premise string | hypothesis string | label int64 |
|---|---|---|
| Problemsize | T1 | T8 | T16 | T32 | T64 | T128 | T256 | T512 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 122880 | 2,918 | 0,364 | 0,182 | 0,091 | 0,046 | 0,023 | 0,0064 | 0,0047 |
| 983040 | 178,132 | 22,240 | 11,120 | 5,659 | 2,779 | 1,388 | 0,698 | 0,345 |
| 1966080 | 708,634 | 88,522 | 44,262 | 23,... | | 3932160 | 2831,905 | 318,146 | 176,702 | 88,353 | 44,175 | 22,079 | 10,240 | 5,517 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 7864320 | 11337,77 | 1416,032 | 812,677 | 353,901 | 176,960 | 88,462 | 38,918 | 21,949 |
| 15728640 | 45318,33 | 5660,593 | 2830,199 | 1624,234 | 707,452 | 353,600 | 176,745 |... | 1 |
| Problemsize | T1 | T8 | T16 | T32 | T64 | T128 | T256 | T512 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 122880 | 2,918 | 0,364 | 0,182 | 0,091 | 0,046 | 0,023 | 0,0064 | 0,0047 |
| 983040 | 178,132 | 22,240 | 11,120 | 5,659 | 2,779 | 1,388 | 0,698 | 0,345 |
| 1966080 | 708,634 | 88,522 | 44,262 | 23,... | | Problemsize | S8 | S16 | S32 | S64 | S128 | S256 | S512 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 122880 | 7,946 | 15,744 | 31,297 | 61,302 | 117,931 | 70,688 | 0,0047 |
| 983040 | 7,948 | 15,822 | 31,431 | 62,546 | 122,945 | 240,221 | 408,803 |
| 1966080 | 7,972 | 15,868 | 31,232 | 62,909 | 125,105 | 81,... | 0 |
| Problemsize | T1 | T8 | T16 | T32 | T64 | T128 | T256 | T512 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 122880 | 2,918 | 0,364 | 0,182 | 0,091 | 0,046 | 0,023 | 0,0064 | 0,0047 |
| 983040 | 178,132 | 22,240 | 11,120 | 5,659 | 2,779 | 1,388 | 0,698 | 0,345 | | | 1966080 | 708,634 | 88,522 | 44,262 | 23,137 | 11,063 | 5,5308 | 2,554 | 1,385 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 3932160 | 2831,905 | 318,146 | 176,702 | 88,353 | 44,175 | 22,079 | 10,240 | 5,517 |
| 7864320 | 11337,77 | 1416,032 | 812,677 | 353,901 | 176,960 | 88,462 | 38,918 | 21,949 |
| 1... | 1 |
| Problemsize | T1 | T8 | T16 | T32 | T64 | T128 | T256 | T512 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 122880 | 2,918 | 0,364 | 0,182 | 0,091 | 0,046 | 0,023 | 0,0064 | 0,0047 |
| 983040 | 178,132 | 22,240 | 11,120 | 5,659 | 2,779 | 1,388 | 0,698 | 0,345 | | | 3932160 | 7,958 | 15,843 | 31,630 | 63,024 | 125,784 | 100,921 | 495,631 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 7864320 | 7,982 | 15,837 | 31,672 | 62,941 | 125,793 | 118,578 | 475,919 |
| 15728640 | 7,913 | 15,808 | 31,536 | 63,008 | 125,728 | 250,092 | 498,543 |
| 31457280 | 7,930 | 15,883 | 31,582 |... | 0 |
| dataset | algorithms | indexsize | | |
| --- | --- | --- | --- | --- |
| tree(hashtable) | graph | all | | |
| SIFT1M | flann(4-tree) | 261.2MB | 0 | 261.2MB |
| Efanna(4-tree,40-NN) | 76.6MB | 182.8MB | 259.4MB | |
| GNNS(60-NN) | 0 | 266.7MB | 266.7MB | |
| IEH-ITQ(32bit,40-NN) | 82.7MB | 182.8MB | 265.5MB | ... | | GNNS(60-NN) | 0 | 266.7MB | 266.7MB |
| --- | --- | --- | --- |
| IEH-ITQ(32bit,40-NN) | 82.7MB | 182.8MB | 265.5MB |
| Theindexsizehereisthesizeinthememory,notthesizeonthedisk. | | | | | 1 |
| dataset | algorithms | indexsize | | |
| --- | --- | --- | --- | --- |
| tree(hashtable) | graph | all | | |
| SIFT1M | flann(4-tree) | 261.2MB | 0 | 261.2MB |
| Efanna(4-tree,40-NN) | 76.6MB | 182.8MB | 259.4MB | |
| GNNS(60-NN) | 0 | 266.7MB | 266.7MB | |
| IEH-ITQ(32bit,40-NN) | 82.7MB | 182.8MB | 265.5MB | ... | | dataset | algorithms | indexsize | | |
| --- | --- | --- | --- | --- |
| tree(hashtable) | graph | all | | |
| SIFT1M | flann(16-tree) | 997.5MB | 0 | 997.5MB |
| Efanna(16-tree,10-NN) | 283.3MB | 60.5MB | 343.8MB | |
| GNNS(10-NN) | 0 | 60.5MB | 60.5MB | |
| kGraph(10-NN) | 0 | 60.5MB | 60.5MB | |
| IEH-LSH(32... | 0 |
| dataset | algorithms | indexsize |
| --- | --- | --- |
| tree(hashtable) | graph | all | | | SIFT1M | flann(4-tree) | 261.2MB | 0 | 261.2MB |
| --- | --- | --- | --- | --- |
| Efanna(4-tree,40-NN) | 76.6MB | 182.8MB | 259.4MB | |
| GNNS(60-NN) | 0 | 266.7MB | 266.7MB | |
| IEH-ITQ(32bit,40-NN) | 82.7MB | 182.8MB | 265.5MB | |
| GIST1 | flann(4-tree) | 261.2MB | 0 | 261.2MB |
| Efanna(4-tree,40-NN) | 76.6MB ... | 1 |
| dataset | algorithms | indexsize |
| --- | --- | --- |
| tree(hashtable) | graph | all | | | GNNS(10-NN) | 0 | 60.5MB | 60.5MB |
| --- | --- | --- | --- |
| kGraph(10-NN) | 0 | 60.5MB | 60.5MB |
| IEH-LSH(32bit,10-NN) | 82.7MB | 60.5MB | 143.2MB |
| IEH-ITQ(32bit,10-NN) | 82.7MB | 60.5MB | 143.2MB |
| Theindexsizehereisthesizeinthememory,notthesizeonthedisk. | | | | | 0 |
| Graphclass | Lowerbound | Complexity | Approximability | References |
| --- | --- | --- | --- | --- |
| Allgraphs | Θ(log(n)) | NP-c | log-APX-hard | |
| Chordal | Θ(log(n)) | NP-c | log-APX-hard | |
| Splitgraphs | Θ(log(n)) | NP-c | log-APX-hard | |
| Bipartite | Θ(log(n)) | NP-c | log-APX-hard | |
| Co-biparti... | | Permutation | Θ(n) | NP-c | open | |
| --- | --- | --- | --- | --- |
| Linegraphs | Θ(n) | NP-c | APX(4) | |
| Planar | Θ(n) | NP-c | APX(7) | | | 1 |
| Graphclass | Lowerbound | Complexity | Approximability | References |
| --- | --- | --- | --- | --- |
| Allgraphs | Θ(log(n)) | NP-c | log-APX-hard | |
| Chordal | Θ(log(n)) | NP-c | log-APX-hard | |
| Splitgraphs | Θ(log(n)) | NP-c | log-APX-hard | |
| Bipartite | Θ(log(n)) | NP-c | log-APX-hard | |
| Co-biparti... | | dataset | algorithms | indexsize | | |
| --- | --- | --- | --- | --- |
| tree(hashtable) | graph | all | | |
| SIFT1M | flann(16-tree) | 997.5MB | 0 | 997.5MB |
| Efanna(16-tree,10-NN) | 283.3MB | 60.5MB | 343.8MB | |
| GNNS(10-NN) | 0 | 60.5MB | 60.5MB | |
| kGraph(10-NN) | 0 | 60.5MB | 60.5MB | |
| IEH-LSH(32... | 0 |
| Graphclass | Lowerbound | Complexity | Approximability | References |
| --- | --- | --- | --- | --- |
| Allgraphs | Θ(log(n)) | NP-c | log-APX-hard | |
| Chordal | Θ(log(n)) | NP-c | log-APX-hard | |
| Splitgraphs | Θ(log(n)) | NP-c | log-APX-hard | |
| Bipartite | Θ(log(n)) | NP-c | log-APX-hard | |
| Co-biparti... | | Permutation | Θ(n) | NP-c | open | |
| --- | --- | --- | --- | --- |
| Linegraphs | Θ(n) | NP-c | APX(4) | |
| Planar | Θ(n) | NP-c | APX(7) | | | 1 |
| Graphclass | Lowerbound | Complexity | Approximability | References |
| --- | --- | --- | --- | --- |
| Allgraphs | Θ(log(n)) | NP-c | log-APX-hard | |
| Chordal | Θ(log(n)) | NP-c | log-APX-hard | |
| Splitgraphs | Θ(log(n)) | NP-c | log-APX-hard | |
| Bipartite | Θ(log(n)) | NP-c | log-APX-hard | |
| Co-biparti... | | GIST1 | flann(16-tree) | 998.4MB | 0 | 998.4MB |
| --- | --- | --- | --- | --- |
| Efanna(16-tree,10-NN) | 287.7MB | 60.5MB | 348.2MB | |
| GNNS(10-NN) | 0 | 60.5MB | 60.5MB | |
| kGraph(10-NN) | 0 | 60.5MB | 60.5MB | |
| IEH-LSH(32bit,10-NN) | 82.7MB | 60.5MB | 143.2MB | |
| IEH-ITQ(32bit,10-NN) | 82.7MB | 60.5MB... | 0 |
| M | RunningTime(sec) | M | RunningTime(sec) |
| --- | --- | --- | --- |
| 1 | −2<br>1.10×10 | 40 | −1<br>3.74×10 |
| 2 | 2.04×10 | 50 | 4.61×10 |
| 4 | 3.51×10 | 80 | 7.46×10 |
| 5 | 5.01×10 | 100 | 9.32×10 | | | 8 | 8.24×10 | 200 | 1.81 |
| --- | --- | --- | --- |
| 10 | 9.02×10 | 250 | 2.41 |
| 16 | 1.60×10 | 400 | 3.90 |
| 20 | 1.84×10 | 500 | 5.14 |
| 25 | 2.38×10 | 1,000 | 11.31 | | 1 |
| M | RunningTime(sec) | M | RunningTime(sec) |
| --- | --- | --- | --- |
| 1 | −2<br>1.10×10 | 40 | −1<br>3.74×10 |
| 2 | 2.04×10 | 50 | 4.61×10 |
| 4 | 3.51×10 | 80 | 7.46×10 |
| 5 | 5.01×10 | 100 | 9.32×10 | | | n | n/2<br>2 | m | 12<br>m<br>m!2n | m<br>2 |
| --- | --- | --- | --- | --- |
| 100 | 1.12×10 | 6 | 7.49×10 | 1.08×10 |
| 150 | 3.77×10 | 7 | 1.84×10 | 7.96×10 |
| 200 | 1.26×10 | 8 | 5.54×10 | 1.12×10 |
| 250 | 4.25×10 | 9 | 4.97×10 | 5.29×10 |
| 300 | 1.42×10 | 10 | 2.07×10 | 1.15×10 |
| 310 | 4.56×10 | 10 | 6.13×1... | 0 |
| M | RunningTime(sec) | M | RunningTime(sec) |
| --- | --- | --- | --- |
| 1 | −2<br>1.10×10 | 40 | −1<br>3.74×10 |
| 2 | 2.04×10 | 50 | 4.61×10 |
| 4 | 3.51×10 | 80 | 7.46×10 |
| 5 | 5.01×10 | 100 | 9.32×10 |
| 8 | 8.24×10 | 200 | 1.81 |
| 10 | 9.02×10 | 250 | 2.41 |
| 16 | 1.60×10 | 400 | 3.90 | | | 20 | 1.84×10 | 500 | 5.14 |
| --- | --- | --- | --- |
| 25 | 2.38×10 | 1,000 | 11.31 | | 1 |
| M | RunningTime(sec) | M | RunningTime(sec) |
| --- | --- | --- | --- |
| 1 | −2<br>1.10×10 | 40 | −1<br>3.74×10 |
| 2 | 2.04×10 | 50 | 4.61×10 |
| 4 | 3.51×10 | 80 | 7.46×10 |
| 5 | 5.01×10 | 100 | 9.32×10 |
| 8 | 8.24×10 | 200 | 1.81 |
| 10 | 9.02×10 | 250 | 2.41 |
| 16 | 1.60×10 | 400 | 3.90 | | | 200 | 1.26×10 | 8 | 5.54×10 | 1.12×10 |
| --- | --- | --- | --- | --- |
| 250 | 4.25×10 | 9 | 4.97×10 | 5.29×10 |
| 300 | 1.42×10 | 10 | 2.07×10 | 1.15×10 |
| 310 | 4.56×10 | 10 | 6.13×10 | 4.61×10 |
| 350 | 4.78×10 | 10 | 4.21×10 | 1.18×10 |
| 400 | 1.60×10 | 11 | 5.92×10 | 7.81×10 |
| 409 | 3.63×10 | 11 | 1.36×10 |... | 0 |
| Method | Randomsampling | Noatlas | Finalmethod |
| --- | --- | --- | --- |
| Tha.L | 0.860±0.013 | 0.911±0.024 | 0.921±0.017 |
| Tha.R | 0.862±0.014 | 0.917±0.017 | 0.920±0.016 |
| Cau.L | 0.831±0.067 | 0.880±0.103 | 0.894±0.071 |
| Cau.R | 0.834±0.048 | 0.864±0.131 | 0.892±0.057 |
| Put.L | 0.871±0.024 | 0.900±0.07... | | Hip.R | 0.770±0.026 | 0.876±0.018 | 0.879±0.020 |
| --- | --- | --- | --- |
| Amy.L | 0.709±0.025 | 0.824±0.037 | 0.833±0.032 |
| Amy.R | 0.716±0.054 | 0.819±0.035 | 0.821±0.027 |
| Acc.L | 0.744±0.060 | 0.796±0.052 | 0.799±0.052 |
| Acc.R | 0.689±0.091 | 0.753±0.106 | 0.791±0.067 |
| Avg. | 0.792±0.076 | 0.858±0.083... | 1 |
| Method | Randomsampling | Noatlas | Finalmethod |
| --- | --- | --- | --- |
| Tha.L | 0.860±0.013 | 0.911±0.024 | 0.921±0.017 |
| Tha.R | 0.862±0.014 | 0.917±0.017 | 0.920±0.016 |
| Cau.L | 0.831±0.067 | 0.880±0.103 | 0.894±0.071 |
| Cau.R | 0.834±0.048 | 0.864±0.131 | 0.892±0.057 |
| Put.L | 0.871±0.024 | 0.900±0.07... | | Methods | A→W | D→W | W→D |
| --- | --- | --- | --- |
| GFK(PLS,PCA) | 15.0±0.4 | 44.6±0.3 | 49.7±0.5 |
| SA | 15.3 | 50.1 | 56.9 |
| DaNBNN | 23.3±2.7 | 67.2±1.9 | 67.4±3.0 |
| DaNN | 35.0±0.2 | 70.5±0.0 | 74.3±0.0 |
| Dlid | 26.1 | 68.9 | 84.9 |
| Decaf | 52.20±1.70 | 91.50±1.50 | − |
| DDC | 59.40±0.80 | 92.50±0.3... | 0 |
| Method | Randomsampling | Noatlas | Finalmethod |
| --- | --- | --- | --- |
| Tha.L | 0.860±0.013 | 0.911±0.024 | 0.921±0.017 |
| Tha.R | 0.862±0.014 | 0.917±0.017 | 0.920±0.016 |
| Cau.L | 0.831±0.067 | 0.880±0.103 | 0.894±0.071 |
| Cau.R | 0.834±0.048 | 0.864±0.131 | 0.892±0.057 | | | Put.L | 0.871±0.024 | 0.900±0.073 | 0.916±0.023 |
| --- | --- | --- | --- |
| Put.R | 0.872±0.027 | 0.913±0.029 | 0.914±0.031 |
| Pal.L | 0.784±0.040 | 0.852±0.086 | 0.843±0.101 |
| Pal.R | 0.775±0.057 | 0.833±0.099 | 0.861±0.049 |
| Hip.L | 0.778±0.034 | 0.871±0.019 | 0.876±0.020 |
| Hip.R | 0.770±0.026 | 0.876±0.01... | 1 |
| Method | Randomsampling | Noatlas | Finalmethod |
| --- | --- | --- | --- |
| Tha.L | 0.860±0.013 | 0.911±0.024 | 0.921±0.017 |
| Tha.R | 0.862±0.014 | 0.917±0.017 | 0.920±0.016 |
| Cau.L | 0.831±0.067 | 0.880±0.103 | 0.894±0.071 |
| Cau.R | 0.834±0.048 | 0.864±0.131 | 0.892±0.057 | | | SA | 15.3 | 50.1 | 56.9 |
| --- | --- | --- | --- |
| DaNBNN | 23.3±2.7 | 67.2±1.9 | 67.4±3.0 |
| DaNN | 35.0±0.2 | 70.5±0.0 | 74.3±0.0 |
| Dlid | 26.1 | 68.9 | 84.9 |
| Decaf | 52.20±1.70 | 91.50±1.50 | − |
| DDC | 59.40±0.80 | 92.50±0.30 | 91.70±0.80 |
| FCR2-c | 54.21±1.59 | 91.55±0.64 | 90.44±0.66 |
| FCR1-c | 53... | 0 |
| | Proposed<br>Methodology | 1<br>XPA | Speed-up<br>factor |
| --- | --- | --- | --- |
| Appli.1 | 1.25s | 2h25 | x6960 |
| Appli.2 | 2s | 6h53 | x12390 | | | Appli.3 | 3.42s | 14h | x14736 |
| --- | --- | --- | --- |
| Appli.4 | 6.65s | 27h | x14616 | | 1 |
| | Proposed<br>Methodology | 1<br>XPA | Speed-up<br>factor |
| --- | --- | --- | --- |
| Appli.1 | 1.25s | 2h25 | x6960 |
| Appli.2 | 2s | 6h53 | x12390 | | | Offset<br>∆m | Theoretical<br>time[s] | Experimental<br>time[s] | Speedup |
| --- | --- | --- | --- |
| 0 | 6.136 | 6.140 | 1.000 |
| 4 | 5.731 | 5.681 | 1.081 |
| 8 | 5.809 | 5.806 | 1.058 |
| 12 | 5.543 | 5.453 | 1.126 |
| 16 | 5.509 | 5.418 | 1.133 |
| 20 | 5.499 | 5.338 | 1.150 |
| 24 | 5.624 | 5.477 | 1.121 | | 0 |
| | Proposed<br>Methodology | 1<br>XPA | Speed-up<br>factor |
| --- | --- | --- | --- |
| Appli.1 | 1.25s | 2h25 | x6960 |
| Appli.2 | 2s | 6h53 | x12390 | | | Appli.3 | 3.42s | 14h | x14736 |
| --- | --- | --- | --- |
| Appli.4 | 6.65s | 27h | x14616 | | 1 |
| | Proposed<br>Methodology | 1<br>XPA | Speed-up<br>factor |
| --- | --- | --- | --- |
| Appli.1 | 1.25s | 2h25 | x6960 |
| Appli.2 | 2s | 6h53 | x12390 | | | 4 | 5.731 | 5.681 | 1.081 |
| --- | --- | --- | --- |
| 8 | 5.809 | 5.806 | 1.058 |
| 12 | 5.543 | 5.453 | 1.126 |
| 16 | 5.509 | 5.418 | 1.133 |
| 20 | 5.499 | 5.338 | 1.150 |
| 24 | 5.624 | 5.477 | 1.121 | | 0 |
| Student | Obtainedscore | FinalScore |
| --- | --- | --- |
| 1 | 1 | 50.32 |
| 2 | 0 | 59.89 |
| 3 | 0 | 61.63 |
| 4 | 1 | 66.50 |
| 5 | 1 | 67.54 | | | 6 | 0 | 67.92 |
| --- | --- | --- |
| 7 | 1 | 69.57 |
| 8 | 0 | 83.16 |
| 9 | 0 | 84.73 | | 1 |
| Student | Obtainedscore | FinalScore |
| --- | --- | --- |
| 1 | 1 | 50.32 |
| 2 | 0 | 59.89 |
| 3 | 0 | 61.63 |
| 4 | 1 | 66.50 |
| 5 | 1 | 67.54 | | | Student | Obtainedscore | NormalizedFinalScore |
| --- | --- | --- |
| 1 | 0.5 | 36.67 |
| 2 | 1 | 43.65 |
| 3 | 1 | 44.92 |
| 4 | 0.75 | 48.46 |
| 5 | 1 | 49.23 |
| 6 | 0.75 | 49.50 |
| 7 | 0 | 50.70 |
| 8 | 0 | 60.61 |
| 9 | 0 | 61.75 | | 0 |
| Student | Obtainedscore | FinalScore |
| --- | --- | --- |
| 1 | 1 | 50.32 |
| 2 | 0 | 59.89 |
| 3 | 0 | 61.63 |
| 4 | 1 | 66.50 |
| 5 | 1 | 67.54 | | | 6 | 0 | 67.92 |
| --- | --- | --- |
| 7 | 1 | 69.57 |
| 8 | 0 | 83.16 |
| 9 | 0 | 84.73 | | 1 |
| Student | Obtainedscore | FinalScore |
| --- | --- | --- |
| 1 | 1 | 50.32 |
| 2 | 0 | 59.89 |
| 3 | 0 | 61.63 |
| 4 | 1 | 66.50 |
| 5 | 1 | 67.54 | | | 4 | 0.75 | 48.46 |
| --- | --- | --- |
| 5 | 1 | 49.23 |
| 6 | 0.75 | 49.50 |
| 7 | 0 | 50.70 |
| 8 | 0 | 60.61 |
| 9 | 0 | 61.75 | | 0 |
| ProjectPhase | Task | MM-Template | BM | OM | PM | CM | CSM |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Offerphase | Offerrequest | TenderModel | 0,5 | 0,1 | 0,1 | 0 | 0 |
| Offerphase | Offerdelivery | OfferModel | 0,5 | 0,2 | 1 | 0,5 | 0 | | | Contractphase | Negotiation | NegotiationModel | 0,5 | 0,2 | 1 | 0,7 | 0 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Contractphase | Commissioning | ContractModel | 1 | 1 | 1 | 1 | 0 |
| Executionphase | Scheduling | TenderModel | 1 | 1 | 1 | 1 | 0,7 | | 1 |
| ProjectPhase | Task | MM-Template | BM | OM | PM | CM | CSM |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Offerphase | Offerrequest | TenderModel | 0,5 | 0,1 | 0,1 | 0 | 0 |
| Offerphase | Offerdelivery | OfferModel | 0,5 | 0,2 | 1 | 0,5 | 0 | | | Solver | wcsp-dir | wcsp-log | HT | UP | PP | PWPMS | TT |
| --- | --- | --- | --- | --- | --- | --- | --- |
| WMiFuMax | 6 | 6 | 85 | 100 | 11 | 46 | 0 |
| QWMaxSAT | 14 | 13 | 20 | 0 | 29 | 17 | 8 |
| Sat4j | 3 | 3 | 15 | 37 | 28 | 2 | 8 |
| MSUnCore | 14 | 14 | 89 | 100 | 25 | 0 | 0 |
| MaxSatz2013f | 4 | 4 | 0 | ... | 0 |
| ProjectPhase | Task | MM-Template | BM | OM | PM | CM | CSM |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Offerphase | Offerrequest | TenderModel | 0,5 | 0,1 | 0,1 | 0 | 0 |
| Offerphase | Offerdelivery | OfferModel | 0,5 | 0,2 | 1 | 0,5 | 0 |
| Contractphase | Negotiation | NegotiationModel | 0,5 | 0,2 | 1 | 0,7 ... | | Contractphase | Commissioning | ContractModel | 1 | 1 | 1 | 1 | 0 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Executionphase | Scheduling | TenderModel | 1 | 1 | 1 | 1 | 0,7 | | 1 |
| ProjectPhase | Task | MM-Template | BM | OM | PM | CM | CSM |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Offerphase | Offerrequest | TenderModel | 0,5 | 0,1 | 0,1 | 0 | 0 |
| Offerphase | Offerdelivery | OfferModel | 0,5 | 0,2 | 1 | 0,5 | 0 |
| Contractphase | Negotiation | NegotiationModel | 0,5 | 0,2 | 1 | 0,7 ... | | MSUnCore | 14 | 14 | 89 | 100 | 25 | 0 | 0 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| MaxSatz2013f | 4 | 4 | 0 | 0 | 5 | 25 | 0 |
| WMaxSatz-2009 | 4 | 3 | 0 | 41 | 5 | 12 | 0 |
| WMaxSatz+ | 4 | 3 | 0 | 41 | 5 | 12 | 0 |
| ISAC+ | 17 | 7 | 15 | 100 | 9 | 99 | 9 | | 0 |
| Instance | 1 | 2 | 3 | 4 | 5 | 6 |
| --- | --- | --- | --- | --- | --- | --- |
| Solver1 | 34 | 35 | 42 | 32 | 10 | 12 |
| Solver2 | 32 | 24 | 44 | 33 | 13 | 15 |
| Solver3 | 33 | 36 | 30 | 12 | 10 | 17 |
| Solver4 | 36 | 32 | 46 | 32 | 12 | 13 | | | Solver5 | 37 | 30 | 43 | 29 | 9 | 4 |
| --- | --- | --- | --- | --- | --- | --- |
| Solver6 | 68 | 29 | 41 | 55 | 10 | 5 |
| Solver7 | 36 | 30 | 43 | 58 | 10 | 4 | | 1 |
| Instance | 1 | 2 | 3 | 4 | 5 | 6 |
| --- | --- | --- | --- | --- | --- | --- |
| Solver1 | 34 | 35 | 42 | 32 | 10 | 12 |
| Solver2 | 32 | 24 | 44 | 33 | 13 | 15 |
| Solver3 | 33 | 36 | 30 | 12 | 10 | 17 |
| Solver4 | 36 | 32 | 46 | 32 | 12 | 13 | | | Instance | 1 | 2 | 3 | 4 | 5 | 6 |
| --- | --- | --- | --- | --- | --- | --- |
| Solver1 | 3 | 6 | 3 | 3.5 | 3.5 | 4 |
| Solver2 | 1 | 1 | 6 | 5 | 7 | 6 |
| Solver3 | 2 | 7 | 1 | 1 | 3.5 | 7 |
| Solver4 | 4.5 | 5 | 7 | 3.5 | 6 | 5 |
| Solver5 | 6 | 3.5 | 4.5 | 2 | 1 | 1.5 |
| Solver6 | 7 | 2 | 2 | 6 | 3.5 | 3 |
| Sol... | 0 |
| Instance | 1 | 2 | 3 | 4 | 5 | 6 |
| --- | --- | --- | --- | --- | --- | --- |
| Solver1 | 34 | 35 | 42 | 32 | 10 | 12 | | | Solver2 | 32 | 24 | 44 | 33 | 13 | 15 |
| --- | --- | --- | --- | --- | --- | --- |
| Solver3 | 33 | 36 | 30 | 12 | 10 | 17 |
| Solver4 | 36 | 32 | 46 | 32 | 12 | 13 |
| Solver5 | 37 | 30 | 43 | 29 | 9 | 4 |
| Solver6 | 68 | 29 | 41 | 55 | 10 | 5 |
| Solver7 | 36 | 30 | 43 | 58 | 10 | 4 | | 1 |
| Instance | 1 | 2 | 3 | 4 | 5 | 6 |
| --- | --- | --- | --- | --- | --- | --- |
| Solver1 | 34 | 35 | 42 | 32 | 10 | 12 | | | Solver2 | 1 | 1 | 6 | 5 | 7 | 6 |
| --- | --- | --- | --- | --- | --- | --- |
| Solver3 | 2 | 7 | 1 | 1 | 3.5 | 7 |
| Solver4 | 4.5 | 5 | 7 | 3.5 | 6 | 5 |
| Solver5 | 6 | 3.5 | 4.5 | 2 | 1 | 1.5 |
| Solver6 | 7 | 2 | 2 | 6 | 3.5 | 3 |
| Solver7 | 4.5 | 3.5 | 4.5 | 7 | 3.5 | 1.5 | | 0 |
| (3,9) | (4,16) | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| NE | OSE | ASE | NE | OSE | ASE | NE | OSE |
| 0 | 0 | 0 | 5 | 2 | 0 | 9 | 7 | | | 78 | 58 | 0 | 310 | 251 | 0 | 386 | 323 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 23 | 25 | 0 | 115 | 122 | 0 | 200 | 203 |
| 0 | 0 | 6 | 0 | 0 | 39 | 0 | 0 | | 1 |
| (3,9) | (4,16) | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| NE | OSE | ASE | NE | OSE | ASE | NE | OSE |
| 0 | 0 | 0 | 5 | 2 | 0 | 9 | 7 | | | 74618 | 0 | 3 | 15 | 167 | 108 | 11 | 196 | 2 | 1 | 60 | 1 | 15 | 38 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 0 | 8059 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 32 | 0 | 7245 | 0 | 1 | 3 | 29 | 8 | 0 | 6 | 6 | 0 | 0 | 0 |
| 7 | 0 | 0 | 120 | 1 | 0 | 1 | 2 | 0... | 0 |
| (3,9) | (4,16) | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| NE | OSE | ASE | NE | OSE | ASE | NE | OSE |
| 0 | 0 | 0 | 5 | 2 | 0 | 9 | 7 |
| 78 | 58 | 0 | 310 | 251 | 0 | 386 | 323 | | | 23 | 25 | 0 | 115 | 122 | 0 | 200 | 203 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 0 | 0 | 6 | 0 | 0 | 39 | 0 | 0 | | 1 |
| (3,9) | (4,16) | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| NE | OSE | ASE | NE | OSE | ASE | NE | OSE |
| 0 | 0 | 0 | 5 | 2 | 0 | 9 | 7 |
| 78 | 58 | 0 | 310 | 251 | 0 | 386 | 323 | | | 44 | 4 | 3 | 2 | 25 | 0 | 0 | 2317 | 0 | 0 | 0 | 0 | 1 | 0 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 0 | 0 | 2 | 0 | 10 | 0 | 0 | 0 | 0 | 93 | 0 | 0 | 0 | 0 |
| 145 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 158 | 0 |... | 0 |
| | Predicted | | | |
| --- | --- | --- | --- | --- |
| | | 0 | 1 | 2 | | | Actual | 0 | 889 | 429 | 868 |
| --- | --- | --- | --- | --- |
| 1 | 41 | 110 | 4 | |
| 2 | 21 | 0 | 139 | | | 1 |
| | Predicted | | | |
| --- | --- | --- | --- | --- |
| | | 0 | 1 | 2 | | | #Predicted | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | | | | | |
| #Matched<br>Precision<br>#Derived<br>Recall | 55<br>0.226<br>62<br>0.338 | 49<br>0.224<br>49<br>0.269 | 69<br>0.531<br>75<br>0.412 | 62<br>0.139<br>49<br>0.269 | 83<br>0.215<br>83<br>0.456 | 60<br>0.531<br>60<br>0.330 ... | 0 |
| | Predicted | | | |
| --- | --- | --- | --- | --- |
| | | 0 | 1 | 2 |
| Actual | 0 | 889 | 429 | 868 | | | 1 | 41 | 110 | 4 |
| --- | --- | --- | --- |
| 2 | 21 | 0 | 139 | | 1 |
| | Predicted | | | |
| --- | --- | --- | --- | --- |
| | | 0 | 1 | 2 |
| Actual | 0 | 889 | 429 | 868 | | | #Matched<br>Precision<br>#Derived<br>Recall | 35<br>0.143<br>40<br>0.226 | 42<br>0.192<br>42<br>0.237 | 42<br>0.323<br>53<br>0.300 | 45<br>0.101<br>38<br>0.215 | 59<br>0.153<br>59<br>0.333 | 41<br>0.363<br>41<br>0.232 |
| --- | --- | --- | --- | --- | --- | --- |
| #Matched<br>Precision<br>#Derived<br>Recall | 43<br>... | 0 |
| Name | #clusters | #length | #size | Epear<br>minmax | Erandom<br>minmax | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| SyntheticControl | 6 | 60 | 300 | 0,32 | 0,36 | 0,41 | 0,62 |
| GunPoint | 2 | 150 | 50 | 0,0 | 0,0 | 0,0 | 0,59 |
| CBF | 3 | 128 | 30 | 0,0 | 0,0 | 0,30 | 0,85 |
| Face(All) | 14 | 13... | | Lightning-2 | 2 | 637 | 60 | 0,0 | 0,0 | 0,0 | 0,71 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Lightning-7 | 7 | 319 | 70 | 0,0 | 0,07 | 0,35 | 0,99 |
| ECG | 2 | 96 | 100 | 0,0 | 0,0 | 0,0 | 0,55 |
| Adiac | 37 | 176 | 390 | 0,0 | 0,0 | 0,89 | 1,23 |
| Yoga | 2 | 426 | 399 | 0,0 | 0,0 | 0,0 | 0,76 | | 1 |
| Name | #clusters | #length | #size | Epear<br>minmax | Erandom<br>minmax | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| SyntheticControl | 6 | 60 | 300 | 0,32 | 0,36 | 0,41 | 0,62 |
| GunPoint | 2 | 150 | 50 | 0,0 | 0,0 | 0,0 | 0,59 |
| CBF | 3 | 128 | 30 | 0,0 | 0,0 | 0,30 | 0,85 |
| Face(All) | 14 | 13... | | Dataset | Method | 0.9 | 0.8 | 0.7 | 0.6 | 0.5 |
| --- | --- | --- | --- | --- | --- | --- |
| Gavin | MDS | 6 | 60 | 169 | 384 | 644 |
| | Diverse | 3 | 19 | 111 | 373 | 622 |
| | ClusterONE | 0 | 17 | 107 | 304 | 585 |
| KroganCore | MDS | 573 | 701 | 814 | 1070 | 1443 |
| | Diverse | 483 | 626 | 739 | 918 | 106... | 0 |
| Name | #clusters | #length | #size | Epear<br>minmax | Erandom<br>minmax | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| SyntheticControl | 6 | 60 | 300 | 0,32 | 0,36 | 0,41 | 0,62 |
| GunPoint | 2 | 150 | 50 | 0,0 | 0,0 | 0,0 | 0,59 |
| CBF | 3 | 128 | 30 | 0,0 | 0,0 | 0,30 | 0,85 |
| Face(All) | 14 | 13... | | OSULeaf | 6 | 427 | 200 | 0,06 | 0,26 | 0,93 | 1,25 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| SwedishLeaf | 15 | 128 | 500 | 0,0 | 0,03 | 0,83 | 1,09 |
| 50Words | 50 | 270 | 450 | 0,0 | 0,05 | 1,17 | 1,27 |
| Trace | 4 | 275 | 100 | 0,0 | 0,0 | 0,50 | 0,67 |
| TwoPatterns | 4 | 128 | 1000 | 0,03 | 0,11 |... | 1 |
| Name | #clusters | #length | #size | Epear<br>minmax | Erandom<br>minmax | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| SyntheticControl | 6 | 60 | 300 | 0,32 | 0,36 | 0,41 | 0,62 |
| GunPoint | 2 | 150 | 50 | 0,0 | 0,0 | 0,0 | 0,59 |
| CBF | 3 | 128 | 30 | 0,0 | 0,0 | 0,30 | 0,85 |
| Face(All) | 14 | 13... | | Kroganextended | MDS | 572 | 691 | 837 | 1097 | 1487 |
| --- | --- | --- | --- | --- | --- | --- |
| | Diverse | 491 | 626 | 754 | 934 | 1078 |
| | ClusterONE | 354 | 495 | 658 | 870 | 1064 |
| Collins | MDS | 750 | 901 | 1005 | 1086 | 1210 |
| (cov/k:5) | Diverse | 702 | 846 | 963 | 1058 | 1138 |
| | ClusterONE |... | 0 |
| Model | TripAdvisorData | OpenTableData | | |
| --- | --- | --- | --- | --- |
| | | | | |
| OrdinalAspectBias | -557.08 | 1.00 | -493.79 | 1.03 |
| ContinuousAspectBias | -1050.32 | 3.13 | -560.14 | 2.21 |
| OrdinalNoBias | -689.76 | 1.47 | -546.25 | 1.95 |
| ContinuousNoBias | -1904.64 | 3.52 | -651.16 | 2.39... | | OrdinalGlobalBias | -2438.52 | 2.85 | -570.28 | 2.37 |
| --- | --- | --- | --- | --- |
| ContinuousGlobalBias | -2632.95 | 3.91 | -595.62 | 2.41 | | 1 |
| Model | TripAdvisorData | OpenTableData | | |
| --- | --- | --- | --- | --- |
| | | | | |
| OrdinalAspectBias | -557.08 | 1.00 | -493.79 | 1.03 |
| ContinuousAspectBias | -1050.32 | 3.13 | -560.14 | 2.21 |
| OrdinalNoBias | -689.76 | 1.47 | -546.25 | 1.95 |
| ContinuousNoBias | -1904.64 | 3.52 | -651.16 | 2.39... | | Cross-subject | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| 0.1 | 0.3 | 0.5 | 0.7 | 0.1 | 0.3 | 0.5 |
| 0.507 | 0.323 | 0.147 | 0.024 | 0.617 | 0.439 | 0.221 |
| 0.626 | 0.402 | 0.168 | 0.023 | 0.697 | 0.482 | 0.234 |
| 0.479 | 0.325 | 0.130 | 0.014 | 0.545 | 0.352 | 0.159 |
| 0.493 | 0.318 | 0.12... | 0 |
| Model | TripAdvisorData | OpenTableData | |
| --- | --- | --- | --- |
| | | | | | | OrdinalAspectBias | -557.08 | 1.00 | -493.79 | 1.03 |
| --- | --- | --- | --- | --- |
| ContinuousAspectBias | -1050.32 | 3.13 | -560.14 | 2.21 |
| OrdinalNoBias | -689.76 | 1.47 | -546.25 | 1.95 |
| ContinuousNoBias | -1904.64 | 3.52 | -651.16 | 2.39 |
| OrdinalGlobalBias | -2438.52 | 2.85 | -570.28 | 2.37 |
| Conti... | 1 |
| Model | TripAdvisorData | OpenTableData | |
| --- | --- | --- | --- |
| | | | | | | 0.493 | 0.318 | 0.121 | 0.010 | 0.549 | 0.366 | 0.163 |
| --- | --- | --- | --- | --- | --- | --- |
| 0.574 | 0.406 | 0.162 | 0.018 | 0.675 | 0.498 | 0.255 |
| 0.643 | 0.438 | 0.171 | 0.021 | 0.741 | 0.537 | 0.258 |
| 0.647 | 0.476 | 0.199 | 0.026 | 0.747 | 0.584 | 0.306 |
| 0.649 | 0.471 | 0.199 | 0.025 | 0.742 | 0.... | 0 |
| FoveatedFeatureCongestionvsHitRatecorrelation | | | | | |
| --- | --- | --- | --- | --- | --- |
| Distance | 4deg | 6deg | 8deg | 10deg | 12deg |
| L1-norm<br>L2-norm<br>KL-divergence | −0.80±0.04<br>−0.79±0.05<br>−0.80±0.04 | −0.82±0.04<br>−0.79±0.06<br>−0.82±0.04 | −0.81±0.05<br>−0.77±0.06<br>−0.82±0.04 | −0.7... | | L1-norm<br>L2-norm<br>KL-divergence | −0.76±0.06<br>−0.72±0.07<br>−0.76±0.06 | −0.73±0.07<br>−0.66±0.08<br>−0.76±0.06 | −0.69±0.08<br>−0.62±0.09<br>−0.73±0.07 | −0.65±0.09<br>−0.56±0.10<br>−0.69±0.08 | −0.59±0.09<br>−0.50±0.11<br>−0.63±0.08 |
| --- | --- | --- | --- | --- | --- |
| FoveatedSubbandEntropyvsHitRatecorr... | 1 |
| FoveatedFeatureCongestionvsHitRatecorrelation | | | | | |
| --- | --- | --- | --- | --- | --- |
| Distance | 4deg | 6deg | 8deg | 10deg | 12deg |
| L1-norm<br>L2-norm<br>KL-divergence | −0.80±0.04<br>−0.79±0.05<br>−0.80±0.04 | −0.82±0.04<br>−0.79±0.06<br>−0.82±0.04 | −0.81±0.05<br>−0.77±0.06<br>−0.82±0.04 | −0.7... | | weightfn | ptsnum | BeltramiEquation | generalizedLaplace | | |
| --- | --- | --- | --- | --- | --- |
| collocation | EFG | collocation | EFG | | |
| Example1 | 24<br>2<br>32<br>2<br>48<br>2<br>64 | 8.127E-06<br>3.554E-06<br>1.728E-06<br>4.039E-06 | 9.158E-04<br>5.182E-04<br>1.379E-04<br>1.045E-04 | 6.658E-04<br>... | 0 |
| FoveatedFeatureCongestionvsHitRatecorrelation | | | | | |
| --- | --- | --- | --- | --- | --- |
| Distance | 4deg | 6deg | 8deg | 10deg | 12deg |
| L1-norm<br>L2-norm<br>KL-divergence | −0.80±0.04<br>−0.79±0.05<br>−0.80±0.04 | −0.82±0.04<br>−0.79±0.06<br>−0.82±0.04 | −0.81±0.05<br>−0.77±0.06<br>−0.82±0.04 | −0.7... | | FoveatedSubbandEntropyvsHitRatecorrelation | | | | | |
| --- | --- | --- | --- | --- | --- |
| Distance | 4deg | 6deg | 8deg | 10deg | 12deg |
| L1-norm<br>L2-norm<br>KL-divergence | −0.75±0.04<br>−0.74±0.05<br>−0.79±0.04 | −0.77±0.04<br>−0.76±0.05<br>−0.83±0.04 | −0.77±0.05<br>−0.76±0.05<br>−0.84±0.04 | −0.76±0... | 1 |
| FoveatedFeatureCongestionvsHitRatecorrelation | | | | | |
| --- | --- | --- | --- | --- | --- |
| Distance | 4deg | 6deg | 8deg | 10deg | 12deg |
| L1-norm<br>L2-norm<br>KL-divergence | −0.80±0.04<br>−0.79±0.05<br>−0.80±0.04 | −0.82±0.04<br>−0.79±0.06<br>−0.82±0.04 | −0.81±0.05<br>−0.77±0.06<br>−0.82±0.04 | −0.7... | | Example2 | 24<br>2<br>32<br>2<br>48<br>2<br>64 | 2.847E-04<br>1.596E-04<br>3.902E-05<br>1.444E-05 | 3.616E-03<br>2.694E-03<br>1.222E-03<br>1.038E-03 | 1.657E-03<br>1.453E-03<br>3.914E-04<br>2.588E-04 | 4.149E-01<br>4.143E-01<br>3.946E-01<br>3.929E-01 |
| --- | --- | --- | --- | --- | --- |
| Example3 | 1047<br>1807<b... | 0 |
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| --- | --- | --- | --- | --- |
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| --- | --- |
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| --- | --- | --- | --- |
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| --- | --- | --- | --- | --- |
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| --- | --- | --- | --- | --- |
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| --- | --- | --- | --- | --- |
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| --- | --- | --- | --- |
| | | | | | 0 |
| Nike–b1 | AdidasOriginals(AO)–b2 |
| --- | --- |
| LouisVuitton(LV)–b3 | DolceGabbana(DG)–b4 |
| MichaelKors(MK)–b5 | Adidas–b6 |
| Dior–b7 | LouboutinWorld(LW)–b8 | | | Gucci–b9 | Prada–b10 |
| --- | --- |
| Burberry(Brb)–b11 | Vans–b12 |
| Fendi–b13 | Armani–b14 |
| Converse–b15 | JimmyChoo(JC)–b16 |
| FreePeople(FP)–b17 | CalvinKlein(CK)–b18 |
| RalphLauren(RL)–b19 | Cartier–b20 | | 1 |
| Nike–b1 | AdidasOriginals(AO)–b2 |
| --- | --- |
| LouisVuitton(LV)–b3 | DolceGabbana(DG)–b4 |
| MichaelKors(MK)–b5 | Adidas–b6 |
| Dior–b7 | LouboutinWorld(LW)–b8 | | | Adidas | Chanel | Gucci | HH | Lacoste | MK | Nike | Prada | Puma |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 28.6 | 32.9 | 32.8 | 33.9 | 47.1 | 40.4 | 0.5 | 15.0 | 9.5 |
| 7.1 | 9.2 | 3.0 | 0.0 | 10.9 | 13.5 | 0.1 | 0.2 | 9.1 |
| 14.1 | 4.7 | 9.1 | 0.4 | 18.3 | 22.9 | 3.0 | 0.2 | 4.0 |
| 51.9 | 44.8 ... | 0 |
| Nike–b1 | AdidasOriginals(AO)–b2 |
| --- | --- |
| LouisVuitton(LV)–b3 | DolceGabbana(DG)–b4 |
| MichaelKors(MK)–b5 | Adidas–b6 |
| Dior–b7 | LouboutinWorld(LW)–b8 |
| Gucci–b9 | Prada–b10 | | | Burberry(Brb)–b11 | Vans–b12 |
| --- | --- |
| Fendi–b13 | Armani–b14 |
| Converse–b15 | JimmyChoo(JC)–b16 |
| FreePeople(FP)–b17 | CalvinKlein(CK)–b18 |
| RalphLauren(RL)–b19 | Cartier–b20 | | 1 |
| Nike–b1 | AdidasOriginals(AO)–b2 |
| --- | --- |
| LouisVuitton(LV)–b3 | DolceGabbana(DG)–b4 |
| MichaelKors(MK)–b5 | Adidas–b6 |
| Dior–b7 | LouboutinWorld(LW)–b8 |
| Gucci–b9 | Prada–b10 | | | 7.1 | 9.2 | 3.0 | 0.0 | 10.9 | 13.5 | 0.1 | 0.2 | 9.1 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 14.1 | 4.7 | 9.1 | 0.4 | 18.3 | 22.9 | 3.0 | 0.2 | 4.0 |
| 51.9 | 44.8 | 41.1 | 38.1 | 53.3 | 52.5 | 11.8 | 28.9 | 18.4 |
| 52.7 | 39.9 | 49.7 | 36.5 | 48.4 | 62.7 | 14.8 | 29.8 | 18.6 |
| 25.4 | 11.8 | 4... | 0 |
| CR |
| --- |
| 81.01(80.73,81.28) |
| 80.74(80.36,81.09) |
| 80.69(79.72,81.32) | | | 81.13(80.16,81.76) |
| --- |
| 80.17(79.97,80.84) | | 1 |
| CR |
| --- |
| 81.01(80.73,81.28) |
| 80.74(80.36,81.09) |
| 80.69(79.72,81.32) | | | 77.85(77.47,77.97) |
| --- |
| 80.48(80.26,80.65) |
| 81.13(80.96,81.32) |
| 81.65(81.45,81.85) |
| 81.43(81.28,81.75) |
| 81.26(81.01,81.43) |
| 81.06(80.87,81.30) |
| 80.91(80.73,81.10) |
| 80.91(80.72,81.05) | | 0 |
| CR |
| --- |
| 81.01(80.73,81.28) |
| 80.74(80.36,81.09) | | | 80.69(79.72,81.32) |
| --- |
| 81.13(80.16,81.76) |
| 80.17(79.97,80.84) | | 1 |
| CR |
| --- |
| 81.01(80.73,81.28) |
| 80.74(80.36,81.09) | | | 80.91(80.73,81.10) |
| --- |
| 80.91(80.72,81.05) | | 0 |
| Algorithm | Precision | Recall | F-measure |
| --- | --- | --- | --- |
| Proposed | 0.4323 | 0.271 | 0.3331 | | | Baselinesfrom | | | |
| --- | --- | --- | --- |
| A | 0.8378 | 0.233 | 0.3648 |
| B | 0.8973 | 0.107 | 0.1914 |
| C | 0.1856 | 0.047 | 0.0747 | | 1 |
| Algorithm | Precision | Recall | F-measure |
| --- | --- | --- | --- |
| Proposed | 0.4323 | 0.271 | 0.3331 | | | Algorithm | Recall | | | |
| --- | --- | --- | --- | --- |
| | Legible | Illegible | | |
| | Machine | Hand | Machine | Hand |
| Proposed | 0.3563 | 0.3109 | 0.0297 | 0.0567 |
| Baselinesfrom | | | | |
| A | 0.3401 | 0.1511 | 0.0409 | 0.0231 |
| B | 0.1616 | 0.1096 | 0.0069 | 0.0022 |
| C | 0.0709 | 0.0463... | 0 |
| Algorithm | Precision | Recall | F-measure |
| --- | --- | --- | --- |
| Proposed | 0.4323 | 0.271 | 0.3331 | | | Baselinesfrom | | | |
| --- | --- | --- | --- |
| A | 0.8378 | 0.233 | 0.3648 |
| B | 0.8973 | 0.107 | 0.1914 |
| C | 0.1856 | 0.047 | 0.0747 | | 1 |
| Algorithm | Precision | Recall | F-measure |
| --- | --- | --- | --- |
| Proposed | 0.4323 | 0.271 | 0.3331 | | | | Machine | Hand | Machine | Hand |
| --- | --- | --- | --- | --- |
| Proposed | 0.3563 | 0.3109 | 0.0297 | 0.0567 |
| Baselinesfrom | | | | |
| A | 0.3401 | 0.1511 | 0.0409 | 0.0231 |
| B | 0.1616 | 0.1096 | 0.0069 | 0.0022 |
| C | 0.0709 | 0.0463 | 0.0028 | 0.0022 | | 0 |
| Name | Reviews | 5Star | 4Star | 3Star | 2Star | 1Star |
| --- | --- | --- | --- | --- | --- | --- |
| FoodInc. | 2462 | 1949 | 357 | 78 | 30 | 48 |
| Boyhood | 2253 | 872 | 342 | 318 | 296 | 425 | | | FedUp | 1401 | 1069 | 185 | 82 | 29 | 36 |
| --- | --- | --- | --- | --- | --- | --- |
| Blackfish | 955 | 750 | 117 | 42 | 15 | 31 |
| TheImitationGame | 829 | 577 | 158 | 54 | 14 | 26 |
| Super-SizeMe | 670 | 324 | 152 | 71 | 41 | 82 |
| InsideJob | 437 | 308 | 54 | 21 | 10 | 44 |
| Citizenfour | 199 | 168 | 17 | 10... | 1 |
| Name | Reviews | 5Star | 4Star | 3Star | 2Star | 1Star |
| --- | --- | --- | --- | --- | --- | --- |
| FoodInc. | 2462 | 1949 | 357 | 78 | 30 | 48 |
| Boyhood | 2253 | 872 | 342 | 318 | 296 | 425 | | | 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 ... | 0 |
| Name | Reviews | 5Star | 4Star | 3Star | 2Star | 1Star |
| --- | --- | --- | --- | --- | --- | --- |
| FoodInc. | 2462 | 1949 | 357 | 78 | 30 | 48 | | | Boyhood | 2253 | 872 | 342 | 318 | 296 | 425 |
| --- | --- | --- | --- | --- | --- | --- |
| FedUp | 1401 | 1069 | 185 | 82 | 29 | 36 |
| Blackfish | 955 | 750 | 117 | 42 | 15 | 31 |
| TheImitationGame | 829 | 577 | 158 | 54 | 14 | 26 |
| Super-SizeMe | 670 | 324 | 152 | 71 | 41 | 82 |
| InsideJob | 437 | 308 | 54 | 2... | 1 |
| Name | Reviews | 5Star | 4Star | 3Star | 2Star | 1Star |
| --- | --- | --- | --- | --- | --- | --- |
| FoodInc. | 2462 | 1949 | 357 | 78 | 30 | 48 | | | 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 |
| InputCycle(s) | πorπCircuit<br>Int.TermsMax.CostStaticGates | | |
| --- | --- | --- | --- |
| (a,b)12 | (0...10...0)<br>(0...11...0) | nN<br>n(1,n-1)C | -<br>- |
| (a,b)12<br>(c,d)34 | (0...1000...0)<br>(0...1001...0)<br>(0...1010...0)<br>(0...1111...0) | nN<br>n(1,n-1)C<br>n(1,n-1)C<br>n(1,n-1)C | -<br>-<br>-<br>T... | | (a,b,c,d)1234<br>(e,f)56 | (0...10000...0)<br>(0...10010...0)<br>(0...10100...0)<br>(0...11110...0)<br>(0...10111...0)<br>(0...11011...0) | nN<br>n(1,n-1)C<br>n(1,n-1)C<br>n(1,n-1)C<br>n(1,n-1)C<br>1T,n-1C | -<br>-<br>-<br>T(k−1,k;k+1)<br>-<br>(cid:48)<br>T(k−2,k;k+1) |
| --- | --- | --- | --- |
| (a,b,c,d)1234<br>(e... | 1 |
| InputCycle(s) | πorπCircuit<br>Int.TermsMax.CostStaticGates | | |
| --- | --- | --- | --- |
| (a,b)12 | (0...10...0)<br>(0...11...0) | nN<br>n(1,n-1)C | -<br>- |
| (a,b)12<br>(c,d)34 | (0...1000...0)<br>(0...1001...0)<br>(0...1010...0)<br>(0...1111...0) | nN<br>n(1,n-1)C<br>n(1,n-1)C<br>n(1,n-1)C | -<br>-<br>-<br>T... | | | | |
| --- | --- | --- |
| | | |
| d1<br>d2<br>d3 | 0,27×104480,25×10<br>291761203628673<br>666<br>0,50×100,45×100,30×10 | 2,58×10752,58×10<br>66<br>4,12×103474,11×10<br>666<br>24,45×1019,62×103,46×10 |
| total | 0,80×100,46×100,58×10 | 31,15×1019,62×1010,16×10 |
| DBLP | Netflix | |
| | | |
| d1<br>d2<br>d... | 0 |
| InputCycle(s) | πorπCircuit<br>Int.TermsMax.CostStaticGates | | |
| --- | --- | --- | --- |
| (a,b)12 | (0...10...0)<br>(0...11...0) | nN<br>n(1,n-1)C | -<br>- |
| (a,b)12<br>(c,d)34 | (0...1000...0)<br>(0...1001...0)<br>(0...1010...0)<br>(0...1111...0) | nN<br>n(1,n-1)C<br>n(1,n-1)C<br>n(1,n-1)C | -<br>-<br>-<br>T... | | (a,b,c)123 | (0...001...0)<br>(0...101...0)<br>(0...111...0) | nN<br>n(1,n-1)C<br>n(1,n-1)C | -<br>-<br>- |
| --- | --- | --- | --- |
| (a,b,c)123<br>(d,e,f)456 | (0...00001...0)<br>(0...00011...0)<br>(0...00111...0)<br>(0...10001...0)<br>(0...11011...0)<br>(0...11111...0) | nN<br>n(1,n-1)C<br>n(1,n-1)C<br>1T,n-1C<br... | 1 |
| InputCycle(s) | πorπCircuit<br>Int.TermsMax.CostStaticGates | | |
| --- | --- | --- | --- |
| (a,b)12 | (0...10...0)<br>(0...11...0) | nN<br>n(1,n-1)C | -<br>- |
| (a,b)12<br>(c,d)34 | (0...1000...0)<br>(0...1001...0)<br>(0...1010...0)<br>(0...1111...0) | nN<br>n(1,n-1)C<br>n(1,n-1)C<br>n(1,n-1)C | -<br>-<br>-<br>T... | | | | |
| --- | --- | --- |
| d1<br>d2<br>d3 | 0,79×102370,55×10<br>66<br>2,62×10424070,97×10<br>666<br>3,27×101,61×101,61×10 | 15,54×1025612,47×10<br>966<br>0,19×100,14×1020,30×10<br>966<br>0,20×1044,52×100,92×10 |
| total | 6,68×101,61×102,13×10 | 0,39×1044,66×1033,69×10 | | 0 |
| Method | Additions | Multiplications |
| --- | --- | --- |
| Direct | h+w−2 | h+w |
| FFT | O(log(hw)) | O(log(hw)) |
| KII | 53 | 18 |
| CII | 12k−8 | 8k−8 | | | SII | 4k+1 | k |
| --- | --- | --- |
| Deriche | 8k−2 | 8k |
| Youngand<br>vanVliet | 4k | 4k+4 |
| Proposedmethod | 4k | 2k | | 1 |
| Method | Additions | Multiplications |
| --- | --- | --- |
| Direct | h+w−2 | h+w |
| FFT | O(log(hw)) | O(log(hw)) |
| KII | 53 | 18 |
| CII | 12k−8 | 8k−8 | | | Size,QP | Proposedmethod | Methodin |
| --- | --- | --- |
| 64×64,22 | 0.72 | 0.70 |
| 128×128,22 | 0.88 | 0.87 |
| 64×64,32 | 0.95 | 0.72 |
| 128×128,32 | 0.98 | 0.85 |
| 64×64,42 | 0.50 | 0.64 |
| 128×128,42 | 0.79 | 0.85 |
| Average | 0.80 | 0.77 | | 0 |
| Method | Additions | Multiplications |
| --- | --- | --- |
| Direct | h+w−2 | h+w | | | FFT | O(log(hw)) | O(log(hw)) |
| --- | --- | --- |
| KII | 53 | 18 |
| CII | 12k−8 | 8k−8 |
| SII | 4k+1 | k |
| Deriche | 8k−2 | 8k |
| Youngand<br>vanVliet | 4k | 4k+4 |
| Proposedmethod | 4k | 2k | | 1 |
| Method | Additions | Multiplications |
| --- | --- | --- |
| Direct | h+w−2 | h+w | | | 128×128,42 | 0.79 | 0.85 |
| --- | --- | --- |
| Average | 0.80 | 0.77 | | 0 |
| Applicati | nVEX1 | VEX2 | VEX4 | VEX8 | VEX16 |
| --- | --- | --- | --- | --- | --- |
| fsdither | 143768 | 99667 | 84053 | 80412 | 79949 |
| hilcurv | 382248 | 214232 | 144607 | 144598 | 144596 |
| htpack | 33871 | 26418 | 21811 | 16339 | 15621 | | | htunpack | 33947 | 24759 | 20152 | 12234 | 10445 |
| --- | --- | --- | --- | --- | --- |
| xteaenc | 466824 | 256793 | 234399 | 222079 | 220167 |
| xteadec | 463349 | 255375 | 240186 | 226287 | 223895 | | 1 |
| Applicati | nVEX1 | VEX2 | VEX4 | VEX8 | VEX16 |
| --- | --- | --- | --- | --- | --- |
| fsdither | 143768 | 99667 | 84053 | 80412 | 79949 |
| hilcurv | 382248 | 214232 | 144607 | 144598 | 144596 |
| htpack | 33871 | 26418 | 21811 | 16339 | 15621 | | | 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 |... | 0 |
| Applicati | nVEX1 | VEX2 | VEX4 | VEX8 | VEX16 |
| --- | --- | --- | --- | --- | --- |
| fsdither | 143768 | 99667 | 84053 | 80412 | 79949 |
| hilcurv | 382248 | 214232 | 144607 | 144598 | 144596 |
| htpack | 33871 | 26418 | 21811 | 16339 | 15621 |
| htunpack | 33947 | 24759 | 20152 | 12234 | 10445 | | | xteaenc | 466824 | 256793 | 234399 | 222079 | 220167 |
| --- | --- | --- | --- | --- | --- |
| xteadec | 463349 | 255375 | 240186 | 226287 | 223895 | | 1 |
| Applicati | nVEX1 | VEX2 | VEX4 | VEX8 | VEX16 |
| --- | --- | --- | --- | --- | --- |
| fsdither | 143768 | 99667 | 84053 | 80412 | 79949 |
| hilcurv | 382248 | 214232 | 144607 | 144598 | 144596 |
| htpack | 33871 | 26418 | 21811 | 16339 | 15621 |
| htunpack | 33947 | 24759 | 20152 | 12234 | 10445 | | | 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... | 0 |
| Method/<br>Shape | Cone | Plane | Cosine | Sphere |
| --- | --- | --- | --- | --- |
| MLAP1 | 2.51 | 9.87 | 4.07 | 8.64 |
| MLAP2 | 1.41 | 5.14 | 1.83 | 5.06 | | | TV,α=1 | 1.45 | 1.01 | 1.73 | 0.96 |
| --- | --- | --- | --- | --- |
| TV,α=1/4 | 1.23 | 1.15 | 1.24 | 0.89 |
| TV,α=1/8 | 1.27 | 1.26 | 1.43 | 0.97 | | 1 |
| Method/<br>Shape | Cone | Plane | Cosine | Sphere |
| --- | --- | --- | --- | --- |
| MLAP1 | 2.51 | 9.87 | 4.07 | 8.64 |
| MLAP2 | 1.41 | 5.14 | 1.83 | 5.06 | | | ρ |
| --- |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 | | 0 |
| Method/<br>Shape | Cone | Plane | Cosine | Sphere |
| --- | --- | --- | --- | --- |
| MLAP1 | 2.51 | 9.87 | 4.07 | 8.64 | | | MLAP2 | 1.41 | 5.14 | 1.83 | 5.06 |
| --- | --- | --- | --- | --- |
| TV,α=1 | 1.45 | 1.01 | 1.73 | 0.96 |
| TV,α=1/4 | 1.23 | 1.15 | 1.24 | 0.89 |
| TV,α=1/8 | 1.27 | 1.26 | 1.43 | 0.97 | | 1 |
| Method/<br>Shape | Cone | Plane | Cosine | Sphere |
| --- | --- | --- | --- | --- |
| MLAP1 | 2.51 | 9.87 | 4.07 | 8.64 | | | 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 |
| --- |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 |
| 0,10000<br>0.3,30000<br>0,30000<br>0.3,10000 | | 0 |
| Route | Origin | Destination | Departs | Arrives |
| --- | --- | --- | --- | --- |
| F1 | Manly | CircularQuay | 23:40 | 00:10 |
| F1 | CircularQuay | Manly | 23:45 | 00:15 | | | F6 | CircularQuay | CremornePoint | 00:00 | 00:10 |
| --- | --- | --- | --- | --- |
| F6 | CremornePoint | SouthMosman | 00:10 | 00:15 | | 1 |
| Route | Origin | Destination | Departs | Arrives |
| --- | --- | --- | --- | --- |
| F1 | Manly | CircularQuay | 23:40 | 00:10 |
| F1 | CircularQuay | Manly | 23:45 | 00:15 | | | Scenariocode | S1 | S2 | S3 | S4 | S5 |
| --- | --- | --- | --- | --- | --- |
| Numberofstops | 344 | 721 | 1044 | 1670 | 2176 |
| Relaxeddomainconnections | 744 | 1520 | 2275 | 4001 | 4794 |
| Timetabledconnections | 23994 | 26702 | 68597 | 72937 | 203590 |
| Meansoftransport | trains | trains,coaches | trains | tra... | 0 |
| Route | Origin | Destination | Departs | Arrives |
| --- | --- | --- | --- | --- |
| F1 | Manly | CircularQuay | 23:40 | 00:10 | | | F1 | CircularQuay | Manly | 23:45 | 00:15 |
| --- | --- | --- | --- | --- |
| F6 | CircularQuay | CremornePoint | 00:00 | 00:10 |
| F6 | CremornePoint | SouthMosman | 00:10 | 00:15 | | 1 |
| Route | Origin | Destination | Departs | Arrives |
| --- | --- | --- | --- | --- |
| F1 | Manly | CircularQuay | 23:40 | 00:10 | | | Timetabledconnections | 23994 | 26702 | 68597 | 72937 | 203590 |
| --- | --- | --- | --- | --- | --- |
| Meansoftransport | trains | trains,coaches | trains | trains,coaches | trains | | 0 |
| Min | Mean±std. |
| --- | --- |
| 2.2 | 86.0±46.7 | | | 7.6 | 54.5±25.6 |
| --- | --- |
| 14.9 | 99.5±38.9 |
| 4.5 | 68.2±37.3 |
| 2.9 | 39.3±24.0 |
| 2.0 | 94.9±107.5 |
| 2.0 | 79.4±63.4 | | 1 |
| Min | Mean±std. |
| --- | --- |
| 2.2 | 86.0±46.7 | | | 25.31 | 18.67 | 16.06 |
| --- | --- | --- |
| 45.20 | 21.70 | 13.78 |
| 50.26 | 25.34 | 17.85 |
| 58.69 | 30.93 | 21.42 |
| 25.00 | 5.58 | 2.4 |
| 61.19 | 36.51 | 28.20 | | 0 |
| Min | Mean±std. |
| --- | --- |
| 2.2 | 86.0±46.7 |
| 7.6 | 54.5±25.6 |
| 14.9 | 99.5±38.9 |
| 4.5 | 68.2±37.3 | | | 2.9 | 39.3±24.0 |
| --- | --- |
| 2.0 | 94.9±107.5 |
| 2.0 | 79.4±63.4 | | 1 |
| Min | Mean±std. |
| --- | --- |
| 2.2 | 86.0±46.7 |
| 7.6 | 54.5±25.6 |
| 14.9 | 99.5±38.9 |
| 4.5 | 68.2±37.3 | | | 50.26 | 25.34 | 17.85 |
| --- | --- | --- |
| 58.69 | 30.93 | 21.42 |
| 25.00 | 5.58 | 2.4 |
| 61.19 | 36.51 | 28.20 | | 0 |
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