premise string | hypothesis string | label int64 |
|---|---|---|
| Sol.# | Vd2 | Vq2 | Vd3 | Vq3 | Vd4 | Vq4 |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 0 | 1 | 0 | -1 | 0 |
| 2 | -1 | 0 | 1 | 0 | -1 | 0 |
| 3 | 1 | 0 | 1 | 0 | 1 | 0 |
| 4 | 1 | 0 | -1 | 0 | -1 | 0 | | | 5 | -1 | 0 | 1 | 0 | 1 | 0 |
| --- | --- | --- | --- | --- | --- | --- |
| 6 | -1 | 0 | -1 | 0 | -1 | 0 |
| 7 | -1 | 0 | -1 | 0 | 1 | 0 |
| 8 | 1 | 0 | 1 | 0 | 1 | 0 |
| 9 | .30976 | -.95082 | -.82212 | -.56932 | -.97906 | .20359 |
| 10 | -.88313 | .46912 | .97310 | .23039 | .99834 | -.05754 |
| 11 | .57067 | -.82118 | -.61912 | .78530 | .41658 | -.90910 |
| 12 | .89239 | -.45127 | .84624 | -.53281 | -.94751 | .31973 |
| 13 | -.88313 | -.46912 | .97310 | -.23039 | .99834 | .05754 |
| 14 | .57067 | .82118 | -.61912 | -.78530 | .41658 | .90910 |
| 15 | .30975 | .95082 | -.82212 | .56932 | -.97906 | -.20359 |
| 16 | .89239 | .45127 | .84624 | .53281 | -.94751 | -.31973 | | 1 |
| Sol.# | Vd2 | Vq2 | Vd3 | Vq3 | Vd4 | Vq4 |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 0 | 1 | 0 | -1 | 0 |
| 2 | -1 | 0 | 1 | 0 | -1 | 0 |
| 3 | 1 | 0 | 1 | 0 | 1 | 0 |
| 4 | 1 | 0 | -1 | 0 | -1 | 0 | | | n/V | ... | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | ... |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | ... | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | ... |
| 2 | ... | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | ... |
| 3 | ... | 0 | 0 | 1 | 0 | 2 | 0 | 1 | 0 | 0 | ... |
| 4 | ... | 0 | 1 | 0 | 3 | 0 | 3 | 0 | 1 | 0 | ... |
| 5 | ... | 1 | 0 | 4 | 0 | 6 | 0 | 4 | 0 | 1 | ... | | 0 |
| Sol.# | Vd2 | Vq2 | Vd3 | Vq3 | Vd4 | Vq4 |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 0 | 1 | 0 | -1 | 0 |
| 2 | -1 | 0 | 1 | 0 | -1 | 0 |
| 3 | 1 | 0 | 1 | 0 | 1 | 0 |
| 4 | 1 | 0 | -1 | 0 | -1 | 0 |
| 5 | -1 | 0 | 1 | 0 | 1 | 0 |
| 6 | -1 | 0 | -1 | 0 | -1 | 0 |
| 7 | -1 | 0 | -1 | 0 | 1 | 0 |
| 8 | 1 | 0 | 1 | 0 | 1 | 0 |
| 9 | .30976 | -.95082 | -.82212 | -.56932 | -.97906 | .20359 |
| 10 | -.88313 | .46912 | .97310 | .23039 | .99834 | -.05754 |
| 11 | .57067 | -.82118 | -.61912 | .78530 | .41658 | -.90910 | | | 12 | .89239 | -.45127 | .84624 | -.53281 | -.94751 | .31973 |
| --- | --- | --- | --- | --- | --- | --- |
| 13 | -.88313 | -.46912 | .97310 | -.23039 | .99834 | .05754 |
| 14 | .57067 | .82118 | -.61912 | -.78530 | .41658 | .90910 |
| 15 | .30975 | .95082 | -.82212 | .56932 | -.97906 | -.20359 |
| 16 | .89239 | .45127 | .84624 | .53281 | -.94751 | -.31973 | | 1 |
| Sol.# | Vd2 | Vq2 | Vd3 | Vq3 | Vd4 | Vq4 |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 0 | 1 | 0 | -1 | 0 |
| 2 | -1 | 0 | 1 | 0 | -1 | 0 |
| 3 | 1 | 0 | 1 | 0 | 1 | 0 |
| 4 | 1 | 0 | -1 | 0 | -1 | 0 |
| 5 | -1 | 0 | 1 | 0 | 1 | 0 |
| 6 | -1 | 0 | -1 | 0 | -1 | 0 |
| 7 | -1 | 0 | -1 | 0 | 1 | 0 |
| 8 | 1 | 0 | 1 | 0 | 1 | 0 |
| 9 | .30976 | -.95082 | -.82212 | -.56932 | -.97906 | .20359 |
| 10 | -.88313 | .46912 | .97310 | .23039 | .99834 | -.05754 |
| 11 | .57067 | -.82118 | -.61912 | .78530 | .41658 | -.90910 | | | 4 | ... | 0 | 1 | 0 | 3 | 0 | 3 | 0 | 1 | 0 | ... |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 5 | ... | 1 | 0 | 4 | 0 | 6 | 0 | 4 | 0 | 1 | ... | | 0 |
| | Ours | CT | STC | CN | SAMF | DSST | CCT | KCF |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| PrecisionofTRE | 0.79 | 0.51 | 0.59 | 0.64 | 0.65 | 0.65 | 0.66 | 0.60 |
| SuccessrateofTRE | 0.61 | 0.45 | 0.46 | 0.54 | 0.58 | 0.56 | 0.57 | 0.52 | | | PrecisionofOPE | 0.83 | 0.44 | 0.48 | 0.44 | 0.59 | 0.48 | 0.66 | 0.48 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SuccessrateofOPE | 0.66 | 0.34 | 0.41 | 0.42 | 0.52 | 0.44 | 0.53 | 0.38 |
| CLE(inpixel) | 14.5 | 74.4 | 38.0 | 55.0 | 40.8 | 55.7 | 23.2 | 45.6 |
| Averagespeed(infps) | 141.3 | 12.0 | 73.6 | 87.1 | 12.9 | 20.8 | 21.3 | 144.8 | | 1 |
| | Ours | CT | STC | CN | SAMF | DSST | CCT | KCF |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| PrecisionofTRE | 0.79 | 0.51 | 0.59 | 0.64 | 0.65 | 0.65 | 0.66 | 0.60 |
| SuccessrateofTRE | 0.61 | 0.45 | 0.46 | 0.54 | 0.58 | 0.56 | 0.57 | 0.52 | | | Cell | Mode | Way | Performance(MB/s) | Ratio | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| †<br>C | S | P | P/S | P/C | | | |
| SLC | Write | 1 | 7.77 | 8.38 | 8.50 | 1.01 | 1.09 |
| 2 | 15.22 | 16.59 | 17.52 | 1.06 | 1.15 | | |
| 4 | 28.94 | 31.90 | 34.30 | 1.08 | 1.19 | | |
| 8 | 39.78 | 55.36 | 63.00 | 1.14 | 1.58 | | |
| 16 | 39.76 | 60.44 | 97.35 | 1.61 | 2.45 | | |
| ‡<br>Mean | 26.29 | 34.53 | 44.13 | 1.16 | 1.42 | | |
| Read | 1 | 27.78 | 36.66 | 47.89 | 1.31 | 1.72 | |
| 2 | 42.78 | 67.16 | 70.47 | 1.05 | 1.65 | | |
| 4 | 42.75 | 67.13 | 117.68 | 1.75 | 2.75 | | |
| 8 | 42.72 | 67.11 | 117.64 | 1.75 | 2.75 | | |
| 16 | 42.69 | 67.11 | 117.59 | 1.75 | 2.75 | | |
| Mean | 39.74 | 61.03 | 94.25 | 1.49 | 2.26 | | |
| MLC | Write | 1 | 4.43 | 4.55 | 4.65 | 1.02 | 1.05 |
| 2 | 8.36 | 8.85 | 9.24 | 1.04 | 1.11 | | |
| 4 | 15.24 | 16.75 | 18.13 | 1.08 | 1.19 | | |
| 8 | 25.86 | 29.72 | 34.08 | 1.15 | 1.32 | | |
| 16 | 32.45 | 45.99 | 57.23 | 1.24 | 1.76 | | |
| Mean | 17.27 | 21.17 | 24.67 | 1.11 | 1.26 | | |
| Read | 1 | 26.04 | 33.58 | 42.69 | 1.27 | 1.64 | |
| 2 | 41.59 | 60.41 | 77.19 | 1.28 | 1.86 | | |
| 4 | 41.55 | 64.76 | 101.61 | 1.57 | 2.45 | | |
| 8 | 41.52 | 64.75 | 110.56 | 1.71 | 2.66 | | |
| 16 | 41.50 | 64.73 | 110.52 | 1.71 | 2.66 | | |
| Mean | 38.44 | 57.65 | 88.51 | 1.49 | 2.21 | | | | 0 |
| | Ours | CT | STC | CN | SAMF | DSST | CCT | KCF |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| PrecisionofTRE | 0.79 | 0.51 | 0.59 | 0.64 | 0.65 | 0.65 | 0.66 | 0.60 |
| SuccessrateofTRE | 0.61 | 0.45 | 0.46 | 0.54 | 0.58 | 0.56 | 0.57 | 0.52 |
| PrecisionofOPE | 0.83 | 0.44 | 0.48 | 0.44 | 0.59 | 0.48 | 0.66 | 0.48 |
| SuccessrateofOPE | 0.66 | 0.34 | 0.41 | 0.42 | 0.52 | 0.44 | 0.53 | 0.38 | | | CLE(inpixel) | 14.5 | 74.4 | 38.0 | 55.0 | 40.8 | 55.7 | 23.2 | 45.6 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Averagespeed(infps) | 141.3 | 12.0 | 73.6 | 87.1 | 12.9 | 20.8 | 21.3 | 144.8 | | 1 |
| | Ours | CT | STC | CN | SAMF | DSST | CCT | KCF |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| PrecisionofTRE | 0.79 | 0.51 | 0.59 | 0.64 | 0.65 | 0.65 | 0.66 | 0.60 |
| SuccessrateofTRE | 0.61 | 0.45 | 0.46 | 0.54 | 0.58 | 0.56 | 0.57 | 0.52 |
| PrecisionofOPE | 0.83 | 0.44 | 0.48 | 0.44 | 0.59 | 0.48 | 0.66 | 0.48 |
| SuccessrateofOPE | 0.66 | 0.34 | 0.41 | 0.42 | 0.52 | 0.44 | 0.53 | 0.38 | | | 8 | 39.78 | 55.36 | 63.00 | 1.14 | 1.58 | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 16 | 39.76 | 60.44 | 97.35 | 1.61 | 2.45 | | |
| ‡<br>Mean | 26.29 | 34.53 | 44.13 | 1.16 | 1.42 | | |
| Read | 1 | 27.78 | 36.66 | 47.89 | 1.31 | 1.72 | |
| 2 | 42.78 | 67.16 | 70.47 | 1.05 | 1.65 | | |
| 4 | 42.75 | 67.13 | 117.68 | 1.75 | 2.75 | | |
| 8 | 42.72 | 67.11 | 117.64 | 1.75 | 2.75 | | |
| 16 | 42.69 | 67.11 | 117.59 | 1.75 | 2.75 | | |
| Mean | 39.74 | 61.03 | 94.25 | 1.49 | 2.26 | | |
| MLC | Write | 1 | 4.43 | 4.55 | 4.65 | 1.02 | 1.05 |
| 2 | 8.36 | 8.85 | 9.24 | 1.04 | 1.11 | | |
| 4 | 15.24 | 16.75 | 18.13 | 1.08 | 1.19 | | |
| 8 | 25.86 | 29.72 | 34.08 | 1.15 | 1.32 | | |
| 16 | 32.45 | 45.99 | 57.23 | 1.24 | 1.76 | | |
| Mean | 17.27 | 21.17 | 24.67 | 1.11 | 1.26 | | |
| Read | 1 | 26.04 | 33.58 | 42.69 | 1.27 | 1.64 | |
| 2 | 41.59 | 60.41 | 77.19 | 1.28 | 1.86 | | |
| 4 | 41.55 | 64.76 | 101.61 | 1.57 | 2.45 | | |
| 8 | 41.52 | 64.75 | 110.56 | 1.71 | 2.66 | | |
| 16 | 41.50 | 64.73 | 110.52 | 1.71 | 2.66 | | |
| Mean | 38.44 | 57.65 | 88.51 | 1.49 | 2.21 | | | | 0 |
| n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {4},{20} | {4} | {20} | {4} | | | 2 | {4,20} | {4,20} | {4,20} | {4,20} |
| --- | --- | --- | --- | --- |
| 3 | {4,6,20},{6,7,20} | {0,4,20} | {4,7,20} | {4,18,20} |
| 4 | {4,6,18,20},{0,4,6,20} | {0,4,6,20} | {4,6,7,20} | {4,6,18,20} | | 1 |
| n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {4},{20} | {4} | {20} | {4} | | | n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {4},{20} | {4} | {20} | {4} |
| 2 | {4,20} | {4,20} | {4,20} | {4,20} |
| 3 | {4,6,20},{6,7,20} | {0,4,20} | {4,7,20} | {4,18,20} |
| 4 | {4,6,18,20},{0,4,6,20} | {0,4,6,20} | {4,6,7,20} | {4,6,18,20} | | 0 |
| n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {4},{20} | {4} | {20} | {4} |
| 2 | {4,20} | {4,20} | {4,20} | {4,20} | | | 3 | {4,6,20},{6,7,20} | {0,4,20} | {4,7,20} | {4,18,20} |
| --- | --- | --- | --- | --- |
| 4 | {4,6,18,20},{0,4,6,20} | {0,4,6,20} | {4,6,7,20} | {4,6,18,20} | | 1 |
| n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {4},{20} | {4} | {20} | {4} |
| 2 | {4,20} | {4,20} | {4,20} | {4,20} | | | 2 | {4,20} | {4,20} | {4,20} | {4,20} |
| --- | --- | --- | --- | --- |
| 3 | {4,6,20},{6,7,20} | {0,4,20} | {4,7,20} | {4,18,20} |
| 4 | {4,6,18,20},{0,4,6,20} | {0,4,6,20} | {4,6,7,20} | {4,6,18,20} | | 0 |
| Entity | Ni | Vi | Mi | StructureType |
| --- | --- | --- | --- | --- |
| latlon | 1624984 | 1625197 | 1506465 | Identity |
| lat | 1624984 | 1625192 | 1504469 | Identity |
| lon | 1625061 | 1625725 | 1504619 | Identity | | | place | 1741337 | 1741516 | 1504619 | Identity |
| --- | --- | --- | --- | --- |
| retweetID | 636455 | 636644 | 627163 | Identity |
| reuserID | 720624 | 722148 | 676616 | Identity |
| time | 2020000 | 2020000 | 35176 | Organization |
| userID | 2020000 | 2020000 | 1711141 | Identity |
| user | 2020000 | 2020000 | 1711143 | Identity |
| word | 1976746 | 17180314 | 7838862 | Authority | | 1 |
| Entity | Ni | Vi | Mi | StructureType |
| --- | --- | --- | --- | --- |
| latlon | 1624984 | 1625197 | 1506465 | Identity |
| lat | 1624984 | 1625192 | 1504469 | Identity |
| lon | 1625061 | 1625725 | 1504619 | Identity | | | Entity | Ni | Vi | Mi | StructureType |
| --- | --- | --- | --- | --- |
| Account | 11446187 | 11446187 | 1 | Vestigial |
| CPUHours | 11446187 | 11446187 | 2752964 | Identity |
| DefaultDepartment | 11446187 | 11446187 | 1 | Vestigial |
| JobName | 11446187 | 11446187 | 90491 | Organization |
| JobNumber | 11446187 | 11446187 | 485212 | Identity |
| MemoryUsage | 11446187 | 11446187 | 5241559 | Identity |
| Priority | 11446187 | 11446187 | 1 | Vestigial |
| TaskNumber | 11446187 | 11446187 | 7491889 | Identity |
| UserName | 11446187 | 11446187 | 8388 | Organization | | 0 |
| Entity | Ni | Vi | Mi | StructureType |
| --- | --- | --- | --- | --- |
| latlon | 1624984 | 1625197 | 1506465 | Identity | | | lat | 1624984 | 1625192 | 1504469 | Identity |
| --- | --- | --- | --- | --- |
| lon | 1625061 | 1625725 | 1504619 | Identity |
| place | 1741337 | 1741516 | 1504619 | Identity |
| retweetID | 636455 | 636644 | 627163 | Identity |
| reuserID | 720624 | 722148 | 676616 | Identity |
| time | 2020000 | 2020000 | 35176 | Organization |
| userID | 2020000 | 2020000 | 1711141 | Identity |
| user | 2020000 | 2020000 | 1711143 | Identity |
| word | 1976746 | 17180314 | 7838862 | Authority | | 1 |
| Entity | Ni | Vi | Mi | StructureType |
| --- | --- | --- | --- | --- |
| latlon | 1624984 | 1625197 | 1506465 | Identity | | | JobNumber | 11446187 | 11446187 | 485212 | Identity |
| --- | --- | --- | --- | --- |
| MemoryUsage | 11446187 | 11446187 | 5241559 | Identity |
| Priority | 11446187 | 11446187 | 1 | Vestigial |
| TaskNumber | 11446187 | 11446187 | 7491889 | Identity |
| UserName | 11446187 | 11446187 | 8388 | Organization | | 0 |
| SensorVariable | Definition | Calculation |
| --- | --- | --- |
| s0 | Isthetargettomyfront? | clamp(w,0,1)9 |
| s1 | Isthetargettomyback? | clamp(−1∗w,0,1)9 |
| s2 | Isthetargetnear? | map(w,0,400,1,0)4 | | | s3 | Isthetargettomyright? | clamp(w,0,1)10 |
| --- | --- | --- |
| s4 | Isthetargettomyleft? | clamp(−1∗w,0,1)10 |
| s5 | DoIhavetheball? | w7 | | 1 |
| SensorVariable | Definition | Calculation |
| --- | --- | --- |
| s0 | Isthetargettomyfront? | clamp(w,0,1)9 |
| s1 | Isthetargettomyback? | clamp(−1∗w,0,1)9 |
| s2 | Isthetargetnear? | map(w,0,400,1,0)4 | | | S1:PersonalFeatures | S1:NNLabels | S2:GPInput | S2:Output | |
| --- | --- | --- | --- | --- |
| NN-MV | | | | |
| None | VAS,OPI | VAS,OPI | 2.32(0.25) | 2.56(0.12) |
| VAS | 2.24(0.27) | | | |
| VAS | VAS | 2.30(0.26) | 2.82(0.05) | |
| 3rdNNlayer | VAS,OPI | VAS,OPI | 2.34(0.27) | 2.58(0.19) |
| VAS | 2.18(0.35) | | | |
| VAS | VAS | 2.24(0.25) | 2.65(0.17) | |
| NNinput | VAS,OPI | VAS,OPI | 2.41(0.23) | 2.48(0.14) |
| VAS | 2.22(0.27) | | | |
| VAS | VAS | 2.22(0.30) | 2.53(0.18) | | | 0 |
| SensorVariable | Definition | Calculation |
| --- | --- | --- |
| s0 | Isthetargettomyfront? | clamp(w,0,1)9 | | | s1 | Isthetargettomyback? | clamp(−1∗w,0,1)9 |
| --- | --- | --- |
| s2 | Isthetargetnear? | map(w,0,400,1,0)4 |
| s3 | Isthetargettomyright? | clamp(w,0,1)10 |
| s4 | Isthetargettomyleft? | clamp(−1∗w,0,1)10 |
| s5 | DoIhavetheball? | w7 | | 1 |
| SensorVariable | Definition | Calculation |
| --- | --- | --- |
| s0 | Isthetargettomyfront? | clamp(w,0,1)9 | | | VAS | 2.24(0.27) | | | |
| --- | --- | --- | --- | --- |
| VAS | VAS | 2.30(0.26) | 2.82(0.05) | |
| 3rdNNlayer | VAS,OPI | VAS,OPI | 2.34(0.27) | 2.58(0.19) |
| VAS | 2.18(0.35) | | | |
| VAS | VAS | 2.24(0.25) | 2.65(0.17) | |
| NNinput | VAS,OPI | VAS,OPI | 2.41(0.23) | 2.48(0.14) |
| VAS | 2.22(0.27) | | | |
| VAS | VAS | 2.22(0.30) | 2.53(0.18) | | | 0 |
| | NPCR | UACI |
| --- | --- | --- |
| Baboon | 99.552 | 33.171 | | | CameraMan | 99.572 | 33.239 |
| --- | --- | --- |
| Einstein | 99.543 | 33.229 |
| Lena | 99.540 | 33.239 |
| Peper | 99.597 | 33.250 | | 1 |
| | NPCR | UACI |
| --- | --- | --- |
| Baboon | 99.552 | 33.171 | | | Imagename | NPCR | InformationEntropy |
| --- | --- | --- |
| Lena | 99.6170 | 7.9966 |
| Barbara | 99.6475 | 7.9969 |
| Baboon | 99.6368 | 7.9971 |
| Boat | 99.6231 | 7.9970 |
| Peppers | 99.6154 | 7.9972 | | 0 |
| | NPCR | UACI |
| --- | --- | --- |
| Baboon | 99.552 | 33.171 | | | CameraMan | 99.572 | 33.239 |
| --- | --- | --- |
| Einstein | 99.543 | 33.229 |
| Lena | 99.540 | 33.239 |
| Peper | 99.597 | 33.250 | | 1 |
| | NPCR | UACI |
| --- | --- | --- |
| Baboon | 99.552 | 33.171 | | | Barbara | 99.6475 | 7.9969 |
| --- | --- | --- |
| Baboon | 99.6368 | 7.9971 |
| Boat | 99.6231 | 7.9970 |
| Peppers | 99.6154 | 7.9972 | | 0 |
| Method | AEE-05 | AEE-5so | AEE-tot | AAE-05 | AAE-5so | AAE-tot |
| --- | --- | --- | --- | --- | --- | --- |
| DeepFlow | 0.30 | 3.99 | 0.47 | 9.35 | 14.65 | 9.59 |
| HAOF | 0.37 | 4.59 | 0.56 | 10.95 | 19.40 | 11.33 | | | LDOF | 0.35 | 2.85 | 0.46 | 9.91 | 9.72 | 9.9 |
| --- | --- | --- | --- | --- | --- | --- |
| USCNN | 0.46 | 8.7 | 0.81 | 12.74 | 59.50 | 14.70 | | 1 |
| Method | AEE-05 | AEE-5so | AEE-tot | AAE-05 | AAE-5so | AAE-tot |
| --- | --- | --- | --- | --- | --- | --- |
| DeepFlow | 0.30 | 3.99 | 0.47 | 9.35 | 14.65 | 9.59 |
| HAOF | 0.37 | 4.59 | 0.56 | 10.95 | 19.40 | 11.33 | | | method | AU01 | AU02 | AU04 | AU06 | AU09 | AU12 | AU25 | AU26 | avg |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| APL | 11.4 | 12.0 | 30.1 | 12.4 | 10.1 | 65.9 | 21.4 | 26.0 | 23.8 |
| DRML | 17.3 | 17.7 | 37.4 | 29.0 | 10.7 | 37.7 | 38.5 | 20.1 | 26.7 |
| ROI | 41.5 | 26.4 | 66.4 | 50.7 | 8.5 | 89.3 | 88.9 | 15.6 | 48.5 |
| DSIN | [42.4] | [39.0] | [68.4] | 28.6 | [46.8] | 70.8 | [90.4] | [42.2] | [53.6] |
| DSIN | 46.9 | 42.5 | 68.8 | [32.0] | 51.8 | [73.1] | 91.9 | 46.6 | 56.7 | | 0 |
| Method | AEE-05 | AEE-5so | AEE-tot | AAE-05 | AAE-5so | AAE-tot |
| --- | --- | --- | --- | --- | --- | --- |
| DeepFlow | 0.30 | 3.99 | 0.47 | 9.35 | 14.65 | 9.59 | | | HAOF | 0.37 | 4.59 | 0.56 | 10.95 | 19.40 | 11.33 |
| --- | --- | --- | --- | --- | --- | --- |
| LDOF | 0.35 | 2.85 | 0.46 | 9.91 | 9.72 | 9.9 |
| USCNN | 0.46 | 8.7 | 0.81 | 12.74 | 59.50 | 14.70 | | 1 |
| Method | AEE-05 | AEE-5so | AEE-tot | AAE-05 | AAE-5so | AAE-tot |
| --- | --- | --- | --- | --- | --- | --- |
| DeepFlow | 0.30 | 3.99 | 0.47 | 9.35 | 14.65 | 9.59 | | | DSIN | [42.4] | [39.0] | [68.4] | 28.6 | [46.8] | 70.8 | [90.4] | [42.2] | [53.6] |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| DSIN | 46.9 | 42.5 | 68.8 | [32.0] | 51.8 | [73.1] | 91.9 | 46.6 | 56.7 | | 0 |
| ULvs.GN | ULvs.FT |
| --- | --- |
| PrecRecF1 | PrecRecF1 | | | 0.6940.6940.694<br>0.6770.6760.676<br>0.7350.7350.735<br>0.7650.7620.763 | 0.7870.7680.777<br>0.6660.6660.666<br>0.8650.8630.864<br>0.8690.8680.868 |
| --- | --- |
| 0.8340.8330.833 | 0.8970.8970.897 |
| 0.5000.5000.500 | 0.5000.5000.500 | | 1 |
| ULvs.GN | ULvs.FT |
| --- | --- |
| PrecRecF1 | PrecRecF1 | | | nv04 | #ret | Av.P | Av.R | Av.F | Difference |
| --- | --- | --- | --- | --- | --- |
| p0.7 | 5713 | 0.495 | 0.864 | 0.615 | 192novelin<br>492extra |
| sp0.7s2.0 | 6205 | 0.487 | 0.911 | 0.620 | |
| sp0.7s2.0 | 6205 | 0.487 | 0.911 | 0.620 | 80novelin<br>347extra |
| sp0.7s3.0 | 6552 | 0.475 | 0.929 | 0.615 | |
| sp0.7s3.0 | 6552 | 0.475 | 0.929 | 0.615 | 56novelin<br>266extra |
| sp0.7s4.0 | 6818 | 0.466 | 0.942 | 0.609 | |
| sp0.7s4.0 | 6818 | 0.466 | 0.942 | 0.609 | 15novelin<br>75extra |
| sp0.7s5.0 | 6893 | 0.464 | 0.945 | 0.608 | |
| sp0.7s5.0 | 6893 | 0.464 | 0.945 | 0.608 | 22novelin<br>72extra |
| o0.7 | 6965 | 0.462 | 0.950 | 0.608 | |
| nv03 | #ret | Av.P | Av.R | Av.F | Difference |
| p0.7 | 9127 | 0.755 | 0.762 | 0.744 | 2763novel<br>4123extra |
| sp0.7s5.0 | 13250 | 0.720 | 0.969 | 0.815 | |
| sp0.7s5.0 | 13250 | 0.720 | 0.969 | 0.815 | 25novel<br>53extra |
| o0.7 | 13303 | 0.719 | 0.972 | 0.815 | |
| nvyiz | #ret | Av.P | Av.R | Av.F | Difference |
| sp0.8s5.0 | 9199 | 0.914 | 0.978 | 0.943 | 70novel<br>97extra |
| sp0.8s6.0 | 9296 | 0.911 | 0.985 | 0.946 | |
| sp0.8s6.0 | 9296 | 0.911 | 0.985 | 0.946 | 19novel<br>53extra |
| o0.8 | 9349 | 0.909 | 0.988 | 0.945 | | | 0 |
| ULvs.GN | ULvs.FT |
| --- | --- |
| PrecRecF1 | PrecRecF1 |
| 0.6940.6940.694<br>0.6770.6760.676<br>0.7350.7350.735<br>0.7650.7620.763 | 0.7870.7680.777<br>0.6660.6660.666<br>0.8650.8630.864<br>0.8690.8680.868 | | | 0.8340.8330.833 | 0.8970.8970.897 |
| --- | --- |
| 0.5000.5000.500 | 0.5000.5000.500 | | 1 |
| ULvs.GN | ULvs.FT |
| --- | --- |
| PrecRecF1 | PrecRecF1 |
| 0.6940.6940.694<br>0.6770.6760.676<br>0.7350.7350.735<br>0.7650.7620.763 | 0.7870.7680.777<br>0.6660.6660.666<br>0.8650.8630.864<br>0.8690.8680.868 | | | o0.7 | 13303 | 0.719 | 0.972 | 0.815 | |
| --- | --- | --- | --- | --- | --- |
| nvyiz | #ret | Av.P | Av.R | Av.F | Difference |
| sp0.8s5.0 | 9199 | 0.914 | 0.978 | 0.943 | 70novel<br>97extra |
| sp0.8s6.0 | 9296 | 0.911 | 0.985 | 0.946 | |
| sp0.8s6.0 | 9296 | 0.911 | 0.985 | 0.946 | 19novel<br>53extra |
| o0.8 | 9349 | 0.909 | 0.988 | 0.945 | | | 0 |
| | Episode | Action |
| --- | --- | --- |
| 1-200 | 543.1 | 543.4 |
| 201-2,000 | 194.0 | 195.6 | | | 2,001-17,000 | 63.0 | 69.3 |
| --- | --- | --- |
| 17,001-20,000 | 46.3 | 54.6 | | 1 |
| | Episode | Action |
| --- | --- | --- |
| 1-200 | 543.1 | 543.4 |
| 201-2,000 | 194.0 | 195.6 | | | Iterations | Episode | Action | | |
| --- | --- | --- | --- | --- |
| Ave. | Var. | Ave. | Var. | |
| 1-200 | 684.7 | 2374.0 | 958.6 | 1596.7 |
| 201-2,000 | 355.2 | 127.9 | 358.5 | 134.5 |
| 2,001-17,000 | 101.3 | 5.1 | 104.9 | 5.3 |
| 17,001-20,000 | 62.3 | 3.3 | 66.6 | 3.1 | | 0 |
| | Episode | Action |
| --- | --- | --- |
| 1-200 | 543.1 | 543.4 |
| 201-2,000 | 194.0 | 195.6 | | | 2,001-17,000 | 63.0 | 69.3 |
| --- | --- | --- |
| 17,001-20,000 | 46.3 | 54.6 | | 1 |
| | Episode | Action |
| --- | --- | --- |
| 1-200 | 543.1 | 543.4 |
| 201-2,000 | 194.0 | 195.6 | | | 2,001-17,000 | 101.3 | 5.1 | 104.9 | 5.3 |
| --- | --- | --- | --- | --- |
| 17,001-20,000 | 62.3 | 3.3 | 66.6 | 3.1 | | 0 |
| σ | ave | std |
| --- | --- | --- |
| 0.3 | 0.40 | 0.22 |
| 1.0 | 1.32 | 0.73 | | | 0.3 | 0.70 | 0.88 |
| --- | --- | --- |
| 1.0 | 2.76 | 5.67 | | 1 |
| σ | ave | std |
| --- | --- | --- |
| 0.3 | 0.40 | 0.22 |
| 1.0 | 1.32 | 0.73 | | | σ | ave | std |
| --- | --- | --- |
| 0.3 | 0.42 | 0.26 |
| 1.0 | 1.40 | 0.85 |
| 0.3 | 4.01 | 3.65 |
| 1.0 | 13.45 | 12.15 | | 0 |
| σ | ave | std |
| --- | --- | --- |
| 0.3 | 0.40 | 0.22 |
| 1.0 | 1.32 | 0.73 | | | 0.3 | 0.70 | 0.88 |
| --- | --- | --- |
| 1.0 | 2.76 | 5.67 | | 1 |
| σ | ave | std |
| --- | --- | --- |
| 0.3 | 0.40 | 0.22 |
| 1.0 | 1.32 | 0.73 | | | 0.3 | 4.01 | 3.65 |
| --- | --- | --- |
| 1.0 | 13.45 | 12.15 | | 0 |
| Labels | Road | Road | Road,Wood | Road,Wood | Wood | Wood |
| --- | --- | --- | --- | --- | --- | --- |
| cAw | 100 | 30 | 40 | 50 | 10 | 20 | | | cAm | 20 | 3 | 4 | 5 | 1 | 2 |
| --- | --- | --- | --- | --- | --- | --- |
| cBw | 10 | 7 | 45 | 55 | 30 | 50 |
| cCw | 15 | 12 | 35 | 40 | 15 | 25 |
| cCw | 10 | 3 | 4 | 5 | 1 | 2 | | 1 |
| Labels | Road | Road | Road,Wood | Road,Wood | Wood | Wood |
| --- | --- | --- | --- | --- | --- | --- |
| cAw | 100 | 30 | 40 | 50 | 10 | 20 | | | | cat | chair | cow | diningtable | dog | horse | motorbike |
| --- | --- | --- | --- | --- | --- | --- | --- |
| RGB | 75.0 | 24.5 | 62.0 | 35.0 | 66.1 | 58.8 | 75.6 |
| RGB+dist | 78.1 | 24.5 | 69.2 | 36.6 | 69.8 | 65.2 | 77.9 |
| RGB+coord | 77.0 | 26.6 | 64.0 | 35.9 | 67.5 | 61.6 | 75.7 |
| RGB+dist+coord | 78.9 | 23.8 | 64.4 | 36.8 | 70.0 | 63.4 | 75.2 | | 0 |
| Labels | Road | Road | Road,Wood | Road,Wood | Wood | Wood |
| --- | --- | --- | --- | --- | --- | --- |
| cAw | 100 | 30 | 40 | 50 | 10 | 20 |
| cAm | 20 | 3 | 4 | 5 | 1 | 2 | | | cBw | 10 | 7 | 45 | 55 | 30 | 50 |
| --- | --- | --- | --- | --- | --- | --- |
| cCw | 15 | 12 | 35 | 40 | 15 | 25 |
| cCw | 10 | 3 | 4 | 5 | 1 | 2 | | 1 |
| Labels | Road | Road | Road,Wood | Road,Wood | Wood | Wood |
| --- | --- | --- | --- | --- | --- | --- |
| cAw | 100 | 30 | 40 | 50 | 10 | 20 |
| cAm | 20 | 3 | 4 | 5 | 1 | 2 | | | RGB+dist | 78.1 | 24.5 | 69.2 | 36.6 | 69.8 | 65.2 | 77.9 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| RGB+coord | 77.0 | 26.6 | 64.0 | 35.9 | 67.5 | 61.6 | 75.7 |
| RGB+dist+coord | 78.9 | 23.8 | 64.4 | 36.8 | 70.0 | 63.4 | 75.2 | | 0 |
| IndepedentParamater | Defaultvalue |
| --- | --- |
| ν | 0.001 |
| σ | 0.01 |
| P−(NoofsplitOCSVMs)packets | (5) | | | Ensemblemechanism | Weightedsumvalue |
| --- | --- |
| k−means | 2stages | | 1 |
| IndepedentParamater | Defaultvalue |
| --- | --- |
| ν | 0.001 |
| σ | 0.01 |
| P−(NoofsplitOCSVMs)packets | (5) | | | Pu | AverageCommunicationActsPerformed | | | |
| --- | --- | --- | --- | --- |
| No-Comm. | IdealC=0Σ | Comm.SubGoals | Myopic-greedy | |
| 0.2 | 0 | 31.436 | 0 | 0.416 |
| 0.4 | 0 | 18.665 | 0 | 0.417 |
| 0.6 | 0 | 13.426 | 0 | 0.338 |
| 0.8 | 0 | 10.292 | 0 | 0.329 | | 0 |
| IndepedentParamater | Defaultvalue |
| --- | --- |
| ν | 0.001 | | | σ | 0.01 |
| --- | --- |
| P−(NoofsplitOCSVMs)packets | (5) |
| Ensemblemechanism | Weightedsumvalue |
| k−means | 2stages | | 1 |
| IndepedentParamater | Defaultvalue |
| --- | --- |
| ν | 0.001 | | | 0.6 | 0 | 13.426 | 0 | 0.338 |
| --- | --- | --- | --- | --- |
| 0.8 | 0 | 10.292 | 0 | 0.329 | | 0 |
| WANG | 7501761836 |
| --- | --- |
| LIU | 36077269600 |
| WANG | 8640586600 |
| WANG | 55757783062 |
| CHEN | 9639099600 |
| LI | 55218828300 |
| WANG | 36072896000 | | | LI | 56002811300 |
| --- | --- |
| WANG | 35178491000 | | 1 |
| WANG | 7501761836 |
| --- | --- |
| LIU | 36077269600 |
| WANG | 8640586600 |
| WANG | 55757783062 |
| CHEN | 9639099600 |
| LI | 55218828300 |
| WANG | 36072896000 | | | QAP | MIN | PATH | QPB | GRAD | U |
| --- | --- | --- | --- | --- | --- |
| chr12c | 11156 | 18048 | 20306 | 19014 | 40370 |
| chr15a | 9896 | 19086 | 26132 | 30370 | 60986 |
| chr15c | 9504 | 16206 | 29862 | 23686 | 76318 |
| chr20b | 2298 | 5560 | 6674 | 6290 | 10022 |
| chr22b | 6194 | 8500 | 9942 | 9658 | 13118 |
| esc16b | 292 | 300 | 296 | 298 | 306 |
| rou12 | 235528 | 256320 | 278834 | 273438 | 295752 |
| rou15 | 354210 | 391270 | 381016 | 457908 | 480352 |
| rou20 | 725522 | 778284 | 804676 | 840120 | 905246 |
| tai10a | 135028 | 152534 | 165364 | 168096 | 189852 |
| tai15a | 388214 | 419224 | 455778 | 451164 | 483596 |
| tai17a | 491812 | 530978 | 550852 | 589814 | 620964 |
| tai20a | 703482 | 753712 | 799790 | 871480 | 915144 |
| tai30a | 1818146 | 1903872 | 1996442 | 2077958 | 2213846 |
| tai35a | 2422002 | 2555110 | 2720986 | 2803456 | 2925390 |
| tai40a | 3139370 | 3281830 | 3529402 | 3668044 | 3727478 | | 0 |
| WANG | 7501761836 |
| --- | --- |
| LIU | 36077269600 |
| WANG | 8640586600 |
| WANG | 55757783062 |
| CHEN | 9639099600 |
| LI | 55218828300 | | | WANG | 36072896000 |
| --- | --- |
| LI | 56002811300 |
| WANG | 35178491000 | | 1 |
| WANG | 7501761836 |
| --- | --- |
| LIU | 36077269600 |
| WANG | 8640586600 |
| WANG | 55757783062 |
| CHEN | 9639099600 |
| LI | 55218828300 | | | chr15c | 9504 | 16206 | 29862 | 23686 | 76318 |
| --- | --- | --- | --- | --- | --- |
| chr20b | 2298 | 5560 | 6674 | 6290 | 10022 |
| chr22b | 6194 | 8500 | 9942 | 9658 | 13118 |
| esc16b | 292 | 300 | 296 | 298 | 306 |
| rou12 | 235528 | 256320 | 278834 | 273438 | 295752 |
| rou15 | 354210 | 391270 | 381016 | 457908 | 480352 |
| rou20 | 725522 | 778284 | 804676 | 840120 | 905246 |
| tai10a | 135028 | 152534 | 165364 | 168096 | 189852 |
| tai15a | 388214 | 419224 | 455778 | 451164 | 483596 |
| tai17a | 491812 | 530978 | 550852 | 589814 | 620964 |
| tai20a | 703482 | 753712 | 799790 | 871480 | 915144 |
| tai30a | 1818146 | 1903872 | 1996442 | 2077958 | 2213846 |
| tai35a | 2422002 | 2555110 | 2720986 | 2803456 | 2925390 |
| tai40a | 3139370 | 3281830 | 3529402 | 3668044 | 3727478 | | 0 |
| Name | Nodes | Edges | TriangleCount | ∆ | tmax | δee∈E(G) | 3∆t |
| --- | --- | --- | --- | --- | --- | --- | --- |
| AS | 7,716 | 12,572 | 6,584 | 344 | 2,047 | 595,632 | 6,794,688 |
| Oregon | 11,492 | 23,409 | 19,894 | 537 | 3,638 | 2,347,560 | 32,049,234 |
| Enron | 36,692 | 183,831 | 727,044 | 420 | 17,744 | 75,237,684 | 916,075,440 | | | ca-HepPh | 12,008 | 118,489 | 3,358,499 | 450 | 39,633 | 1.8839×10 | 4.534×10 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| AstroPh | 18,772 | 198,050 | 1,351,441 | 350 | 11,269 | 148,765,753 | 1.419×10 | | 1 |
| Name | Nodes | Edges | TriangleCount | ∆ | tmax | δee∈E(G) | 3∆t |
| --- | --- | --- | --- | --- | --- | --- | --- |
| AS | 7,716 | 12,572 | 6,584 | 344 | 2,047 | 595,632 | 6,794,688 |
| Oregon | 11,492 | 23,409 | 19,894 | 537 | 3,638 | 2,347,560 | 32,049,234 |
| Enron | 36,692 | 183,831 | 727,044 | 420 | 17,744 | 75,237,684 | 916,075,440 | | | Graph | Nodes<br>(Million) | Edges<br>(Million) | Outdegrees<br>MaxAvgσ |
| --- | --- | --- | --- |
| rmat20 | 1.05 | 8.26 | 1,1818177.40 |
| road-FLA<br>road-W<br>road-USA | 1.07<br>6.26<br>23.95 | 2.71<br>15.12<br>57.71 | 832.45<br>942.74<br>932.74 |
| ER20<br>ER23 | 1.05<br>8.39 | 4.19<br>33.55 | 1544.47<br>1034.46 |
| Graph500<br>(threegraphs) | 16.78 | 335.00 | 924,0002020,900 | | 0 |
| Name | Nodes | Edges | TriangleCount | ∆ | tmax | δee∈E(G) | 3∆t |
| --- | --- | --- | --- | --- | --- | --- | --- |
| AS | 7,716 | 12,572 | 6,584 | 344 | 2,047 | 595,632 | 6,794,688 |
| Oregon | 11,492 | 23,409 | 19,894 | 537 | 3,638 | 2,347,560 | 32,049,234 |
| Enron | 36,692 | 183,831 | 727,044 | 420 | 17,744 | 75,237,684 | 916,075,440 | | | ca-HepPh | 12,008 | 118,489 | 3,358,499 | 450 | 39,633 | 1.8839×10 | 4.534×10 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| AstroPh | 18,772 | 198,050 | 1,351,441 | 350 | 11,269 | 148,765,753 | 1.419×10 | | 1 |
| Name | Nodes | Edges | TriangleCount | ∆ | tmax | δee∈E(G) | 3∆t |
| --- | --- | --- | --- | --- | --- | --- | --- |
| AS | 7,716 | 12,572 | 6,584 | 344 | 2,047 | 595,632 | 6,794,688 |
| Oregon | 11,492 | 23,409 | 19,894 | 537 | 3,638 | 2,347,560 | 32,049,234 |
| Enron | 36,692 | 183,831 | 727,044 | 420 | 17,744 | 75,237,684 | 916,075,440 | | | road-FLA<br>road-W<br>road-USA | 1.07<br>6.26<br>23.95 | 2.71<br>15.12<br>57.71 | 832.45<br>942.74<br>932.74 |
| --- | --- | --- | --- |
| ER20<br>ER23 | 1.05<br>8.39 | 4.19<br>33.55 | 1544.47<br>1034.46 |
| Graph500<br>(threegraphs) | 16.78 | 335.00 | 924,0002020,900 | | 0 |
| s | si | sj | τ(s\|s,s)ij | Illustration |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 0<br>0<br>0<br>0 | 0<br>0<br>0<br>0 | 0<br>1<br>0<br>0 | myselfneutral,spouseneutral→passive:notcontemplated<br>myselfneutral,spouseneutral→normal:normal(absorbingstate)<br>myselfneutral,spouseneutral→upset:notcontemplated<br>myselfneutral,spouseneutral→violent:notcontemplated | | | -1<br>0<br>1<br>2 | 0<br>0<br>0<br>0 | -1<br>-1<br>-1<br>-1 | 0<br>1<br>0<br>0 | myselfneutral,spousepassive→passive:notcontemplated<br>myselfneutral,spousepassive→normal:default<br>myselfneutral,spousepassive→upset:notcontemplated<br>myselfneutral,spousepassive→violent:notcontemplated |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 0<br>0<br>0<br>0 | 1<br>1<br>1<br>1 | 1−a<br>0<br>a/4<br>3a/4 | myselfneutral,spouseupset→passive:notassertiveness<br>myselfneutral,spouseupset→normal:notcontemplated<br>myselfneutral,spouseupset→upset:assertiveness<br>myselfneutral,spouseupset→violent:aggressiveness |
| -1<br>0<br>1<br>2 | 0<br>0<br>0<br>0 | 2<br>2<br>2<br>2 | 1−a<br>0<br>0<br>a | myselfneutral,spouseviolent→passive:notaggressiveness<br>myselfneutral,spouseviolent→normal:notcontemplated<br>myselfneutral,spouseviolent→upset:notcontemplated<br>myselfneutral,spouseviolent→violent:aggressiveness | | 1 |
| s | si | sj | τ(s\|s,s)ij | Illustration |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 0<br>0<br>0<br>0 | 0<br>0<br>0<br>0 | 0<br>1<br>0<br>0 | myselfneutral,spouseneutral→passive:notcontemplated<br>myselfneutral,spouseneutral→normal:normal(absorbingstate)<br>myselfneutral,spouseneutral→upset:notcontemplated<br>myselfneutral,spouseneutral→violent:notcontemplated | | | s | si | sj | τ(s\|s,s)3ij | Illustration |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 0<br>0<br>0<br>0 | s<br>0<br>1−s<br>0 | myselfupset,spouseneutral→passive:support<br>myselfupset,spouseneutral→neutral:notcontemplated<br>myselfupset,spouseneutral→upset:lackofsupport<br>myselfupset,spouseneutral→violent:notcontemplated |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | -1<br>-1<br>-1<br>-1 | 1/2<br>1/2<br>0<br>0 | myselfupset,spousepassive→passive:mayhappen<br>myselfupset,spousepassive→neutral:mayhappen<br>myselfupset,spousepassive→upset:notcontemplated<br>myselfupset,spousepassive→violent:notcontemplated |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 1<br>1<br>1<br>1 | s<br>0<br>0<br>1−s | myselfupset,spouseupset→passive:support<br>myselfupset,spouseupset→neutral:notcontemplated<br>myselfupset,spouseupset→upset:notcontemplated<br>myselfupset,spouseupset→violent:lackofsupport |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 2<br>2<br>2<br>2 | 0<br>0<br>1<br>0 | myselfupset,spouseviolent→passive:notcontemplated<br>myselfupset,spouseviolent→neutral:notcontemplated<br>myselfupset,spouseviolent→upset:default<br>myselfupset,spouseviolent→violent:notcontemplated | | 0 |
| s | si | sj | τ(s\|s,s)ij | Illustration |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 0<br>0<br>0<br>0 | 0<br>0<br>0<br>0 | 0<br>1<br>0<br>0 | myselfneutral,spouseneutral→passive:notcontemplated<br>myselfneutral,spouseneutral→normal:normal(absorbingstate)<br>myselfneutral,spouseneutral→upset:notcontemplated<br>myselfneutral,spouseneutral→violent:notcontemplated |
| -1<br>0<br>1<br>2 | 0<br>0<br>0<br>0 | -1<br>-1<br>-1<br>-1 | 0<br>1<br>0<br>0 | myselfneutral,spousepassive→passive:notcontemplated<br>myselfneutral,spousepassive→normal:default<br>myselfneutral,spousepassive→upset:notcontemplated<br>myselfneutral,spousepassive→violent:notcontemplated | | | -1<br>0<br>1<br>2 | 0<br>0<br>0<br>0 | 1<br>1<br>1<br>1 | 1−a<br>0<br>a/4<br>3a/4 | myselfneutral,spouseupset→passive:notassertiveness<br>myselfneutral,spouseupset→normal:notcontemplated<br>myselfneutral,spouseupset→upset:assertiveness<br>myselfneutral,spouseupset→violent:aggressiveness |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 0<br>0<br>0<br>0 | 2<br>2<br>2<br>2 | 1−a<br>0<br>0<br>a | myselfneutral,spouseviolent→passive:notaggressiveness<br>myselfneutral,spouseviolent→normal:notcontemplated<br>myselfneutral,spouseviolent→upset:notcontemplated<br>myselfneutral,spouseviolent→violent:aggressiveness | | 1 |
| s | si | sj | τ(s\|s,s)ij | Illustration |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 0<br>0<br>0<br>0 | 0<br>0<br>0<br>0 | 0<br>1<br>0<br>0 | myselfneutral,spouseneutral→passive:notcontemplated<br>myselfneutral,spouseneutral→normal:normal(absorbingstate)<br>myselfneutral,spouseneutral→upset:notcontemplated<br>myselfneutral,spouseneutral→violent:notcontemplated |
| -1<br>0<br>1<br>2 | 0<br>0<br>0<br>0 | -1<br>-1<br>-1<br>-1 | 0<br>1<br>0<br>0 | myselfneutral,spousepassive→passive:notcontemplated<br>myselfneutral,spousepassive→normal:default<br>myselfneutral,spousepassive→upset:notcontemplated<br>myselfneutral,spousepassive→violent:notcontemplated | | | -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | -1<br>-1<br>-1<br>-1 | 1/2<br>1/2<br>0<br>0 | myselfupset,spousepassive→passive:mayhappen<br>myselfupset,spousepassive→neutral:mayhappen<br>myselfupset,spousepassive→upset:notcontemplated<br>myselfupset,spousepassive→violent:notcontemplated |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 1<br>1<br>1<br>1 | s<br>0<br>0<br>1−s | myselfupset,spouseupset→passive:support<br>myselfupset,spouseupset→neutral:notcontemplated<br>myselfupset,spouseupset→upset:notcontemplated<br>myselfupset,spouseupset→violent:lackofsupport |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 2<br>2<br>2<br>2 | 0<br>0<br>1<br>0 | myselfupset,spouseviolent→passive:notcontemplated<br>myselfupset,spouseviolent→neutral:notcontemplated<br>myselfupset,spouseviolent→upset:default<br>myselfupset,spouseviolent→violent:notcontemplated | | 0 |
| Events | AUC | Events | AUC |
| --- | --- | --- | --- |
| Cheering | 0.759 | EngineNoise | 0.698 |
| Children’sVoices | 0.767 | Hammering | 0.603 |
| Clanking | 0.764 | Laughing | 0.632 | | | Clapping | 0.781 | MarchingBand | 0.618 |
| --- | --- | --- | --- |
| Drums | 0.601 | Scraping | 0.785 |
| Mean | 0.701 | | | | 1 |
| Events | AUC | Events | AUC |
| --- | --- | --- | --- |
| Cheering | 0.759 | EngineNoise | 0.698 |
| Children’sVoices | 0.767 | Hammering | 0.603 |
| Clanking | 0.764 | Laughing | 0.632 | | | Events | AUC(F)64 | AUC(F)128 |
| --- | --- | --- |
| Cheering | 0.632 | 0.638 |
| Children’sVoices | 0.678 | 0.633 |
| Clanking | 0.714 | 0.744 |
| Clapping | 0.646 | 0.667 |
| Drums | 0.60 | 0.636 |
| EngineNoise | 0.623 | 0.642 |
| Hammering | 0.557 | 0.587 |
| Laughing | 0.527 | 0.540 |
| MarchingBand | 0.551 | 0.554 |
| Scraping | 0.723 | 0.735 |
| Mean | 0.625 | 0.637 | | 0 |
| Events | AUC | Events | AUC |
| --- | --- | --- | --- |
| Cheering | 0.759 | EngineNoise | 0.698 |
| Children’sVoices | 0.767 | Hammering | 0.603 |
| Clanking | 0.764 | Laughing | 0.632 | | | Clapping | 0.781 | MarchingBand | 0.618 |
| --- | --- | --- | --- |
| Drums | 0.601 | Scraping | 0.785 |
| Mean | 0.701 | | | | 1 |
| Events | AUC | Events | AUC |
| --- | --- | --- | --- |
| Cheering | 0.759 | EngineNoise | 0.698 |
| Children’sVoices | 0.767 | Hammering | 0.603 |
| Clanking | 0.764 | Laughing | 0.632 | | | Clanking | 0.714 | 0.744 |
| --- | --- | --- |
| Clapping | 0.646 | 0.667 |
| Drums | 0.60 | 0.636 |
| EngineNoise | 0.623 | 0.642 |
| Hammering | 0.557 | 0.587 |
| Laughing | 0.527 | 0.540 |
| MarchingBand | 0.551 | 0.554 |
| Scraping | 0.723 | 0.735 |
| Mean | 0.625 | 0.637 | | 0 |
| Scenario | Rank-1IdentificationRate | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Probe | PLS | DPM | CpNN | PLS◦DPM | PLS◦CpNN | CpDCNN | |
| Overall | Polar | 0.5867 | 0.8054 | 0.8290 | 0.8979 | 0.9045 | 0.9408 |
| Therm | 0.5305 | 0.7531 | 0.7872 | 0.8409 | 0.8452 | 0.8857 | |
| Expressions | Polar | 0.5658 | 0.8324 | 0.8597 | 0.9565 | 0.9559 | 0.9637 |
| Therm | 0.6276 | 0.7887 | 0.8213 | 0.8898 | 0.8907 | 0.9124 | | | | Range1Baseline | Polar | 0.7410 | 0.9092 | 0.9207 | 0.9646 | 0.9646 | 0.9721 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Therm | 0.6211 | 0.8778 | 0.9102 | 0.9417 | 0.9388 | 0.9534 | |
| Range2Baseline | Polar | 0.5570 | 0.8229 | 0.8489 | 0.9105 | 0.9187 | 0.9317 |
| Therm | 0.5197 | 0.7532 | 0.7904 | 0.8578 | 0.8586 | 0.8868 | |
| Range3Baseline | Polar | 0.3396 | 0.6033 | 0.6253 | 0.6445 | 0.6739 | 0.8346 |
| Therm | 0.3448 | 0.5219 | 0.5588 | 0.5768 | 0.6014 | 0.7754 | | | 1 |
| Scenario | Rank-1IdentificationRate | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Probe | PLS | DPM | CpNN | PLS◦DPM | PLS◦CpNN | CpDCNN | |
| Overall | Polar | 0.5867 | 0.8054 | 0.8290 | 0.8979 | 0.9045 | 0.9408 |
| Therm | 0.5305 | 0.7531 | 0.7872 | 0.8409 | 0.8452 | 0.8857 | |
| Expressions | Polar | 0.5658 | 0.8324 | 0.8597 | 0.9565 | 0.9559 | 0.9637 |
| Therm | 0.6276 | 0.7887 | 0.8213 | 0.8898 | 0.8907 | 0.9124 | | | | Sigma | Index | Methods | | | |
| --- | --- | --- | --- | --- | --- |
| Noisy | LSCD | CBM3D | WLRTR | | |
| 10 | PSNR | 28.13 | 33.85 | 35.90 | 35.91 |
| SSIM | 0.7020 | 0.9188 | 0.9501 | 0.9511 | |
| 20 | PSNR | 22.17 | 30.26 | 31.85 | 31.94 |
| SSIM | 0.4580 | 0.8469 | 0.8923 | 0.8953 | |
| 30 | PSNR | 18.58 | 28.22 | 29.69 | 29.87 |
| SSIM | 0.3223 | 0.7854 | 0.8402 | 0.8444 | |
| 40 | PSNR | 16.08 | 27.00 | 28.10 | 28.47 |
| SSIM | 0.2388 | 0.7417 | 0.7872 | 0.7973 | | | 0 |
| Scenario | Rank-1IdentificationRate | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Probe | PLS | DPM | CpNN | PLS◦DPM | PLS◦CpNN | CpDCNN | |
| Overall | Polar | 0.5867 | 0.8054 | 0.8290 | 0.8979 | 0.9045 | 0.9408 |
| Therm | 0.5305 | 0.7531 | 0.7872 | 0.8409 | 0.8452 | 0.8857 | |
| Expressions | Polar | 0.5658 | 0.8324 | 0.8597 | 0.9565 | 0.9559 | 0.9637 |
| Therm | 0.6276 | 0.7887 | 0.8213 | 0.8898 | 0.8907 | 0.9124 | |
| Range1Baseline | Polar | 0.7410 | 0.9092 | 0.9207 | 0.9646 | 0.9646 | 0.9721 |
| Therm | 0.6211 | 0.8778 | 0.9102 | 0.9417 | 0.9388 | 0.9534 | |
| Range2Baseline | Polar | 0.5570 | 0.8229 | 0.8489 | 0.9105 | 0.9187 | 0.9317 | | | Therm | 0.5197 | 0.7532 | 0.7904 | 0.8578 | 0.8586 | 0.8868 | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Range3Baseline | Polar | 0.3396 | 0.6033 | 0.6253 | 0.6445 | 0.6739 | 0.8346 |
| Therm | 0.3448 | 0.5219 | 0.5588 | 0.5768 | 0.6014 | 0.7754 | | | 1 |
| Scenario | Rank-1IdentificationRate | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Probe | PLS | DPM | CpNN | PLS◦DPM | PLS◦CpNN | CpDCNN | |
| Overall | Polar | 0.5867 | 0.8054 | 0.8290 | 0.8979 | 0.9045 | 0.9408 |
| Therm | 0.5305 | 0.7531 | 0.7872 | 0.8409 | 0.8452 | 0.8857 | |
| Expressions | Polar | 0.5658 | 0.8324 | 0.8597 | 0.9565 | 0.9559 | 0.9637 |
| Therm | 0.6276 | 0.7887 | 0.8213 | 0.8898 | 0.8907 | 0.9124 | |
| Range1Baseline | Polar | 0.7410 | 0.9092 | 0.9207 | 0.9646 | 0.9646 | 0.9721 |
| Therm | 0.6211 | 0.8778 | 0.9102 | 0.9417 | 0.9388 | 0.9534 | |
| Range2Baseline | Polar | 0.5570 | 0.8229 | 0.8489 | 0.9105 | 0.9187 | 0.9317 | | | SSIM | 0.4580 | 0.8469 | 0.8923 | 0.8953 | |
| --- | --- | --- | --- | --- | --- |
| 30 | PSNR | 18.58 | 28.22 | 29.69 | 29.87 |
| SSIM | 0.3223 | 0.7854 | 0.8402 | 0.8444 | |
| 40 | PSNR | 16.08 | 27.00 | 28.10 | 28.47 |
| SSIM | 0.2388 | 0.7417 | 0.7872 | 0.7973 | | | 0 |
| Map | Algorithm | ea | e∞ | e˜a | e˜∞ | α | δ | θ |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| USA | diffusion<br>fastflow-based | 0.278<br>0.285 | 6.85<br>7.06 | 0.273<br>0.280 | 3.01<br>3.02 | 2.01<br>2.04 | 17.1<br>17.4 | 0.0388<br>0.0435 |
| India | diffusion<br>fastflow-based | 0.190<br>0.191 | 3.95<br>3.18 | 0.185<br>0.187 | 2.59<br>2.34 | 2.45<br>2.40 | 39.0<br>39.7 | 0.0281<br>0.0290 | | | mainlandChina<br>andTaiwan | diffusion<br>fastflow-based | 0.590<br>0.570 | 5.07<br>8.16 | 0.553<br>0.530 | 2.83<br>3.07 | 2.33<br>2.19 | 18.6<br>20.6 | 0.0849<br>0.103 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Kensington&<br>Chelsea(ageadj.) | diffusion<br>fastflow-based | 0.161<br>0.163 | 6.86<br>7.08 | 0.154<br>0.156 | 3.01<br>3.03 | 2.03<br>2.20 | 22.1<br>24.1 | 0.0589<br>0.0615 | | 1 |
| Map | Algorithm | ea | e∞ | e˜a | e˜∞ | α | δ | θ |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| USA | diffusion<br>fastflow-based | 0.278<br>0.285 | 6.85<br>7.06 | 0.273<br>0.280 | 3.01<br>3.02 | 2.01<br>2.04 | 17.1<br>17.4 | 0.0388<br>0.0435 |
| India | diffusion<br>fastflow-based | 0.190<br>0.191 | 3.95<br>3.18 | 0.185<br>0.187 | 2.59<br>2.34 | 2.45<br>2.40 | 39.0<br>39.7 | 0.0281<br>0.0290 | | | Region | L | T | mi | vii | siii | κiiii |
| --- | --- | --- | --- | --- | --- | --- |
| USA | -17.2 | 2.4 | 0.07 | 5.2 | -0.09 | -0.55 |
| MEX | -16.9 | 1.8 | -1.7 | 4.8 | -0.31 | -0.10 |
| CAN | -8.4 | 0.84 | 0.02 | 3.4 | 2.6 | 9.6 |
| JPN | -7.3 | 3.3 | -1.5 | 2.8 | 2.3 | 5.3 |
| GBR | -2.4 | 1.1 | -0.43 | 0.74 | 0.48 | -0.56 |
| ESP | -2.2 | 1.0 | -0.05 | 0.80 | 1.4 | 2.4 |
| PAN | -1.9 | 1.1 | -0.12 | 0.92 | 1.5 | 2.2 |
| CRI | -1.6 | 1.5 | -0.15 | 1.1 | 3.0 | 9.6 |
| FRA | -1.2 | 0.93 | -0.02 | 0.67 | 1.6 | 3.6 |
| DEU | -1.0 | 1.3 | 0.21 | 0.75 | 2.0 | 3.4 |
| COL | -0.77 | 1.3 | -0.02 | 0.43 | 1.0 | 0.72 |
| ITA | -0.71 | 1.5 | 0.17 | 0.55 | 1.0 | 0.54 |
| CHN | -0.68 | 1.6 | -0.02 | 0.25 | 0.88 | 0.55 |
| CHL | -0.65 | 1.7 | 0.30 | 0.84 | 2.6 | 7.1 |
| SLV | -0.61 | 1.2 | -0.01 | 0.54 | 1.3 | 1.1 |
| NZL | -0.58 | 1.4 | 0.02 | 0.48 | 2.2 | 5.4 |
| BRA | -0.52 | 1.4 | -0.03 | 0.60 | 3.2 | 11.6 |
| ECU | -0.51 | 1.6 | 0.16 | 0.89 | 3.8 | 14.4 |
| PER | -0.35 | 1.9 | 0.15 | 0.51 | 2.3 | 6.1 |
| AUS | -0.27 | 1.7 | 0.27 | 0.64 | 1.9 | 2.4 |
| BEL | -0.24 | 1.8 | 0.14 | 0.47 | 2.1 | 3.6 |
| ISR | -0.24 | 1.8 | 0.08 | 0.34 | 0.81 | 0.04 |
| Average | -3.0 | 1.6 | -0.11 | 1.3 | 1.7 | 4.0 | | 0 |
| Map | Algorithm | ea | e∞ | e˜a | e˜∞ | α | δ | θ |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| USA | diffusion<br>fastflow-based | 0.278<br>0.285 | 6.85<br>7.06 | 0.273<br>0.280 | 3.01<br>3.02 | 2.01<br>2.04 | 17.1<br>17.4 | 0.0388<br>0.0435 | | | India | diffusion<br>fastflow-based | 0.190<br>0.191 | 3.95<br>3.18 | 0.185<br>0.187 | 2.59<br>2.34 | 2.45<br>2.40 | 39.0<br>39.7 | 0.0281<br>0.0290 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| mainlandChina<br>andTaiwan | diffusion<br>fastflow-based | 0.590<br>0.570 | 5.07<br>8.16 | 0.553<br>0.530 | 2.83<br>3.07 | 2.33<br>2.19 | 18.6<br>20.6 | 0.0849<br>0.103 |
| Kensington&<br>Chelsea(ageadj.) | diffusion<br>fastflow-based | 0.161<br>0.163 | 6.86<br>7.08 | 0.154<br>0.156 | 3.01<br>3.03 | 2.03<br>2.20 | 22.1<br>24.1 | 0.0589<br>0.0615 | | 1 |
| Map | Algorithm | ea | e∞ | e˜a | e˜∞ | α | δ | θ |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| USA | diffusion<br>fastflow-based | 0.278<br>0.285 | 6.85<br>7.06 | 0.273<br>0.280 | 3.01<br>3.02 | 2.01<br>2.04 | 17.1<br>17.4 | 0.0388<br>0.0435 | | | BRA | -0.52 | 1.4 | -0.03 | 0.60 | 3.2 | 11.6 |
| --- | --- | --- | --- | --- | --- | --- |
| ECU | -0.51 | 1.6 | 0.16 | 0.89 | 3.8 | 14.4 |
| PER | -0.35 | 1.9 | 0.15 | 0.51 | 2.3 | 6.1 |
| AUS | -0.27 | 1.7 | 0.27 | 0.64 | 1.9 | 2.4 |
| BEL | -0.24 | 1.8 | 0.14 | 0.47 | 2.1 | 3.6 |
| ISR | -0.24 | 1.8 | 0.08 | 0.34 | 0.81 | 0.04 |
| Average | -3.0 | 1.6 | -0.11 | 1.3 | 1.7 | 4.0 | | 0 |
| | | |
| --- | --- | --- |
| Question | wordembeddingsize<br>numberofLSTM<br>numberofLSTMhiddenunits<br>useGlove | 300<br>2<br>1024<br>True(dim300) | | | Image | imagesize<br>attentionmechanism<br>numberofunitsforattention | 224x224x3<br>spatial<br>512 |
| --- | --- | --- |
| CBN | selectedblocks<br>numberofMLPhiddenunits<br>ResNet | all<br>512<br>ResNet-50v1 |
| Fusionblock | fusionembeddingsize<br>numberofMLPhiddenunits<br>numberofanswers | 1024<br>512<br>2000 |
| Optimizer | Name<br>Learningrate<br>Clipvalue<br>numberofepoch<br>batchsize | Adam<br>2e-4<br>5<br>20<br>32 | | 1 |
| | | |
| --- | --- | --- |
| Question | wordembeddingsize<br>numberofLSTM<br>numberofLSTMhiddenunits<br>useGlove | 300<br>2<br>1024<br>True(dim300) | | | | | |
| --- | --- | --- |
| Question | wordembeddingsize<br>numberofLSTM<br>numberofLSTMhiddenunits<br>useGlove | 300<br>1<br>1024<br>False |
| Objectcategory | numberofcategories<br>categorylook-uptabledimension | 90<br>512 |
| Crop | cropsize<br>surroundingfactor | 224x224x3<br>1.1 |
| CBN | selectedblocks<br>numberofMLPhiddenunits<br>ResNet | all<br>512<br>ResNet-50v1 |
| Fusionblock | numberofMLPhiddenunits | 512 |
| Optimizer | Name<br>Learningrate<br>Clipvalue<br>numberofepoch<br>batchsize | Adam<br>1e-4<br>3<br>10<br>32 | | 0 |
| | | |
| --- | --- | --- |
| Question | wordembeddingsize<br>numberofLSTM<br>numberofLSTMhiddenunits<br>useGlove | 300<br>2<br>1024<br>True(dim300) |
| Image | imagesize<br>attentionmechanism<br>numberofunitsforattention | 224x224x3<br>spatial<br>512 |
| CBN | selectedblocks<br>numberofMLPhiddenunits<br>ResNet | all<br>512<br>ResNet-50v1 | | | Fusionblock | fusionembeddingsize<br>numberofMLPhiddenunits<br>numberofanswers | 1024<br>512<br>2000 |
| --- | --- | --- |
| Optimizer | Name<br>Learningrate<br>Clipvalue<br>numberofepoch<br>batchsize | Adam<br>2e-4<br>5<br>20<br>32 | | 1 |
| | | |
| --- | --- | --- |
| Question | wordembeddingsize<br>numberofLSTM<br>numberofLSTMhiddenunits<br>useGlove | 300<br>2<br>1024<br>True(dim300) |
| Image | imagesize<br>attentionmechanism<br>numberofunitsforattention | 224x224x3<br>spatial<br>512 |
| CBN | selectedblocks<br>numberofMLPhiddenunits<br>ResNet | all<br>512<br>ResNet-50v1 | | | Crop | cropsize<br>surroundingfactor | 224x224x3<br>1.1 |
| --- | --- | --- |
| CBN | selectedblocks<br>numberofMLPhiddenunits<br>ResNet | all<br>512<br>ResNet-50v1 |
| Fusionblock | numberofMLPhiddenunits | 512 |
| Optimizer | Name<br>Learningrate<br>Clipvalue<br>numberofepoch<br>batchsize | Adam<br>1e-4<br>3<br>10<br>32 | | 0 |
| variable | Description |
| --- | --- |
| TreeSize | thesizeoftheB+tree |
| T | thetotallevelsoftheB+tree.T=(log(M/K)/log(K+1)+1) |
| L | thelevelsoftheB+treecanfitincache.EachslaveholdLlevelsoftheB+tree | | | W1 | thememorybandwidth647MB/s |
| --- | --- |
| W2 | thenetworkbandwidth138MB/s |
| C2 | thesizeofL2cache |
| BMissPenalty2 | thecostofloadingacachelinefromthememorytotheL2cache |
| B2 | thesizeoftheL2cachelineinbytes |
| BMissPenalty1 | thecostofloadingacachelinefromtheL2cachetoL1cache |
| B1 | thesizeoftheL1cachelineinbytes |
| CompCostNode | thecosttotraverseoneleveloftheB+treewhilesearchingakey |
| NUMmasters | thenumberofmasternodes |
| NUMslaves | thenumberofslavenodesthathavelowerLlevelsoftheB+treeinL2cache |
| NUM | thenumberofsearchkeysinonebatchlookup | | 1 |
| variable | Description |
| --- | --- |
| TreeSize | thesizeoftheB+tree |
| T | thetotallevelsoftheB+tree.T=(log(M/K)/log(K+1)+1) |
| L | thelevelsoftheB+treecanfitincache.EachslaveholdLlevelsoftheB+tree | | | Variable | Type | Meaning |
| --- | --- | --- |
| L | Continuous | thelengthofthebin |
| W | Continuous | thewidthofthebin |
| H | Continuous | theheightofthebin |
| xi | Continuous | LBBcoordinateofitemiinxaxis |
| yi | Continuous | LBBcoordinateofitemiinyaxis |
| zi | Continuous | LBBcoordinateofitemiinzaxis |
| sij | Binary | itemiisintheleftsideofitemjornot |
| uij | Binary | itemiisunderitemjornot |
| bij | Binary | itemiisinthebackofitemjornot |
| δi1 | Binary | orientationofitemiisfront-upornot |
| δi2 | Binary | orientationofitemiisfront-downornot |
| δi3 | Binary | orientationofitemiisside-upornot |
| δi4 | Binary | orientationofitemiisside-downornot |
| δi5 | Binary | orientationofitemiisbuttom-upornot |
| δi6 | Binary | orientationofitemiisbuttom-downornot | | 0 |
| variable | Description |
| --- | --- |
| TreeSize | thesizeoftheB+tree |
| T | thetotallevelsoftheB+tree.T=(log(M/K)/log(K+1)+1) |
| L | thelevelsoftheB+treecanfitincache.EachslaveholdLlevelsoftheB+tree |
| W1 | thememorybandwidth647MB/s |
| W2 | thenetworkbandwidth138MB/s |
| C2 | thesizeofL2cache |
| BMissPenalty2 | thecostofloadingacachelinefromthememorytotheL2cache |
| B2 | thesizeoftheL2cachelineinbytes |
| BMissPenalty1 | thecostofloadingacachelinefromtheL2cachetoL1cache |
| B1 | thesizeoftheL1cachelineinbytes |
| CompCostNode | thecosttotraverseoneleveloftheB+treewhilesearchingakey |
| NUMmasters | thenumberofmasternodes | | | NUMslaves | thenumberofslavenodesthathavelowerLlevelsoftheB+treeinL2cache |
| --- | --- |
| NUM | thenumberofsearchkeysinonebatchlookup | | 1 |
| variable | Description |
| --- | --- |
| TreeSize | thesizeoftheB+tree |
| T | thetotallevelsoftheB+tree.T=(log(M/K)/log(K+1)+1) |
| L | thelevelsoftheB+treecanfitincache.EachslaveholdLlevelsoftheB+tree |
| W1 | thememorybandwidth647MB/s |
| W2 | thenetworkbandwidth138MB/s |
| C2 | thesizeofL2cache |
| BMissPenalty2 | thecostofloadingacachelinefromthememorytotheL2cache |
| B2 | thesizeoftheL2cachelineinbytes |
| BMissPenalty1 | thecostofloadingacachelinefromtheL2cachetoL1cache |
| B1 | thesizeoftheL1cachelineinbytes |
| CompCostNode | thecosttotraverseoneleveloftheB+treewhilesearchingakey |
| NUMmasters | thenumberofmasternodes | | | uij | Binary | itemiisunderitemjornot |
| --- | --- | --- |
| bij | Binary | itemiisinthebackofitemjornot |
| δi1 | Binary | orientationofitemiisfront-upornot |
| δi2 | Binary | orientationofitemiisfront-downornot |
| δi3 | Binary | orientationofitemiisside-upornot |
| δi4 | Binary | orientationofitemiisside-downornot |
| δi5 | Binary | orientationofitemiisbuttom-upornot |
| δi6 | Binary | orientationofitemiisbuttom-downornot | | 0 |
| PatientID | GrayMatter | WhiteMatter | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | C-0 | C-1 | C-2 | C-3 | C-4 | C-5 | C-6 | C-7 | C-8 |
| B1 | 74,486 | 900 | 247 | 3,428 | 570 | 358 | 120 | 274 | 111 | | | B2 | 75,384 | 462 | 868 | 1,937 | 374 | 246 | 497 | 107 | 125 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| B3 | 74,834 | 525 | 782 | 2,225 | 788 | 116 | 618 | 46 | 66 | | 1 |
| PatientID | GrayMatter | WhiteMatter | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | C-0 | C-1 | C-2 | C-3 | C-4 | C-5 | C-6 | C-7 | C-8 |
| B1 | 74,486 | 900 | 247 | 3,428 | 570 | 358 | 120 | 274 | 111 | | | patientname | age | id | trestbps | chol | thalach |
| --- | --- | --- | --- | --- | --- |
| E(Bob) | E(38) | E(121) | E(110) | E(196) | E(166) |
| E(Celvin) | E(43) | E(222) | E(120) | E(201) | E(160) |
| E(David) | E(60) | E(285) | E(100) | E(248) | E(142) |
| E(Emma) | E(36) | E(956) | E(120) | E(267) | E(112) |
| E(Flora) | E(43) | E(756) | E(100) | E(223) | E(127) | | 0 |
| PatientID | GrayMatter | WhiteMatter | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | C-0 | C-1 | C-2 | C-3 | C-4 | C-5 | C-6 | C-7 | C-8 | | | B1 | 74,486 | 900 | 247 | 3,428 | 570 | 358 | 120 | 274 | 111 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| B2 | 75,384 | 462 | 868 | 1,937 | 374 | 246 | 497 | 107 | 125 |
| B3 | 74,834 | 525 | 782 | 2,225 | 788 | 116 | 618 | 46 | 66 | | 1 |
| PatientID | GrayMatter | WhiteMatter | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | C-0 | C-1 | C-2 | C-3 | C-4 | C-5 | C-6 | C-7 | C-8 | | | E(David) | E(60) | E(285) | E(100) | E(248) | E(142) |
| --- | --- | --- | --- | --- | --- |
| E(Emma) | E(36) | E(956) | E(120) | E(267) | E(112) |
| E(Flora) | E(43) | E(756) | E(100) | E(223) | E(127) | | 0 |
| | Wordsnetwork | |
| --- | --- | --- |
| | F1measure | Accuracy |
| wvRN | 0.4216 | 0.5289 | | | MRF | 0.4411 | 0.4614 |
| --- | --- | --- |
| SBSN | 0.7462 | 0.7484 | | 1 |
| | Wordsnetwork | |
| --- | --- | --- |
| | F1measure | Accuracy |
| wvRN | 0.4216 | 0.5289 | | | | Citeseernetwork | Coranetwork | | |
| --- | --- | --- | --- | --- |
| | F1 | Accuracy | F1 | Accuracy |
| MF | 0.6291 | 0.7267 | 0.7970 | 0.8261 |
| LBP | 0.6264 | 0.7294 | 0.8248 | 0.8449 |
| Stacked | - | 0.598 | - | 0.739 |
| SBSN | 0.6705 | 0.7029 | 0.8420 | 0.8519 | | 0 |
| | Wordsnetwork | |
| --- | --- | --- |
| | F1measure | Accuracy | | | wvRN | 0.4216 | 0.5289 |
| --- | --- | --- |
| MRF | 0.4411 | 0.4614 |
| SBSN | 0.7462 | 0.7484 | | 1 |
| | Wordsnetwork | |
| --- | --- | --- |
| | F1measure | Accuracy | | | Stacked | - | 0.598 | - | 0.739 |
| --- | --- | --- | --- | --- |
| SBSN | 0.6705 | 0.7029 | 0.8420 | 0.8519 | | 0 |
| identity | 1 | 2 | 3 | 4 | 5 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| attrithres | 4.5946 | 4.1696 | 4.0039 | 4.4526 | 3.5100 | | | | | |
| Test | label | Sim | label | Sim | label | Sim | label | Sim | label | Sim |
| X1 | 1 | 2.1773 | 2 | 2.0454 | 3 | 3.2711 | 4 | 1.9933 | 5 | 2.1834 | | | X2 | 1 | 2.6458 | 2 | 1.7975 | 3 | 2.9305 | 4 | 1.8047 | 5 | 2.2325 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| X3 | 1 | 2.3152 | 2 | 2.507 | 3 | 2.1742 | 4 | 3.8357 | 5 | 3.3121 |
| X4 | 1 | 2.332 | 2 | 2.0656 | 3 | 3.7265 | 4 | 3.4721 | * | \ |
| X5 | 1 | 3.2519 | 2 | 3.9128 | 3 | 2.6567 | 4 | 1.6642 | 3 | 3.5643 |
| X6 | 0 | \ | 2 | 1.5454 | 3 | 3.1565 | 4 | 2.3439 | 5 | 2.5769 |
| X7 | 1 | 3.5434 | 2 | 1.8358 | 3 | 2.219 | 4 | 2.9189 | * | \ |
| X8 | 1 | 3.1574 | 2 | 2.317 | 0 | \ | 4 | 3.1242 | * | \ | | 1 |
| identity | 1 | 2 | 3 | 4 | 5 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| attrithres | 4.5946 | 4.1696 | 4.0039 | 4.4526 | 3.5100 | | | | | |
| Test | label | Sim | label | Sim | label | Sim | label | Sim | label | Sim |
| X1 | 1 | 2.1773 | 2 | 2.0454 | 3 | 3.2711 | 4 | 1.9933 | 5 | 2.1834 | | | Alg. | H | AT | LWT | RWT | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | µh | σh | MSEh | µa | σa | MSEa | µl | σl | MSEl | µr | σr | MSEr |
| O | 22 | 17 | 765 | 12 | 8 | 201 | 28 | 46 | 2856 | 19 | 21 | 777 |
| B | 19 | 11 | 478 | 23 | 36 | 1783 | 10 | 10 | 191 | 12 | 17 | 419 |
| P | 8 | 3 | 72 | 9 | 4 | 106 | 9 | 6 | 115 | 10 | 9 | 187 | | 0 |
| identity | 1 | 2 | 3 | 4 | 5 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| attrithres | 4.5946 | 4.1696 | 4.0039 | 4.4526 | 3.5100 | | | | | |
| Test | label | Sim | label | Sim | label | Sim | label | Sim | label | Sim | | | X1 | 1 | 2.1773 | 2 | 2.0454 | 3 | 3.2711 | 4 | 1.9933 | 5 | 2.1834 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| X2 | 1 | 2.6458 | 2 | 1.7975 | 3 | 2.9305 | 4 | 1.8047 | 5 | 2.2325 |
| X3 | 1 | 2.3152 | 2 | 2.507 | 3 | 2.1742 | 4 | 3.8357 | 5 | 3.3121 |
| X4 | 1 | 2.332 | 2 | 2.0656 | 3 | 3.7265 | 4 | 3.4721 | * | \ |
| X5 | 1 | 3.2519 | 2 | 3.9128 | 3 | 2.6567 | 4 | 1.6642 | 3 | 3.5643 |
| X6 | 0 | \ | 2 | 1.5454 | 3 | 3.1565 | 4 | 2.3439 | 5 | 2.5769 |
| X7 | 1 | 3.5434 | 2 | 1.8358 | 3 | 2.219 | 4 | 2.9189 | * | \ |
| X8 | 1 | 3.1574 | 2 | 2.317 | 0 | \ | 4 | 3.1242 | * | \ | | 1 |
| identity | 1 | 2 | 3 | 4 | 5 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| attrithres | 4.5946 | 4.1696 | 4.0039 | 4.4526 | 3.5100 | | | | | |
| Test | label | Sim | label | Sim | label | Sim | label | Sim | label | Sim | | | O | 22 | 17 | 765 | 12 | 8 | 201 | 28 | 46 | 2856 | 19 | 21 | 777 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| B | 19 | 11 | 478 | 23 | 36 | 1783 | 10 | 10 | 191 | 12 | 17 | 419 |
| P | 8 | 3 | 72 | 9 | 4 | 106 | 9 | 6 | 115 | 10 | 9 | 187 | | 0 |
| brandname | #images | brandname | #images | brandname | #images | brandname |
| --- | --- | --- | --- | --- | --- | --- |
| 3T | 289 | coco | 547 | kingston | 1100 | otterbox | | | Girdear | 531 | converse | 2259 | kisscat | 534 | patekphilippe |
| --- | --- | --- | --- | --- | --- | --- |
| IWC | 580 | d&g | 892 | l.f.c | 1087 | paulfrank |
| ManchesterUnited | 534 | dior | 513 | lacoste | 921 | pinarello |
| Piaget | 501 | dunhill | 515 | lamborghini | 1176 | prada |
| UGG | 501 | edwin | 583 | lee | 564 | puma |
| YSL | 1016 | elementcase | 566 | lego | 976 | ralphlauren |
| abercrombie&fitch | 681 | esprit | 489 | levi’s | 1002 | rapha |
| adidas | 977 | evisu | 493 | loewe | 984 | rayban |
| airJordan | 534 | fendi | 977 | longines | 538 | rolex |
| armani | 1755 | ferragamo | 546 | louisvuitton | 789 | samsonite |
| arsenal | 766 | fiveplus | 660 | mcm | 687 | sandisk |
| asics | 528 | focust25 | 209 | michaelKors | 933 | septwolves |
| beats | 577 | fsa | 355 | miumiu | 484 | spy |
| belle | 527 | g-shock | 529 | mulberry | 806 | st&sat |
| blackberry | 535 | gap | 548 | newbalance | 897 | stuartweitzman |
| bottegaveneta | 600 | goyard | 1000 | newera | 1124 | tata |
| calvinklein | 863 | gucci | 717 | nike | 893 | teemix |
| camel | 697 | guess | 527 | nikon | 540 | thenorthface |
| cartier | 799 | harleydavidson | 653 | nintendo | 927 | tissot |
| casio | 585 | hermes | 1476 | nissan | 779 | tommyhilfiger |
| celine | 500 | honda | 1079 | oldnavy | 653 | tudor |
| chanel | 816 | iphone | 836 | omega | 646 | vans |
| coach | 898 | joy&peace | 496 | only | 515 | versace |
| cocacola | 629 | katespade | 552 | oakley | 556 | zenith | | 1 |
| brandname | #images | brandname | #images | brandname | #images | brandname |
| --- | --- | --- | --- | --- | --- | --- |
| 3T | 289 | coco | 547 | kingston | 1100 | otterbox | | | Year | Bottega<br>Veneta | Burberr<br>Prorsum | Dior<br>Homme | Emporio<br>Armani | Erme.<br>Zegna | Givench | Gucci | Hermes | John<br>Varva | Louis<br>Vuitt | Neil<br>Barret | Prad | Thom<br>Brow |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 2008 | 78 | 80 | 51 | 187 | 0 | 38 | 87 | 87 | 46 | 109 | 70 | 83 | 103 |
| 2009 | 54 | 87 | 79 | 202 | 58 | 57 | 89 | 46 | 36 | 94 | 70 | 89 | 111 |
| 2010 | 79 | 78 | 80 | 155 | 62 | 55 | 89 | 80 | 49 | 104 | 67 | 74 | 81 |
| 2011 | 74 | 83 | 75 | 157 | 103 | 70 | 85 | 43 | 81 | 98 | 71 | 79 | 83 |
| 2012 | 74 | 79 | 79 | 148 | 81 | 79 | 73 | 83 | 70 | 79 | 73 | 84 | 86 |
| 2013 | 86 | 85 | 79 | 135 | 73 | 57 | 79 | 66 | 65 | 79 | 68 | 76 | 79 |
| 2014 | 88 | 85 | 82 | 192 | 79 | 100 | 75 | 81 | 71 | 83 | 76 | 73 | 82 |
| 2015 | 82 | 85 | 80 | 150 | 80 | 104 | 72 | 72 | 75 | 76 | 76 | 65 | 81 | | 0 |
| brandname | #images | brandname | #images | brandname | #images | brandname |
| --- | --- | --- | --- | --- | --- | --- |
| 3T | 289 | coco | 547 | kingston | 1100 | otterbox |
| Girdear | 531 | converse | 2259 | kisscat | 534 | patekphilippe |
| IWC | 580 | d&g | 892 | l.f.c | 1087 | paulfrank |
| ManchesterUnited | 534 | dior | 513 | lacoste | 921 | pinarello |
| Piaget | 501 | dunhill | 515 | lamborghini | 1176 | prada |
| UGG | 501 | edwin | 583 | lee | 564 | puma |
| YSL | 1016 | elementcase | 566 | lego | 976 | ralphlauren |
| abercrombie&fitch | 681 | esprit | 489 | levi’s | 1002 | rapha |
| adidas | 977 | evisu | 493 | loewe | 984 | rayban |
| airJordan | 534 | fendi | 977 | longines | 538 | rolex |
| armani | 1755 | ferragamo | 546 | louisvuitton | 789 | samsonite |
| arsenal | 766 | fiveplus | 660 | mcm | 687 | sandisk |
| asics | 528 | focust25 | 209 | michaelKors | 933 | septwolves |
| beats | 577 | fsa | 355 | miumiu | 484 | spy |
| belle | 527 | g-shock | 529 | mulberry | 806 | st&sat |
| blackberry | 535 | gap | 548 | newbalance | 897 | stuartweitzman |
| bottegaveneta | 600 | goyard | 1000 | newera | 1124 | tata |
| calvinklein | 863 | gucci | 717 | nike | 893 | teemix |
| camel | 697 | guess | 527 | nikon | 540 | thenorthface | | | cartier | 799 | harleydavidson | 653 | nintendo | 927 | tissot |
| --- | --- | --- | --- | --- | --- | --- |
| casio | 585 | hermes | 1476 | nissan | 779 | tommyhilfiger |
| celine | 500 | honda | 1079 | oldnavy | 653 | tudor |
| chanel | 816 | iphone | 836 | omega | 646 | vans |
| coach | 898 | joy&peace | 496 | only | 515 | versace |
| cocacola | 629 | katespade | 552 | oakley | 556 | zenith | | 1 |
| brandname | #images | brandname | #images | brandname | #images | brandname |
| --- | --- | --- | --- | --- | --- | --- |
| 3T | 289 | coco | 547 | kingston | 1100 | otterbox |
| Girdear | 531 | converse | 2259 | kisscat | 534 | patekphilippe |
| IWC | 580 | d&g | 892 | l.f.c | 1087 | paulfrank |
| ManchesterUnited | 534 | dior | 513 | lacoste | 921 | pinarello |
| Piaget | 501 | dunhill | 515 | lamborghini | 1176 | prada |
| UGG | 501 | edwin | 583 | lee | 564 | puma |
| YSL | 1016 | elementcase | 566 | lego | 976 | ralphlauren |
| abercrombie&fitch | 681 | esprit | 489 | levi’s | 1002 | rapha |
| adidas | 977 | evisu | 493 | loewe | 984 | rayban |
| airJordan | 534 | fendi | 977 | longines | 538 | rolex |
| armani | 1755 | ferragamo | 546 | louisvuitton | 789 | samsonite |
| arsenal | 766 | fiveplus | 660 | mcm | 687 | sandisk |
| asics | 528 | focust25 | 209 | michaelKors | 933 | septwolves |
| beats | 577 | fsa | 355 | miumiu | 484 | spy |
| belle | 527 | g-shock | 529 | mulberry | 806 | st&sat |
| blackberry | 535 | gap | 548 | newbalance | 897 | stuartweitzman |
| bottegaveneta | 600 | goyard | 1000 | newera | 1124 | tata |
| calvinklein | 863 | gucci | 717 | nike | 893 | teemix |
| camel | 697 | guess | 527 | nikon | 540 | thenorthface | | | 2013 | 86 | 85 | 79 | 135 | 73 | 57 | 79 | 66 | 65 | 79 | 68 | 76 | 79 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 2014 | 88 | 85 | 82 | 192 | 79 | 100 | 75 | 81 | 71 | 83 | 76 | 73 | 82 |
| 2015 | 82 | 85 | 80 | 150 | 80 | 104 | 72 | 72 | 75 | 76 | 76 | 65 | 81 | | 0 |
| | masksize | rank-1 | mAP |
| --- | --- | --- | --- |
| Pool1 | 56×56 | 85.99 | 67.12 |
| Res2 | 56×56 | 85.15 | 65.84 | | | Res3 | 28×28 | 84.23 | 65.16 |
| --- | --- | --- | --- |
| Res4 | 14×14 | 82.39 | 61.95 | | 1 |
| | masksize | rank-1 | mAP |
| --- | --- | --- | --- |
| Pool1 | 56×56 | 85.99 | 67.12 |
| Res2 | 56×56 | 85.15 | 65.84 | | | Layer | Support | Filtdim. | #filts. | Stride | Datasize |
| --- | --- | --- | --- | --- | --- |
| conv1 | 3×3 | 5 | 96 | 1×1 | 109×109 |
| pool1 | 3×3 | - | - | 2×2 | 54×54 |
| conv2 | 3×3 | 96 | 256 | 2×2 | 27×27 |
| pool2 | 3×3 | - | - | 2×2 | 13×13 |
| conv3 | 3×3 | 256 | 512 | 1×1 | 13×13 |
| conv4 | 3×3 | 512 | 512 | 1×1 | 13×13 |
| conv5 | 3×3 | 512 | 512 | 1×1 | 13×13 |
| pool5 | 3×3 | - | - | 2×2 | 6×6 |
| fc6 | 6×6 | 512 | 512 | - | 1×1 | | 0 |
| | masksize | rank-1 | mAP |
| --- | --- | --- | --- |
| Pool1 | 56×56 | 85.99 | 67.12 | | | Res2 | 56×56 | 85.15 | 65.84 |
| --- | --- | --- | --- |
| Res3 | 28×28 | 84.23 | 65.16 |
| Res4 | 14×14 | 82.39 | 61.95 | | 1 |
| | masksize | rank-1 | mAP |
| --- | --- | --- | --- |
| Pool1 | 56×56 | 85.99 | 67.12 | | | pool2 | 3×3 | - | - | 2×2 | 13×13 |
| --- | --- | --- | --- | --- | --- |
| conv3 | 3×3 | 256 | 512 | 1×1 | 13×13 |
| conv4 | 3×3 | 512 | 512 | 1×1 | 13×13 |
| conv5 | 3×3 | 512 | 512 | 1×1 | 13×13 |
| pool5 | 3×3 | - | - | 2×2 | 6×6 |
| fc6 | 6×6 | 512 | 512 | - | 1×1 | | 0 |
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