | 512 | 100 | 208 | | | Nbof | BSSR1 | PRIVATE | BANCA |
| --- | --- | --- | --- |
| users | 512 | 100 | 208 |
| intratuples | 512 | 1600 | 467 |
| intertuples | 261632 | 158400 | 624 |
| items/tuples | 4 | 5 | 4 | | 0 |
| Nbof | BSSR1 | PRIVATE | BANCA |
| --- | --- | --- | --- |
| users | 512 | 100 | 208 | | | intratuple | 512 | 1600 | 467 |
| --- | --- | --- | --- |
| intertuple | 261632 | 158400 | 624 |
| items/tuples | 4 | 5 | 4 | | 1 |
| Nbof | BSSR1 | PRIVATE | BANCA |
| --- | --- | --- | --- |
| users | 512 | 100 | 208 | | | intertuples | 261632 | 158400 | 624 |
| --- | --- | --- | --- |
| items/tuples | 4 | 5 | 4 | | 0 |
| Benchmark | GNUGCC | VanillaNaCl | CBINaCl |
| --- | --- | --- | --- |
| 164.gzip | 97,816 | 244,205 | 243,889 |
| 175.vpr | 254,574 | 622,047 | 621,683 |
| 176.gcc | 2,030,316 | 5,598,520 | 5,598,512 |
| 181.mcf | 29,405 | 92,248 | 92,464 |
| 186.crafty | 333,524 | 699,416 | 699,176 |
| 197.parser | 276,651 | 784,118 | 782,806 | | | 252.eon | 575,211 | 4,840,324 | 4,844,416 |
| --- | --- | --- | --- |
| 253.perlbmk | 829,860 | 2,444,380 | 2,441,480 |
| 254.gap | 956,543 | 2,273,206 | 2,268,190 |
| 255.vortex | 754,974 | 2,070,729 | 2,067,929 |
| 256.bzip2 | 96,640 | 207,686 | 206,438 |
| 300.twolf | 415,700 | 1,056,335 | 1,055,975 | | 1 |
| Benchmark | GNUGCC | VanillaNaCl | CBINaCl |
| --- | --- | --- | --- |
| 164.gzip | 97,816 | 244,205 | 243,889 |
| 175.vpr | 254,574 | 622,047 | 621,683 |
| 176.gcc | 2,030,316 | 5,598,520 | 5,598,512 |
| 181.mcf | 29,405 | 92,248 | 92,464 |
| 186.crafty | 333,524 | 699,416 | 699,176 |
| 197.parser | 276,651 | 784,118 | 782,806 | | | | Bigram/Trigram | PCFG15 | PCFG20 | L1R2 | L2R1 | L2R2 |
| --- | --- | --- | --- | --- | --- | --- |
| Numberofparameters | 1088/34880 | 3855 | 8640 | 6402 | 6402 | 8514 |
| Iterationstoconvergence | – | 45 | 45 | 19 | 17 | 24 |
| Real-timeconvergence(min) | – | 62 | 142 | 8 | 7 | 14 |
| H(T,Grammar) | 2.88/2.71 | 3.81 | 3.42 | 2.87 | 2.85 | 2.78 |
| Crossingbracket(onT) | 66.78 | 93.46 | 93.41 | 93.07 | 93.28 | 94.51 | | 0 |
| Benchmark | GNUGCC | VanillaNaCl | CBINaCl |
| --- | --- | --- | --- |
| 164.gzip | 97,816 | 244,205 | 243,889 |
| 175.vpr | 254,574 | 622,047 | 621,683 |
| 176.gcc | 2,030,316 | 5,598,520 | 5,598,512 |
| 181.mcf | 29,405 | 92,248 | 92,464 |
| 186.crafty | 333,524 | 699,416 | 699,176 |
| 197.parser | 276,651 | 784,118 | 782,806 |
| 252.eon | 575,211 | 4,840,324 | 4,844,416 | | | 253.perlbmk | 829,860 | 2,444,380 | 2,441,480 |
| --- | --- | --- | --- |
| 254.gap | 956,543 | 2,273,206 | 2,268,190 |
| 255.vortex | 754,974 | 2,070,729 | 2,067,929 |
| 256.bzip2 | 96,640 | 207,686 | 206,438 |
| 300.twolf | 415,700 | 1,056,335 | 1,055,975 | | 1 |
| Benchmark | GNUGCC | VanillaNaCl | CBINaCl |
| --- | --- | --- | --- |
| 164.gzip | 97,816 | 244,205 | 243,889 |
| 175.vpr | 254,574 | 622,047 | 621,683 |
| 176.gcc | 2,030,316 | 5,598,520 | 5,598,512 |
| 181.mcf | 29,405 | 92,248 | 92,464 |
| 186.crafty | 333,524 | 699,416 | 699,176 |
| 197.parser | 276,651 | 784,118 | 782,806 |
| 252.eon | 575,211 | 4,840,324 | 4,844,416 | | | H(T,Grammar) | 2.88/2.71 | 3.81 | 3.42 | 2.87 | 2.85 | 2.78 |
| --- | --- | --- | --- | --- | --- | --- |
| Crossingbracket(onT) | 66.78 | 93.46 | 93.41 | 93.07 | 93.28 | 94.51 | | 0 |
| Datasets | RGB-hist | HOG | RIFT | SIFT | SURF | Proposed |
| --- | --- | --- | --- | --- | --- | --- |
| VideoPose2 | 1.0173 | 1.1166 | 1.1147 | 0.2277 | 1.5360 | 0.1901 | | | PosesintheWild | 1.0527 | 1.1011 | 1.1848 | 0.2365 | 1.5469 | 0.1993 |
| --- | --- | --- | --- | --- | --- | --- |
| ICDPose | 1.8711 | 1.6978 | 1.8157 | 0.5040 | 2.7237 | 0.4396 |
| OutdoorPose | 1.7909 | 1.6121 | 1.7402 | 0.4144 | 2.5802 | 0.3527 | | 1 |
| Datasets | RGB-hist | HOG | RIFT | SIFT | SURF | Proposed |
| --- | --- | --- | --- | --- | --- | --- |
| VideoPose2 | 1.0173 | 1.1166 | 1.1147 | 0.2277 | 1.5360 | 0.1901 | | | | densesampling | keypointsampling |
| --- | --- | --- |
| SURF | 84.8485 | 76.431 |
| RGB+SURF | 86.1953 | 79.1245 |
| HSV+SURF | 84.1751 | 85.1064 |
| LAB+SURF | 92.2559 | 84.8484 |
| YUV+SURF | 85.1852 | 80.4713 | | 0 |
| Datasets | RGB-hist | HOG | RIFT | SIFT | SURF | Proposed |
| --- | --- | --- | --- | --- | --- | --- |
| VideoPose2 | 1.0173 | 1.1166 | 1.1147 | 0.2277 | 1.5360 | 0.1901 | | | PosesintheWild | 1.0527 | 1.1011 | 1.1848 | 0.2365 | 1.5469 | 0.1993 |
| --- | --- | --- | --- | --- | --- | --- |
| ICDPose | 1.8711 | 1.6978 | 1.8157 | 0.5040 | 2.7237 | 0.4396 |
| OutdoorPose | 1.7909 | 1.6121 | 1.7402 | 0.4144 | 2.5802 | 0.3527 | | 1 |
| Datasets | RGB-hist | HOG | RIFT | SIFT | SURF | Proposed |
| --- | --- | --- | --- | --- | --- | --- |
| VideoPose2 | 1.0173 | 1.1166 | 1.1147 | 0.2277 | 1.5360 | 0.1901 | | | RGB+SURF | 86.1953 | 79.1245 |
| --- | --- | --- |
| HSV+SURF | 84.1751 | 85.1064 |
| LAB+SURF | 92.2559 | 84.8484 |
| YUV+SURF | 85.1852 | 80.4713 | | 0 |
| Algorithm | δ | Edges(inK) | Weight<br>wt(MST) | Degree | Shortestpath<br>queries(inK) |
| --- | --- | --- | --- | --- | --- |
| Path-Greedy | - | 15.1 | 3 | 7 | 31996 |
| δ-Greedy | 1.5 | 15.1 | 3 | 7 | 82 |
| δ-Greedy | 1.44 | 16 | 3 | 8 | 77 | | | δ-Greedy | 1.224 | 22.5 | 5 | 11 | 63 |
| --- | --- | --- | --- | --- | --- |
| θ-Graph | - | 118.6 | 76 | 53 | - |
| Greedyonθ-Graph | 1.44 | 16 | 3 | 8 | 817 |
| Greedyonθ-Graph | 1.224 | 22.5 | 6 | 11 | 198 |
| Gap-Greedy | - | 22.6 | 5 | 11 | 95 | | 1 |
| Algorithm | δ | Edges(inK) | Weight<br>wt(MST) | Degree | Shortestpath<br>queries(inK) |
| --- | --- | --- | --- | --- | --- |
| Path-Greedy | - | 15.1 | 3 | 7 | 31996 |
| δ-Greedy | 1.5 | 15.1 | 3 | 7 | 82 |
| δ-Greedy | 1.44 | 16 | 3 | 8 | 77 | | | Algorithm | δ | Edges(inK) | Weight<br>wt(MST) | Degree | Shortestpath<br>queries(inK) |
| --- | --- | --- | --- | --- | --- |
| Path-Greedy | - | 11.4 | 2 | 5 | 31996 |
| δ-Greedy | 2 | 11.4 | 2 | 5 | 55 |
| δ-Greedy | 1.866 | 11.9 | 2 | 5 | 52 |
| δ-Greedy | 1.414 | 16.3 | 3 | 8 | 44 |
| θ-Graph | - | 85.3 | 48 | 42 | - |
| Greedyonθ-Graph | 1.866 | 11.9 | 3 | 6 | 493 |
| Greedyonθ-Graph | 1.414 | 16.5 | 3 | 8 | 129 |
| Gap-Greedy | - | 16 | 3 | 8 | 63 | | 0 |
| Algorithm | δ | Edges(inK) | Weight<br>wt(MST) | Degree | Shortestpath<br>queries(inK) |
| --- | --- | --- | --- | --- | --- |
| Path-Greedy | - | 15.1 | 3 | 7 | 31996 |
| δ-Greedy | 1.5 | 15.1 | 3 | 7 | 82 |
| δ-Greedy | 1.44 | 16 | 3 | 8 | 77 | | | δ-Greedy | 1.224 | 22.5 | 5 | 11 | 63 |
| --- | --- | --- | --- | --- | --- |
| θ-Graph | - | 118.6 | 76 | 53 | - |
| Greedyonθ-Graph | 1.44 | 16 | 3 | 8 | 817 |
| Greedyonθ-Graph | 1.224 | 22.5 | 6 | 11 | 198 |
| Gap-Greedy | - | 22.6 | 5 | 11 | 95 | | 1 |
| Algorithm | δ | Edges(inK) | Weight<br>wt(MST) | Degree | Shortestpath<br>queries(inK) |
| --- | --- | --- | --- | --- | --- |
| Path-Greedy | - | 15.1 | 3 | 7 | 31996 |
| δ-Greedy | 1.5 | 15.1 | 3 | 7 | 82 |
| δ-Greedy | 1.44 | 16 | 3 | 8 | 77 | | | Greedyonθ-Graph | 1.414 | 16.5 | 3 | 8 | 129 |
| --- | --- | --- | --- | --- | --- |
| Gap-Greedy | - | 16 | 3 | 8 | 63 | | 0 |
| Newtwork | Accelerator | Inference | Car | Ped. | Cyc. |
| --- | --- | --- | --- | --- | --- |
| F-PointNet | GTX1080 | 88ms | 70.39 | 44.89 | 56.77 |
| VoxelNet(Lidar) | TitanX | 30ms | 65.11 | 33.69 | 48.36 |
| AVOD | TitanXp | 80ms | 65.78 | 31.51 | 44.90 |
| MV3D | TitanX | 360ms | 63.35 | N/A | N/A | | | MV3D(Lidar) | TitanX | 240ms | 52.73 | N/A | N/A |
| --- | --- | --- | --- | --- | --- |
| DoBEM | TitanX | 600ms | 6.95 | N/A | N/A |
| 3D-SSMFCNN | TitanX | 100ms | 2.28 | N/A | N/A |
| Proposed | GTX1080 | 20ms | 15.24 | 11.46 | 3.23 | | 1 |
| Newtwork | Accelerator | Inference | Car | Ped. | Cyc. |
| --- | --- | --- | --- | --- | --- |
| F-PointNet | GTX1080 | 88ms | 70.39 | 44.89 | 56.77 |
| VoxelNet(Lidar) | TitanX | 30ms | 65.11 | 33.69 | 48.36 |
| AVOD | TitanXp | 80ms | 65.78 | 31.51 | 44.90 |
| MV3D | TitanX | 360ms | 63.35 | N/A | N/A | | | Network | InputData | Class | Code | Inference |
| --- | --- | --- | --- | --- |
| F-pointNet | ImageandLidar | multi | Yes | 170ms |
| VoxelNet | Lidar | multi | N/A | 30ms |
| AVOD | ImageandLidar | multi | Yes | 80ms |
| MV3D | ImageandLidar | car | Yes | 350ms |
| DoBEM | ImageandLidar | car | N/A | 600ms |
| 3D-SSMFCNN | Image | car | Yes | 100ms | | 0 |
| Newtwork | Accelerator | Inference | Car | Ped. | Cyc. |
| --- | --- | --- | --- | --- | --- |
| F-PointNet | GTX1080 | 88ms | 70.39 | 44.89 | 56.77 |
| VoxelNet(Lidar) | TitanX | 30ms | 65.11 | 33.69 | 48.36 |
| AVOD | TitanXp | 80ms | 65.78 | 31.51 | 44.90 |
| MV3D | TitanX | 360ms | 63.35 | N/A | N/A | | | MV3D(Lidar) | TitanX | 240ms | 52.73 | N/A | N/A |
| --- | --- | --- | --- | --- | --- |
| DoBEM | TitanX | 600ms | 6.95 | N/A | N/A |
| 3D-SSMFCNN | TitanX | 100ms | 2.28 | N/A | N/A |
| Proposed | GTX1080 | 20ms | 15.24 | 11.46 | 3.23 | | 1 |
| Newtwork | Accelerator | Inference | Car | Ped. | Cyc. |
| --- | --- | --- | --- | --- | --- |
| F-PointNet | GTX1080 | 88ms | 70.39 | 44.89 | 56.77 |
| VoxelNet(Lidar) | TitanX | 30ms | 65.11 | 33.69 | 48.36 |
| AVOD | TitanXp | 80ms | 65.78 | 31.51 | 44.90 |
| MV3D | TitanX | 360ms | 63.35 | N/A | N/A | | | VoxelNet | Lidar | multi | N/A | 30ms |
| --- | --- | --- | --- | --- |
| AVOD | ImageandLidar | multi | Yes | 80ms |
| MV3D | ImageandLidar | car | Yes | 350ms |
| DoBEM | ImageandLidar | car | N/A | 600ms |
| 3D-SSMFCNN | Image | car | Yes | 100ms | | 0 |
| Operation | PAPdetector |
| --- | --- |
| All-to-all | UsesSTAR-MPIoverallefficiencyindicators | | | Broadcast | UsesitsownmessagingforPATsignaling |
| --- | --- |
| Localredirect | UsesitsownmessagingforPATsignaling |
| Clairvoyant | None,suggestedusageofthestaticanalysisor<br>SMA | | 1 |
| Operation | PAPdetector |
| --- | --- |
| All-to-all | UsesSTAR-MPIoverallefficiencyindicators | | | Step | Description | Time | Messages |
| --- | --- | --- | --- |
| ??,?? | BFSconvergecast | O(D) | O(m) |
| ??,?? | BFSupcastoffmessages | O(D+f) | O(f·D) |
| ??,?? | Localcomputation | 0 | none |
| ?? | BFSdowncastoffmessages(eachofsizelogn) | O(D+f·logn) | O(f·logn·D) |
| ?? | BroadcastineachoftheMSTfragments | O(k+logn) | O(n·logn) |
| ?? | Communicationbetweenneighbors | O(logn) | O(logn·m) | | 0 |
| Operation | PAPdetector |
| --- | --- |
| All-to-all | UsesSTAR-MPIoverallefficiencyindicators |
| Broadcast | UsesitsownmessagingforPATsignaling | | | Localredirect | UsesitsownmessagingforPATsignaling |
| --- | --- |
| Clairvoyant | None,suggestedusageofthestaticanalysisor<br>SMA | | 1 |
| Operation | PAPdetector |
| --- | --- |
| All-to-all | UsesSTAR-MPIoverallefficiencyindicators |
| Broadcast | UsesitsownmessagingforPATsignaling | | | ??,?? | Localcomputation | 0 | none |
| --- | --- | --- | --- |
| ?? | BFSdowncastoffmessages(eachofsizelogn) | O(D+f·logn) | O(f·logn·D) |
| ?? | BroadcastineachoftheMSTfragments | O(k+logn) | O(n·logn) |
| ?? | Communicationbetweenneighbors | O(logn) | O(logn·m) | | 0 |
| SIG | Conference | Period | H-Index | Authors | Publications | Editions |
| --- | --- | --- | --- | --- | --- | --- |
| SIGDOC | SIGDOC | 1989-2010 | 23 | 1071 | 810 | 22 |
| SIGCHI | CHI | 1994-2012 | 144 | 5095 | 2819 | 19 |
| SIGIR | SIGIR | 1978-2011 | 116 | 3624 | 2687 | 34 |
| SIGKDD | KDD | 1995-2011 | 124 | 3078 | 1699 | 17 |
| SIGCOMM | SIGCOMM | 1988-2011 | 140 | 1593 | 796 | 24 |
| SIGCSE | SIGCSE | 1986-2012 | 51 | 3923 | 2801 | 27 |
| SIGGRAPH | SIGGRAPH | 1985-2003 | 119 | 1920 | 1108 | 19 |
| SIGMETRICS | SIGMETRICS | 1981-2011 | 71 | 2083 | 1174 | 31 | | | SIGPLAN | POPL | 1975-2012 | 85 | 1527 | 1217 | 38 |
| --- | --- | --- | --- | --- | --- | --- |
| SIGMOD | SIGMOD | 1975-2012 | 147 | 4202 | 2669 | 38 | | 1 |
| SIG | Conference | Period | H-Index | Authors | Publications | Editions |
| --- | --- | --- | --- | --- | --- | --- |
| SIGDOC | SIGDOC | 1989-2010 | 23 | 1071 | 810 | 22 |
| SIGCHI | CHI | 1994-2012 | 144 | 5095 | 2819 | 19 |
| SIGIR | SIGIR | 1978-2011 | 116 | 3624 | 2687 | 34 |
| SIGKDD | KDD | 1995-2011 | 124 | 3078 | 1699 | 17 |
| SIGCOMM | SIGCOMM | 1988-2011 | 140 | 1593 | 796 | 24 |
| SIGCSE | SIGCSE | 1986-2012 | 51 | 3923 | 2801 | 27 |
| SIGGRAPH | SIGGRAPH | 1985-2003 | 119 | 1920 | 1108 | 19 |
| SIGMETRICS | SIGMETRICS | 1981-2011 | 71 | 2083 | 1174 | 31 | | | Exp | FIoU | BIoU | AvgIoU | Acc | OvrlPr | OvrlRe |
| --- | --- | --- | --- | --- | --- | --- |
| large | 75.2 | 97.9 | 86.5 | 98.0 | 85.7 | 85.9 |
| medium | 80.0 | 98.0 | 89.0 | 98.1 | 87.6 | 90.2 |
| small | 75.0 | 98.0 | 86.5 | 98.1 | 85.7 | 85.7 |
| | 38.3 | 96.6 | 67.4 | 96.7 | 88.0 | 40.4 |
| CNNRaw | 80.6 | 98.8 | 89.7 | 98.9 | 88.0 | 90.6 |
| Unary | 80.6 | 98.8 | 89.7 | 98.9 | 88.0 | 90.6 |
| Unary+ShortRange | 80.8 | 98.8 | 89.8 | 98.9 | 87.4 | 91.4 |
| Full | 80.7 | 98.8 | 89.8 | 98.9 | 86.6 | 92.2 |
| CNNRaw+PP | 80.4 | 98.8 | 89.6 | 98.9 | 88.2 | 90.2 |
| Unary+PP | 80.6 | 98.8 | 89.7 | 98.9 | 88.1 | 90.4 |
| Unary+ShortRange+PP | 80.6 | 98.8 | 89.7 | 98.9 | 87.5 | 91.1 |
| Full+PP | 80.5 | 98.8 | 89.7 | 98.9 | 87.0 | 91.5 | | 0 |
| SIG | Conference | Period | H-Index | Authors | Publications | Editions |
| --- | --- | --- | --- | --- | --- | --- |
| SIGDOC | SIGDOC | 1989-2010 | 23 | 1071 | 810 | 22 |
| SIGCHI | CHI | 1994-2012 | 144 | 5095 | 2819 | 19 |
| SIGIR | SIGIR | 1978-2011 | 116 | 3624 | 2687 | 34 |
| SIGKDD | KDD | 1995-2011 | 124 | 3078 | 1699 | 17 |
| SIGCOMM | SIGCOMM | 1988-2011 | 140 | 1593 | 796 | 24 |
| SIGCSE | SIGCSE | 1986-2012 | 51 | 3923 | 2801 | 27 | | | SIGGRAPH | SIGGRAPH | 1985-2003 | 119 | 1920 | 1108 | 19 |
| --- | --- | --- | --- | --- | --- | --- |
| SIGMETRICS | SIGMETRICS | 1981-2011 | 71 | 2083 | 1174 | 31 |
| SIGPLAN | POPL | 1975-2012 | 85 | 1527 | 1217 | 38 |
| SIGMOD | SIGMOD | 1975-2012 | 147 | 4202 | 2669 | 38 | | 1 |
| SIG | Conference | Period | H-Index | Authors | Publications | Editions |
| --- | --- | --- | --- | --- | --- | --- |
| SIGDOC | SIGDOC | 1989-2010 | 23 | 1071 | 810 | 22 |
| SIGCHI | CHI | 1994-2012 | 144 | 5095 | 2819 | 19 |
| SIGIR | SIGIR | 1978-2011 | 116 | 3624 | 2687 | 34 |
| SIGKDD | KDD | 1995-2011 | 124 | 3078 | 1699 | 17 |
| SIGCOMM | SIGCOMM | 1988-2011 | 140 | 1593 | 796 | 24 |
| SIGCSE | SIGCSE | 1986-2012 | 51 | 3923 | 2801 | 27 | | | CNNRaw+PP | 80.4 | 98.8 | 89.6 | 98.9 | 88.2 | 90.2 |
| --- | --- | --- | --- | --- | --- | --- |
| Unary+PP | 80.6 | 98.8 | 89.7 | 98.9 | 88.1 | 90.4 |
| Unary+ShortRange+PP | 80.6 | 98.8 | 89.7 | 98.9 | 87.5 | 91.1 |
| Full+PP | 80.5 | 98.8 | 89.7 | 98.9 | 87.0 | 91.5 | | 0 |
| Word | NeighboringWordsin | |
| --- | --- | --- |
| 1900 | 2009 | |
| gay | cheerful<br>pleasant<br>brilliant | lesbian<br>bisexual<br>lesbians |
| cell | closet<br>dungeon<br>tent | phone<br>cordless<br>cellular |
| checked | checking<br>recollecting<br>straightened | checking<br>consulted<br>check | | | headed | haired<br>faced<br>skinned | heading<br>sprinted<br>marched |
| --- | --- | --- |
| actually | evidently<br>accidentally<br>already | really<br>obviously<br>nonetheless | | 1 |
| Word | NeighboringWordsin | |
| --- | --- | --- |
| 1900 | 2009 | |
| gay | cheerful<br>pleasant<br>brilliant | lesbian<br>bisexual<br>lesbians |
| cell | closet<br>dungeon<br>tent | phone<br>cordless<br>cellular |
| checked | checking<br>recollecting<br>straightened | checking<br>consulted<br>check | | | Model | FrequentWords | RareWords | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| man | including | relatively | unconditional | hydroplane | uploading | |
| word | person<br>anyone<br>children<br>men | like<br>featuring<br>include<br>includes | extremely<br>making<br>very<br>quite | nazi<br>fairly<br>joints<br>supreme | molybdenum<br>your<br>imperial<br>intervene | -<br>-<br>-<br>- |
| BPE<br>LSTM | ii<br>hill<br>text<br>netherlands | called<br>involve<br>like<br>creating | newly<br>never<br>essentially<br>least | unintentional<br>ungenerous<br>unanimous<br>unpalatable | emphasize<br>heartbeat<br>hybridized<br>unplatable | upbeat<br>uprising<br>handling<br>hand-colored |
| char-<br>trigrams<br>LSTM | mak<br>vill<br>cow<br>maga | include<br>includes<br>undermining<br>under | resolutely<br>regeneratively<br>reproductively<br>commonly | unconstitutional<br>constitutional<br>unimolecular<br>medicinal | selenocysteine<br>guerrillas<br>scrofula<br>seleucia | drifted<br>affected<br>conflicted<br>convicted |
| char-<br>LSTM | mayr<br>many<br>mary<br>may | inclusion<br>insularity<br>includes<br>include | relates<br>replicate<br>relativity<br>gravestones | undamaged<br>unmyelinated<br>unconditionally<br>uncoordinated | hydrolyzed<br>hydraulics<br>hysterotomy<br>hydraulic | musag`ete<br>mutualism<br>mutualists<br>meursault |
| char-<br>CNN | mtn<br>mann<br>jan<br>nun | include<br>includes<br>excluding<br>included | legislatively<br>lovely<br>creatively<br>negatively | unconventional<br>unintentional<br>unconstitutional<br>untraditional | hydroxyproline<br>hydrate<br>hydrangea<br>hyena | unloading<br>loading<br>upgrading<br>upholding | | 0 |
| Word | NeighboringWordsin |
| --- | --- |
| 1900 | 2009 | | | gay | cheerful<br>pleasant<br>brilliant | lesbian<br>bisexual<br>lesbians |
| --- | --- | --- |
| cell | closet<br>dungeon<br>tent | phone<br>cordless<br>cellular |
| checked | checking<br>recollecting<br>straightened | checking<br>consulted<br>check |
| headed | haired<br>faced<br>skinned | heading<br>sprinted<br>marched |
| actually | evidently<br>accidentally<br>already | really<br>obviously<br>nonetheless | | 1 |
| Word | NeighboringWordsin |
| --- | --- |
| 1900 | 2009 | | | char-<br>trigrams<br>LSTM | mak<br>vill<br>cow<br>maga | include<br>includes<br>undermining<br>under | resolutely<br>regeneratively<br>reproductively<br>commonly | unconstitutional<br>constitutional<br>unimolecular<br>medicinal | selenocysteine<br>guerrillas<br>scrofula<br>seleucia | drifted<br>affected<br>conflicted<br>convicted |
| --- | --- | --- | --- | --- | --- | --- |
| char-<br>LSTM | mayr<br>many<br>mary<br>may | inclusion<br>insularity<br>includes<br>include | relates<br>replicate<br>relativity<br>gravestones | undamaged<br>unmyelinated<br>unconditionally<br>uncoordinated | hydrolyzed<br>hydraulics<br>hysterotomy<br>hydraulic | musag`ete<br>mutualism<br>mutualists<br>meursault |
| char-<br>CNN | mtn<br>mann<br>jan<br>nun | include<br>includes<br>excluding<br>included | legislatively<br>lovely<br>creatively<br>negatively | unconventional<br>unintentional<br>unconstitutional<br>untraditional | hydroxyproline<br>hydrate<br>hydrangea<br>hyena | unloading<br>loading<br>upgrading<br>upholding | | 0 |
| | IRS | CRS | DRS |
| --- | --- | --- | --- |
| NewServer | 81.9 | 66.21 | 62.19 |
| Powerandcooling | 12.48 | 31.43 | 35.72 | | | Interaction | 3.05 | .35 | 0.000013 |
| --- | --- | --- | --- |
| Error | 2.55 | 1.99 | 2.02 | | 1 |
| | IRS | CRS | DRS |
| --- | --- | --- | --- |
| NewServer | 81.9 | 66.21 | 62.19 |
| Powerandcooling | 12.48 | 31.43 | 35.72 | | | NewServer | PowerandCooling | Revenue |
| --- | --- | --- |
| 68 | 38 | 42.0713 |
| 44 | 25 | 28.4811 |
| 62 | 12 | 34.8202 |
| 59 | 37 | 37.4543 |
| 49 | 10 | 28.3241 |
| 54 | 20 | 32.8109 |
| 59 | 18 | 34.8505 |
| 78 | 25 | 45.0267 |
| 73 | 25 | 42.7024 |
| 49 | 10 | 28.3241 |
| 75 | 21 | 42.8816 |
| 61 | 19 | 35.9865 |
| 57 | 28 | 35.4336 |
| 61 | 34 | 38.1427 |
| 56 | 34 | 35.6204 |
| 56 | 11 | 31.8192 |
| 66 | 12 | 38.8935 | | 0 |
| | IRS | CRS | DRS |
| --- | --- | --- | --- |
| NewServer | 81.9 | 66.21 | 62.19 | | | Powerandcooling | 12.48 | 31.43 | 35.72 |
| --- | --- | --- | --- |
| Interaction | 3.05 | .35 | 0.000013 |
| Error | 2.55 | 1.99 | 2.02 | | 1 |
| | IRS | CRS | DRS |
| --- | --- | --- | --- |
| NewServer | 81.9 | 66.21 | 62.19 | | | 49 | 10 | 28.3241 |
| --- | --- | --- |
| 54 | 20 | 32.8109 |
| 59 | 18 | 34.8505 |
| 78 | 25 | 45.0267 |
| 73 | 25 | 42.7024 |
| 49 | 10 | 28.3241 |
| 75 | 21 | 42.8816 |
| 61 | 19 | 35.9865 |
| 57 | 28 | 35.4336 |
| 61 | 34 | 38.1427 |
| 56 | 34 | 35.6204 |
| 56 | 11 | 31.8192 |
| 66 | 12 | 38.8935 | | 0 |
| Error-freeAND | | |
| --- | --- | --- |
| P(X1=1\|I1,I2) | P(I2=0)=1 | P(I2=1)=1 |
| P(I1=0)=1 | 0 | 0 |
| P(I1=1)=1 | 0 | 1 |
| Error-proneAND | | |
| P(X4=1\|I1,I2) | P(I2=0)=1 | P(I2=1)=1 | | | P(I1=0)=1 | ε | ε |
| --- | --- | --- |
| P(I1=1)=1 | ε | 1-ε | | 1 |
| Error-freeAND | | |
| --- | --- | --- |
| P(X1=1\|I1,I2) | P(I2=0)=1 | P(I2=1)=1 |
| P(I1=0)=1 | 0 | 0 |
| P(I1=1)=1 | 0 | 1 |
| Error-proneAND | | |
| P(X4=1\|I1,I2) | P(I2=0)=1 | P(I2=1)=1 | | | | P(a,a) | P(a,b) | P(a,c) | P(b,a) | P(b,b) | P(b,c) | P(c,a) | P(c,b) | P(x,x) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| 2 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 |
| 3 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 |
| 4 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 |
| 5 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | | 0 |
| Error-freeAND | | |
| --- | --- | --- |
| P(X1=1\|I1,I2) | P(I2=0)=1 | P(I2=1)=1 |
| P(I1=0)=1 | 0 | 0 |
| P(I1=1)=1 | 0 | 1 | | | Error-proneAND | | |
| --- | --- | --- |
| P(X4=1\|I1,I2) | P(I2=0)=1 | P(I2=1)=1 |
| P(I1=0)=1 | ε | ε |
| P(I1=1)=1 | ε | 1-ε | | 1 |
| Error-freeAND | | |
| --- | --- | --- |
| P(X1=1\|I1,I2) | P(I2=0)=1 | P(I2=1)=1 |
| P(I1=0)=1 | 0 | 0 |
| P(I1=1)=1 | 0 | 1 | | | 3 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 4 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 |
| 5 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | | 0 |
| averagetime<br>/iter./generator(s) |
| --- |
| 0.0147 | | | 0.0424 |
| --- |
| 0.2168 |
| 0.6825 |
| 1.5487 | | 1 |
| averagetime<br>/iter./generator(s) |
| --- |
| 0.0147 | | | averagetime<br>/iter./customer(s) |
| --- |
| 0.0097 |
| 0.0100 |
| 0.0101 |
| 0.0104 |
| 0.0110 | | 0 |
| averagetime<br>/iter./generator(s) |
| --- |
| 0.0147 | | | 0.0424 |
| --- |
| 0.2168 |
| 0.6825 |
| 1.5487 | | 1 |
| averagetime<br>/iter./generator(s) |
| --- |
| 0.0147 | | | 0.0101 |
| --- |
| 0.0104 |
| 0.0110 | | 0 |
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